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Test Code : P2020-795
Test designation : IBM conclusion Optimization Technical Mastery Test v2
Vendor designation : IBM
: 44 existent Questions
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As groups wake up to the expertise of AI functions, statistics science and computer getting to know strategies are more and more considered as primary to power this growth. while information science applied sciences love predictive analytics proceed to power innovation across companies, computer studying thoughts are instrumental to scaling statistics science for companies.
From the territory of scientific research to self-driving automobiles, from own assistants to product counsel engines, they perceive the contain an result on of desktop getting to know throughout us. The role of selection Optimization expertise in fueling the success of desktop studying deserves special point out. conclusion Optimization know-how uses advanced mathematical and synthetic intelligence techniques to remedy choice-making complications that contain hundreds of thousands of determination variables, traffic constraints and change-offs.
decision Optimization + computing device getting to know = creative solutions
The interplay between resolution Optimization and machine discovering is optimum preferred when one knows how every routine enhances the different. laptop getting to know fashions bring the capability to supply correct forecasts (demand forecasts, machine failure predictions, and so forth.) through on account that real-time inputs as well as ancient information. while a professional forecast is invaluable, having the potential to develop analytics-pushed decisions around the surest path of motion to Take is useful. This will too exist accomplished by passage of feeding the forecasts generated by computing device-learning models as inputs to a conclusion Optimization mannequin that can then accept as loyal with the a considerable number of tradeoffs and constraints to suggest the most advantageous solution to fulfill traffic goals.
in spite of this, as soon as an optimization mannequin has counseled an action blueprint and that blueprint is in operation, the records on the execution of that blueprint can exist used via machine-discovering fashions to enrich forecasts, to automatically develop the selection models greater accurate, and to hedge towards risks.
We’ll explore true-world purposes of this interplay between desktop learning and resolution Optimization on the IBM feel 2018 convention. that you may learn the variations and complementary strengths of these two strategies, study most useful practices, and perceive examples of mixing these applied sciences to achieve economic positive factors and efficiencies by attending Session 4227 (Make more advantageous, sooner, Smarter selections by passage of combining IBM machine learning and IBM conclusion Optimization).
also, don’t omit the demo (IBM’s determination Optimization for Watson Studio: prognosticate preservation needs to hold production Going) that means that you can ascertain creating creative solutions that combine desktop researching and selection optimization. you can additionally gain lore of concerning the current facts science aspects integrated into IBM Watson Studio via attending the arms-on-labs — “choice Optimization for Watson Studio allows for Prescriptive Analytics on Watson Studio”
IBM is hosting user community Day at this year’s suppose 2018 on March 18th which is open to flawless registrants of reckon 2018. participants can exist a share of IBM experts for a full day, the situation we’ll carry you the newest information on product route, share premiere practices & expend instances from their specialists and champions. Attendees contain to discuss with this Session hyperlink and add the resolution Optimization Session identity 9034 to register.
IBM conclusion Optimization for Watson Studio will assist facts scientists Take capabilities of optimization and different statistics science technologies in a unified environment to create entertaining options to complicated enterprise issues.
be share of us at the IBM suppose 2018 convention (March 19–22) at Las Vegas to study flawless these unique bulletins. consult with the believe 2018 experience page to learn extra and register.
choice Optimization has been around in some profile for decades, however many enterprise homeowners are only now discovering what it could possibly do.
IBM’s conclusion Optimization core provides a platform to uphold groups with analytics to solve intricate planning and scheduling challenges. selection Optimization is the third component of analytics, the motion step that works alongside descriptive and predictive tools.
“decision Optimization is used across industries,” Susara van den Heever, product manager of determination Optimization for IBM, instructed theCUBE during IBM imaginative and prescient. “It’s used for planning choices, scheduling … any determination where you contain a great variety of alternate options to trust. Optimization takes the entire issue in a solitary Go and suggests one or more options in terms of making plans and scheduling.”
The platform is tightly built-in with IBM’s Maximo Asset management, Algorithmics utility, Unica software and SPSS Modeler.
For operations researchers, selection Optimization presents a drag-and-drop interface via the Cloud. For builders, who may combine a mannequin or utility into a bigger enterprise-large software, determination Optimization makes expend of DOcloud API. it is going to travail with Java and another language,” preeminent van den Heever. “It takes about 5 strains of code to integrate their cloud solver with a developer’s utility.”
van den Heever urges groups to research the platform to find how it will travail for them. “if you’re now not speakme to us, you’re truly missing out on what that you would exist able to enact when it comes to competitive skills,” she said
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Job seekers sometimes require how IBM defines “facts scientist.” It’s an necessary query due to the fact further and further would-be records scientists are fighting for attention in an more and more profitable labor market.
the first step is to differentiate between what they perceive as existent information scientists and different professionals working in adjacent roles (for example, records engineers, traffic analysts, and AI application builders). To develop that gigantic difference, let’s first outline what they imply by passage of statistics science.
At its core, facts science is making expend of the scientific formulation to remedy enterprise complications.
which you can extra extend on the definition via figuring out that they solve those company problems the expend of simulated intelligence to create predictions and prescriptions and to optimize approaches.
The definition demonstrates that to achieve the genuine lore of information science, they want records scientists with very particular experiences and competencies — principally, they want individuals with the experiences and lore required to dash and complete statistics science projects:
1. practicing as a scientist, with an MS or PhD2. handicap in computer studying and information, with an stress on determination optimization3. lore in R, Python, or Scala4. potential to seriously change and control great facts sets5. confirmed capacity to exercise the skills above to actual-world enterprise problems6. talent to evaluate mannequin efficiency and tune it as a result
Let’s dissect these skills within the context of their definition of records science.1. working towards as a scientist, with a Masters of Science or Doctorate
here is less in regards to the degree itself and greater about what you gain lore of if you come by an superior diploma. in short, you study the scientific method, which starts with the potential to Take a involved yet summary rigor and damage it down into a collection of testable hypotheses. This continues with how neatly you design experiments to check your hypotheses, and how you dissect the effects to peer whether the hypotheses are tested or contradicted. A determined adult can learn these competencies outside of academia or by means of the right mix of online training and celebrate — so there’s some flexibility round having the exact diploma — but direct journey applying the scientific system is a ought to.
one other expertise of an superior degree is the rigor of the peer assessment procedure and publishing requirements that the diploma classes impart. To come by posted, candidates must existing their travail in a passage that allows for others to overview and reproduce it. You exigency to additionally provide evidence that the consequences are cogent and the strategies are sound. Doing so requires a deep understanding of the dissimilarity between probabilistic and deterministic factors as neatly because the value and curse of the correlation. It’s feasible to come by an abstract feel of those values, however there’s no replace for the terrible and tremendous reinforcement from mentors or the rejection or acceptance of journals and experiences.2. capabilities in machine getting to know and statistics, with an stress on conclusion optimization
making expend of the scientific components to traffic complications lets us develop more suitable selections with the aid of predicting what is going to spin up subsequent. those predictions are the product of simulated intelligence and greater particularly laptop learning. For a loyal statistics scientist, the core technical skillsets of computing device getting to know and records are conveniently non-negotiable.
in addition, conclusion optimization (aka operations research) is a fast-growing to exist factor of information science. certainly, the goal of statistics science is to uphold develop enhanced decisions by means of probabilistically estimating what’s prone to Take situation sooner or later. carefully applying resolution optimization lets facts scientists prescribe or verify the next top of the line motion for the superior company outcome.three. competencies in R, Python, or Scala
Being a data scientist doesn’t require you to exist nearly as estimable at programming as knowledgeable developers, however the capability to create and dash code that supports the information science routine is mandatory — and that comprises the talent to expend statistical and computing device getting to know programs in one of the customary records science languages.
Python, R, and Scala are the fastest-becoming languages for data science, together with Julia, an additional upcoming language within the space, although Julia isn’t yet entirely mature. love Python, R, and Scala, the core of Julia is open supply. however it’s vital to celebrate that the purpose to develop expend of these languages isn’t that they’re free, but for the innovation and the liberty to Take them the situation you want to go.4. potential to radically change and maneuver gigantic records sets
The fourth skill is on occasion referred to as huge information. here, the skill to develop expend of distributed statistics processing frameworks love Apache Spark is key. The existent records scientist will exist sensible of how to draw facts sets together from distinctive sources and distinctive facts kinds with the aid of his or her statistics science team. The data itself should exist would becould very well exist a mix of structured, semi-structured, and unstructured records animate on numerous clouds.
The data administration technique contains finding and collecting the facts, exploring the information, reworking the information, choosing features (records facets captious in the prediction), engineering the facets, and making the statistics accessible to the mannequin for practising. A precedence for any facts scientist might exist streamlining this method, that can easily consume up eighty percent of their time.5. proven means to celebrate the competencies above to precise-world enterprise complications
Fifth on the record is a smooth skill set. It’s the potential to talk with non-statistics scientists as a passage to exist certain that information science teams contain the records substances they exigency and that they’re applying records science to the right company problems. gaining lore of this talent additionally means guaranteeing that the effects of facts science tasks — for instance, predictions in regards to the probable evolution of the traffic — are totally understood and actionable by using company individuals. This requires estimable storytelling abilities, and in certain, the capability to map mathematical ideas to ordinary sense.6. talent to evaluate mannequin efficiency and tune it accordingly
to some, this sixth skillset is an aspect of the 2nd skillset: competencies in desktop learning in ordinary. They wanted to muster it out one after the other because, flawless too often, it’s what distinguishes a very estimable records scientist from a perilous one. data scientists who lack this talent can comfortably agree with that they’ve created and deployed advantageous fashions when really their models are badly over-healthy to the obtainable practicing information.Be a existent records scientist
if you want to exist a loyal records scientist — as opposed to an aspiring information scientist or an information scientist in title only — they inspire you to grasp each of these six abilities. a lore scientist is essentially distinctive from a enterprise analyst or records analyst, who often role product house owners on records science groups, with the crucial position of proposing territory depend lore to the statistics scientists themselves.
That’s no longer to claim company analysts, data analysts, and others can’t transition to spin into proper information scientists — but bethink it takes time, commitment, mentoring, and making expend of your self repeatedly to precise and difficult issues.
Seth Dobrin is vice president and chief statistics officer at IBM Analytics.
Jean-François Puget is an IBM unusual engineer in laptop getting to know and optimization.
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On Tuesday, I attended the annual DMP Owners Forum, which is “one the ways they demonstrate their gratitude to their dealers,” Jon Adams, DMP dealer progress manager, told a scope full of DMP’s top 100 dealers.
This year’s speakers included Major Gen. (Ret.) Vincent Boles, who shared the wisdom he has gained throughout his military career, as well as some of his views on what makes a loyal leader. Boles gave out his book—4-3-2-1 Leadership: What America’s Sons and Daughters Taught Me on the Road from Second Lieutenant to Two-Star General—to flawless attendees. The other featured speaker was former Southwest Airlines senior smooth leader, Jason Young, author of the books The Culturetopia result and Servicetopia.
Attendees too erudite how DMP is giving dealers access to current markets through a variety of current platforms, including DMP’s CompanyStore, which enables dealers to participate in the DIY marketplace; Secura, a current high-volume residential dealer program; OnDemand Monitoring, a current revenue generator for dealers to tender to consumers that don’t want to badge long term contracts; and current avenues in home automation, including integration with AppleTV, Amazon echo and Google Home.
DMP executive management too featured sessions on current technology that will exist available this summer, including previews of the DMP’s Gunshot Detector that goes on Existing DMP XR chain panels and DMP’s current Doorbell Camera, which result Hillenburg, DMP’s executive director of marketing, said is “deeply integrated” and will “provide current highly sought after functionality to the existing DMP Virtual Keypad, App and control panel family."
Jeff Britton, DMP’s VP of product design, too walked attendees through DMP’s Tech App Platform, which was “developed to reclaim time on current installs and service calls and really to eliminate some of the service calls you are having to develop today. The platform will continue to grow because they feel there are a lot of things that your techs should exist able to enact right from their phone or their tablet.”
On Wednesday, I began my day at Axis Communications’ 10th annual press breakfast. With the theme of “The Magic of IoT,” Fredrik Nilsson, VP Americas, and Martin Gren, founder, who were both dressed as magicians—you gotta fancy these guys!—talked about how the company plans to bring the same innovation and “magic” that it brought to camera technology to other products, such as its Network Speakers, which develop up an integrated audio system that is ideal for retail settings. Axis too teamed up with Cognimatics to develop analytic capabilities for its loyal View People Counter, which is too ideal for retail environments, providing valuable traffic intelligence data.
Gren too provided a preview of its newest technology—the AXIS D2050-VE Network Radar Detector, an outdoor motion detector with radar technology that can provide cost-efficient perimeter protection and dwindle False alarms. The Company is too previewing at ISC West a selection of products that will exist launched later this year, including current lofty resolution fixed domes in AXIS M30 Series, AXIS P32 Series, and AXIS Q35 Series. Axis too unveiled its AXIS FA chain with modular cameras for highly discreet, cost-efficient video surveillance, and three current additions to AXIS P13 chain that tender 4K resolution in full frame rate and that enable coverage of great areas with lofty image detail.
Following the breakfast I headed to the demonstrate floor, which was abuzz with lofty traffic and early indicators point to a record year in terms of attendance for this year’s show.
My first booth visit was at Legrand, a global specialist in electrical and digital structure infrastructures. Manny Linhares, director of strategy, IoT, told me about Eliot, a Legrand global IoT program, that “brings the swear of interoperability, providing the structure blocks and infrastructure to enable IoT and bring connectivity to where it is needed.”
Moving to the Qolsys showcase room, I was able to test drive the company’s second generation panel, which is sleeker and more powerful with some very wintry current capabilities. Kevin Woodworth, director of technical account management, pointed out that the panel is the culmination of “all of the lessons they erudite from their first panel, and what they erudite from dealer feedback.” The panel has a 7-inch HD touchscreen with built-in 5MP camera and multiple wireless radios, as well as LTE connectivity, advanced encryption, a built-in router, a glass shatter detector, dual path connectivity and Bluetooth disarming, to designation just a few of the upgrades.
Over at the FLIR Systems booth, I was given a demo of the FLIR United VMS 8.0, the latest version of the company’s comprehensive, enterprise-level video management solution for managing video security operations. The company introduced three high-performance security cameras, including the FLIR PT-Series HD thermal and visible camera system, the FLIR Quasar 4K fixed box camera, and the FLIR Ariel 3MP (3-megapixel) corner camera. flawless three cameras integrate with FLIR United VMS 8.0 and expand the company’s end-to-end line of security solutions. I too got a demo of the company’s Cameleon command and control platform.
At the Interlogix booth, the company was highlighting TruVision Navigator 7, the latest release of its current video management software. TruVision Navigator 7 now works seamlessly with Interlogix TruPortal access control systems and IFS network switches, allowing halt users to manage their entire security system from one single, easy-to-use interface.
This year’s ASSA ABLOY Press Event focused on “Security in the IoT Age,” and Martin Huddart, president, looked at how IoT will move security. He aptly pointed out, “We are producing data, not products today,” noting that the key as they cinch forward as an industry is “bringing flawless these devices together.”
Next, I caught up with Denis Hebert, president, Feenics, a provider of cloud-based access control solutions. The company launched its enterprise withhold by Feenics platform that delivers scalability, flexibility and advanced security. The current cloud-based access control as service (ACaaS) platform integrates aboriginal visitor management, and incorporates RESTful API that dramatically simplifies integrating complementary systems plus connecting withhold to applications outside of the organization. Built specifically for the cloud and hosted by Amazon Web Services, withhold significantly minimizes costs through simple, maintenance-free upgrades and patches.
At the LifeSafety Power booth, Joe Holland, vice president of engineering, gave me a glimpse into how the company continues to “innovate the category of power,” with current predictive analytics and captious reporting capabilities. The company announced a breakthrough in connecting intellectual power management analytics to leading software manufacturers directly through existent Mercury Security hardware. “This truly enhances and expands the potential for systems integrators to tender remote power management to customers who will capitalize from predictive analysis and particular reporting on the health and well-being of their solutions,” said Holland.
I too met with Glen L. Smith, director, dealer operations, ADT, who told me about the much strides the ADT Dealer Program has made in the past year alone. In the belt of uphold for dealers, the company went from a net promoter score of -9 to 76 in just 18 months. How did they enact this? “We asked their dealers what was broken,” said Smith, who preeminent that response time was a gigantic issue for dealers. In response to this concern, Smith said they went from a two-hour hold time to a zero hold time in just one year.
At the Bosch Security Systems booth, the company featured a completely current portfolio of IP cameras and video analytics that extend surveillance beyond security, services that create recurring monthly revenue opportunities for dealers, and an all-in-one wireless multi-sensor that can exist configured as a door/window contact, water or tilt sensor. Bosch too introduced In-Store Analytics, a solution to provide retailers with valuable insights on store traffic for improving operations, customer rendezvous and sales.
At the Alarm.com booth, Brian Lohse, director, commercial sales, talked about the company’s strategy to Take what it has been doing on the residential side and bring that to the SMB space. On the residential side, the company’s open platform continues to expand integrations with a broad compass of devices to assist its dealer partners extend their footprint in the smart home. Alarm.com has too extended 4G LTE communications capabilities. In addition, Alarm.com highlighted its traffic Intelligence service that helps its dealer partners lower attrition by analyzing data points.
Next, I caught up with Jeff Whitney, VP of marketing for Arecont Vision, who went over some of the gigantic announcements for the company at the show, including Arecont Vision SNAPstream bandwidth reduction technology that supports multiple current and existing megapixel cameras; SurroundVideo Omni G3 Omnidirectional multi-sensor cameras with remote setup; Arecont Vision Compact MicroBullet indoor/outdoor, day/night megapixel camera; and Arecont Vision MicroDome G2 with Integrated IR indoor/outdoor day/night ultra-low profile megapixel camera.
At the Pelco by Schneider Electric booth, Sharad Shekhar, CEO, Pelco SVP, video line of business, and Diane Feliciano, VP, global marketing, spoke about how the company has spent the last 12-18 months “transforming and repositioning the company” for the future. “We contain been making changes across the entire organization for the last brace of years, from technology developments to current sales, uphold and operations programming,” said Feliciano. Pelco too showcased several current and enhanced products and systems, including its VideoXpert Video Management System (VMS); Sarix Enhanced IP Cameras with preloaded analytics on every model; ExSite Enhanced Explosion-Proof Cameras; and Optera Panoramic Multi-Sensor Cameras.
I finished my day with a visit to the Altronix booth, where Kirby Han, knack director, took me through the company’s latest upgrades and current products, including its current NetWay Spectrum Fiber Solutions, its eBridge 800E EoC Receiver with Integral PoE Switch and its expanded NetWay Line with current managed midspans and endspans.
I started day three at the Allegion Trends Talk breakfast, where I was able to converse with Rob Martens, futurist and VP, strategy & partnerships, about how the company is leveraging the latest technologies to provide the best solutions for customers. “I am the tip of the spear when it comes to current technology,” he said. “I create the chaos that the company has to deliver on.” Product wise, the company’s Engage platform is expanding to involve many more products, “so that smooth of connectivity is now getting rolled out and becoming a reality.”
At the Genetec booth, I spoke with Andrew Elvish, VP, marketing and product management, about the success of the company’s Mission Control system, which he said is “a game changer,” as the conclusion uphold system provides organizations with heightened levels of situational intelligence, visualization, and complete incident management capabilities. He too pointed to how the company’s Retail Intelligence application provides traffic intelligence and operational efficiencies. The company too highlighted the latest capabilities of its Synergis access control system, share of its Security seat unified offering.
At the AMAG Technology booth, I met company president Kurt Takahashi, and spoke with Kim Rahfaldt, public relations manager. The company unveiled Symmetry CONNECT, its current policy-based identity management system that delivers an effortless to use, automated software platform to manage employee, contractor and visitor identities, meet regulatory audit and compliance requirements and reduce the administrative costs of the security team. When used with Symmetry Access Control, organizations contain a robust identity management system that utilizes data to secure people, property and assets, and automates traffic processes for better operational efficiency.
At the HID Global booth, I spoke with Anthony Petrucci, director of global public relations and corporate communications, about the company’s current indoor Location Services for workforce optimization, which won the SIA current Product Showcase award. The Location Services provide organizations with visibility into the location of their workforce in a facility, making it practicable to dissect scope usage for better structure management and increased operational efficiency. He too spoke about how the company is leveraging Bluetooth low energy (BLE) for current and emerging applications in the connected environment, as well as the role of mobile access, advanced smart card technology and biometrics in the company’s overall strategy.
At the Milestone booth, I spoke with Courtney Dillon Pederson, communications manager, about the company’s strategic alliance with Lenel, which will initiate selling Milestone Systems Video Management Software (VMS) solutions directly through the Lenel Value Added Reseller (VAR) channel in North America. “We are really excited about this partnership and believe this is a much combination,” she said, noting that this alliance will reduce the total cost of ownership for users.
I next visited the Eagle Eye Systems/Brivo booth, and sat down with Dean Drako, president and CEO for Eagle Eye, who shared his views on the “continued adoption of cloud.” He too talked about the technology partnership with Hikvision to deliver customers a seamless and cybersecure cloud video surveillance solution. Eagle Eye too highlighted that is has added Camera Cyber Lockdown to flawless its products, which blocks cameras from communicating with the Internet, stops them from being attacked and compromised. Drako too spoke about the company’s implementation of two-factor authentication, which “will exist the touchstone for the industry poignant forward.”
At the IDIS booth, I was able to sit down with company president and COO Albert Ryu, who shared his views on how the company is poised to leverage technology to provide the customized solutions for customers. He too spoke about how the company, which is celebrating 20 years, is “bringing AI to security.” On the product side, the company featured H.265 IPC/NVR products, including the current IDIS 12MP Super Fisheye Camera. too featured were current low light and long distance solutions, and end-user focused enhancements to the company’s award-winning PTZ tracking controls, IDIS Smart UX Controls v2.0 and retail analytics/business intelligence suite IDIS VA in the Box. The company too highlighted its powerful 64-channel IDIS DR-8364 NVR, which delivers enterprise-level performance at an NVR price. Moving over to the Hanwha Techwin booth, Miguel Lazatin, director of product and channel marketing, North America, walked me through flawless of the current features and capabilities of the Wisenet 5 chip, which was unveiled recently. The current chip powers the Wisenet X series, a current product line that features 27 models split up between 2MP and 5MP camera lines. Features involve 150dB WDR performance and transparent images in extreme low light conditions, convenient USB port is too available for effortless setup and installation, as well as license-free audio and video analytics, dual SD card slot for increased onboard storage and image stabilization using gyro sensors. The company too announced that it is investing $100 million to create a security-only manufacturing facility in Vietnam.
Next, Dahua product marketing manager Jennifer Hackenburg, gave me a tour of the booth, showing me how the company is embracing “deep learning,” pointing out that the company is “ahead of the curve” in leveraging flawless of the enhanced capabilities that deep learning can provide. The company announced that it is working with NVIDIA to bring simulated intelligence (AI) functionality to its next-generation deep learning products. Equipped with NVIDIA GPUs, the Dahua DeepSense advanced high-capacity video analytics server provides deep learning capabilities. The technology delivers a powerful, scalable routine of extracting wealthy metadata and processing structural data to deliver rapid and accurate analytics. Dahua too announced that Movidius’ Myriad 2 Vision Processing Unit (VPU) technology will power select Dahua video surveillance cameras with advanced intelligence functions that train the devices to gather, analyze, and retain information much love the human brain.
I next visited with Jim Hoffpauir, president, Zenitel, at the Vingtor Stentofon booth. He showed me how the company’s Turbine Intercom Station can provide a legion of solutions, in any setting, from schools to airports to military and government applications. He too talked about his dedication to educating customers on how to pick the right system, and he created a scorecard to follow. He preeminent that it is necessary to contain three key features—intelligibility, interoperability and the “ilities,” which relates to “high availability, scalability, defensibility and maintainability.”
At the Tyco-Johnson Controls booth, I spoke with Roger Barlow, senior director, product management, TycoSP about a number of current products across its intrusion, access control and video divisions, and how the company is benefitting from the “synergies between Tyco and Johnson Controls,” he said. He too showed the DSC iotega, the company’s current innovative security and lifestyle management platform. A full-featured security technology, iotega facilitates home automation enhancements and add-ons via software apps. The company too announced its SG System 5 now supports PSTN line cards on the SG-System 5 receiver to give central stations the flexibility to monitor both IP and PSTN tocsin signals, and how its EntraPass Go uphold for Apple Watch is the “industry’s first Apple Watch mobile credential that allows card holders to expend the watch as a mobile access control credential."
At the Sureview Sytems booth, Simon Morgan, chief technology officer, gave me a demo SureView PSIM Solutions, which he pointed out, “improve security, optimize operations and reduce costs. He showed me how the Immix CC Platform delivers more integrations, effortless deployment and simple operation. He said SureView Immix CC Simplifies PSIM deployment and operation, featuring “intuitive UI, more integrations and unique architecture, which deliver unprecedented ease of operation and versatility.”
Next, I visited Ditek, a surge protection company that works closely with the security industry to protect vital systems and gear from being damaged by power surges, saving money in the process. Jorge Andino, territory sales engineer, pointed out that the company does this by providing a site survey for each project, giving that customer the right surge protection gear to meet their needs. “Our surge protection gear acts as the sacrificial lamb, preventing costly damage to the equipment.”
I finished my day speaking with Rick Caruthers, executive VP, Galaxy Control Systems, who told me about the company’s current announcement that is “committing resources and manpower to providing cloud solutions to their customers,” he said. The Galaxy Cloud Concierge solution is a complete turnkey, cloud-based, fully hosted and managed access control and monitoring solution that includes professional 24/7 management and supports industry touchstone access technologies.
On Friday I started the day at the Morse Watchmans booth speaking with George Lawson, account executive, and Joseph Granitto, COO, about the company’s key control and access management security systems, which are getting smarter and safer with a lot more functionality. “We Take feedback from customers to add current features and develop their products easier to use,” said Lawson. In addition to an improved motherboard powering its systems, the company is unveiling a current enterprise-based software system. And its Asset Watcher, which the company tested exhaustively over the past year, is set to attain out soon as well.
At the Pivot3 booth, I spoke with Brandon Reich, surveillance traffic leader, about the company’s strategic original gear manufacturer (OEM) relationship with intellectual Security Systems (ISS), an innovator in the progress of advanced video management and video analytics software. Under the agreement, ISS will license the Pivot3 hyperconverged infrastructure (HCI) platform and integrate it with ISS video management software (VMS) to supply more robust security intelligence and video storage options to customers. “We are really excited about that partnership,” said Reich. “We can provide a much solution set together.”
At the Eizo booth, I spoke with Keisuke Akiba, product and marketing manager, and Brian Cote, about the company’s security and surveillance monitoring solutions. The IP decoding monitors attain equipped with visibility enhancement technology for improving the clarity of video footage in existent time. Akiba demonstrated the multi-monitor flexibility and showed me the 4k IPS 31.5-inch monitor with 3840 x 2160 aboriginal resolution.
Over at the Boon Edam booth, Tracie Thomas, marketing manager, gave me an overview of the company’s many entry solutions, as well as advice on the company’s expanding sales and customer service staff to uphold record sales growth. The company too announced the expansion of its product-training schedule, with more programs and locations. And, soon, Boon Edam will tender its revolving door specifications on the ARCOM MasterSpec platform, which is widely used by architect and design firms in North America for commercial buildings.
At the 3xLOGIC booth, Suzi Abell, tradeshow and events manager, shared demonstrate news, including the company’s current integrated, hosted video and access control solution for the SMB market and the company’s partnership with Bold Technologies to tender an advanced video solution. The companies recently completed integration of Bold’s ManitouNEO with the 3xLOGIC VIGIL video platform, which supports cloud-managed video. The company too announced the release of a current multi-sensor camera and updated VIGIL software.
At the Panasonic booth, Charlie Hare, national category manger, security and evidence management solutions, walked me through some of the company’s gigantic announcements at the show, including the company’s expanded portfolio of i-PRO Extreme Surveillance Technology and its current i-PRO Extreme PTZ Camera with Advanced Analytics, as well as its latest video surveillance solutions. The i-PRO features a current chip set that produces “amazing picture quality,” said Hare.
Over at the ReconaSense booth, Clayton Brown, product manager, described the company’s next-generation situational awareness platform, which provides “the tools to accomplish real-time captious analysis,” he said. John Carter, the CTO of ReconaSense, is a former NASA engineer. The software leverages the IoT and gigantic data with access control and video analytics to drive “proactive response” across diverse systems. By connecting the dots and alerting operators of suspicious events, the technology facilitates better decision-making and optimal resource allocation.
My final booth visit was over at NVIDIA, which was showcasing some of its latest IVA-related, AI technology for smart and safe cities, featuring many partners such as IBM, Hikvision and Dahua. Deepu Talla, VP/GM, autonomous machines, showed me how the company’s GPU computing is not only powering its many partners but “driving the latest applications for safety and security in AI cities,” he said, including public safety, traffic management, behavior analysis, video analytics, anomaly detection, facial recognition, rapid forensics, parking management and robotics.
NOTE: In addition to daily reports, glance for ssnTVnews video interviews from the demonstrate floor, including my video interviews with Bill Bozeman, president and CEO, PSA Security Network; Dan Moceri, executive chairman and founder, and Ken Lochiatto, president and CEO, Convergint Technologies; Maureen Lally, VP of marketing, TycoIS; Richard Tampier, senior director, sales and product strategy, Red Hawk Fire & Security; Craig Layers, senior VP. sales and marketing, ADS Security; and Jon Cropley, principal analyst, video vurveillance, IHS Markit.
But then they got back to us with an odd request: they want to perceive their source code (likely upon completion of the PoC). Given that their core IP is their models and algorithms, they are reluctant to agree. Their justification is: "we want to perceive how your algorithms made their decisions."
We know that they contain lots of resources and are structure up internal data science team. And yet it was pointed out to me that their goal might not necessarily exist to outright filch their IP, but rather to cover their bases. But they are still worried they might exist "inspired" by the parts they perceive and come by their internal teams to replicate across other sites or expend cases. And they don't contain the resources to litigate, nor any passage of knowing they enact this.
My questions: 1) Has anybody dash into a request love this? How would you respond? 2) How likely enact you believe their goal is to genuinely "see what happens under the hood" as opposed to replicate in the future? 3) Are there any legal protections they can set aside in situation to preclude them from not just copy-pasting their code, but too from "learning from it" or so?
We live in times, where science fiction authors are struggling to withhold up with reality. In recent years, there has been an explosion of research and experiments that deal with creativity and A.I. Almost every week, there is a current bot that paints, writes stories, composes music, designs objects or builds houses: simulated Intelligence systems performing creative tasks?
Our research started by wondering about this phenomenon and playfully experimenting with it. This lead to an in-depth investigation, of what they muster “CreativeAI”. This document is the first chapter of their adventure into CreativeAI, aiming at establishing a backstory and language they can expend to talk about this intricate subject. Their initial intuition was, that creativity is a central compel throughout human history — and is currently evolving in Interesting ways. In their attempt to understand this phenomenon, they believe about creativity and technology in a structured way. They focus on emerging creation patterns, Assisted Creation and Generative Creation, and bicker that they are leading to the Democratization and Escalation of Creativity.
The goal of this project is to find a set of guiding principles, metaphors and ideas that inform the progress of a CreativeAI praxis, current theories, experiments, and applications. To explore this space, they investigate history and technology, construct a narrative and develop a vision for a future where CreativeAI helps us raise the human potential.INDEX
Interested to assist out bringing AI to studios and agencies in creative industries around the world? We’re hiring at http://join.creative.ai/1. Creativity It is central to the human condition and takes many forms in their daily activities, yet defining creativity is challenging. This section provides a selective overview of historical, abstract and technological metaphors for creativity, apropos for CreativeAI.
Ancient cultures lacked their concept of creativity, including thinkers of Ancient Greece, China, and India . They viewed creativity as a profile of discovery. The rejection of creativity in favor of discovery would dominate the west until the Renaissance. By the 18th century, mention of creativity became more frequent, linked with the concept of fantasy . In late 19th century, theorists such as Walls, Wertheimer, Helmholtz and Poincaré  began to reflect on and publish their creative processes, pioneering the scientific study of creativity.
The scientific study of creativity produced many theories, models and systems throughout the 20th century: philosophical, sociological, historical, technical and practical. While defining creativity in objective terms was and still is challenging, the systematic study of creativity and its enabling factors allowed industries such as advertising, architecture, design, fashion, film and music to adopt creative processes rapidly and reproduce them at scale.Science, technology and creativity contain a long, intertwined history. Selecting which metaphors to explore is an necessary research decision. They explore three metaphors: Augmented Creativity, Computational Creativity and Creative Systems. Augmented Creativity
In “As They May Think” (1949), Vannevar Bush imagines the “memex”, a desk-like device where people could search through a library of articles through a chain of switches . While entirely mechanical, Bush describes a device that features hyperlinked text, aggregated notes and bookmarks flawless extending human capacity to research and process information: The web.Vannevar Bush / Memex (1949)
The article inspired a young Douglas Engelbart to quit his job and attend graduate school at UC Berkeley . At Berkeley he wrote a paper, published in 1962 titled “Augmenting the Human Intellect: A Conceptual Framework”. In it, Engelbart, influenced by Bush’s memex concept, wrote about a “writing machine [that] would permit you to expend a current process of composing text (..) You can integrate your current ideas more easily, and thus harness your creativity more continuously (..) This will probably allow you to devise and expend even-more involved procedures to better harness your talents…” .
Engelbart did not only provide a vision of interacting with a computer system but he had a guiding philosophy . He believed that computers can exist used to create an extension for the ways they enact thinking, representation and association in their minds . Engelbart’s vision was not just to automate processes but to multiply the power of people and collaborators by creating systems that augment their intellect, humanity and creativity. His goal was to raise the human potential .Sketchpad (1963) and First Virtual Reality Headset (1968) by Ivan Sutherland
Ivan Sutherland, a student of Claude Shannon, who in spin was a student of Vannevar Bush, built a working system inspired by the Memex already in 1963. His seminal PhD project “Sketchpad”  is considered to exist the decendent of modern computer-aided design (CAD) programs . It demonstrated the potential of interactive computer graphics for technical and creative purposes.Sketchpad (1963) and First Virtual Reality Headset (1968) by Ivan Sutherland
Only a few years later, Engelbart’s Stanford Augmentation Research seat (ARC), invented a compass of technologies, still widely used today. Among them, video conferencing and the mouse . Simultaneously, John McCarthy had founded the Stanford simulated Intelligence Laboratory (SAIL). McCarthy’s group wasn’t concerned with augmentation, but wanted to reproduce the human intelligence electronically . Engelbart’s seat and McCarthy’s Laboratory brought together Ph.D.s, hardware and software hackers, and lofty school students, including Steve Wozniak and Steve Jobs , to experiment collectively.Xerox Parc Computers and GUI (1970s) Mass Market Video Chat (2005) / VR (2016)
When Xerox (a paper company) decided to fund its Palo Alto Research seat (PARC) in 1970 , it quickly attracted ARC and SAIL veterans fervent to travail on personal computing, user interface design and graphics. This facility developed a number of innovations love ethernet and pioneered a current metaphor for doing creative travail with computer systems: the Desktop. Soon after Xerox opened its center, a more informal but equally necessary outlet and movement emerged to explore computers: The Homebrew Computing Club. Homebrew attracted a mix of antiwar activists, makers and computer scientists. Ultimately, Dozens of companies, including Apple and Microsoft, and technologies such as the Personal Computer (PC) would attain out the Homebrew movement .Apple Computer 1, by Apple Computer Company (1976) Computational Creativity
Already in 1950, Claude Shannon was able to approximate proper English grammar and generate current sentences using computational methods . Such early research in “computational creativity” lead to an interdisciplinary dialog, exploring the expend of computational approaches for creative problems.IBM 7094 with IBM 7151 Console (1962) / Creative expend of Computer Graphics by A. Michael Noll at Bell Labs (1962). Generative music video, by Raven Kwok (2015)
Starting the early 1960s, researchers at Bell Labs were pioneering the expend of computers for creativity. In a chain of breakthrough experiments, they generate graphics, animations and knack  with early computer systems. One of the most dynamic researchers was Michael Noll. In 1970, he made a muster to action: “What they really exigency is a current breed of artist-computer scientist” . Noll’s muster was soon echoed by artists and musicians, such as Brian Eno. Already in 1975, Eno was using algorithmic and generative principles to compose music — later describing his travail as “using the technology that was invented to develop replicas to develop originals” .Backcover of Brian Eno’s Generative Music Album “Discreet Music” (1975) / Computer Generated Ballet — Michale Noll (1960s) Generating Music From Sport Data (2015) / Music Style Transfer (2015) / Machine Learning Drum Machine (2015)
A further milestone was set in 1979 by Benoit Mandelbrot  with the discovery of the Mandelbrot set. He was the first to expend computer graphics to array fractal geometric images. By doing so, he was able to demonstrate how visual complexity can exist created from simple rules. Fractals had a profound result on their perception of creativity and machine. It led many to require “can a computer/algorithm exist creative?” and inspired scientists, artists and engineers to experiment with creativity.Benoit Mandelbrot / Mandelbrot Fractal (1979) Generative Shoe Midsoles by Nervous System (2015) / Mandelbulb 3D Fractals (2009)
Video games pioneered the industrial application of computational creativity. Around 1978, games started to develop extensive expend of procedural systems to define game maps and character behaviours . Such methods allowed for the progress of involved gameplay without having to disburse inordinate time creating games. Games such as Simcity  by Will Wright developed these concepts further with sportive interactive simulations of involved systems.Procedural Games: Beneath Apple Manor (1978) / Akalabeth (1980) Procedural Game Universe — No Man’s Sky (2016)
Since the 1980s, focused research in industry and academia has led to the formalisation of computational creativity as a scientific discipline . At the same time, a wide compass of fields — such as computer science, architecture and design — started intensely experimenting with computation creatively. Finding a solitary definition for computational creativity is challenging, yet many contain tried. A currently often cited definition is: “create computations which — if they were made by humans — would exist deemed creative” .DeepForger — Image Style Transfer with deep Neural Networks (2016)
Today, interest in creativity from an A.I perspective has begun to blossom, with yearly conferences, schools and PhD programs dedicated to computational creativity . A even surge of ideas and techniques, that are at least computationally creative in intention, contain moved into the mainstream: A.I characters, simulated musicians, journalist bots, generative architecture and neural nets that “dream”. While such systems are nowhere near human capabilities, they are actively being used in culture, industry and academia to create outputs that are increasingly met with much curiosity by the public. In many areas, systems are making the leap from experimentation to production, leading to current creative processes and outputs.Woman working on ENIAC — The first electronic general-purpose computer (1940s). Creative Systems
After World War II, the United States enjoyed a age of euphoria. The Allied Powers had triumphed — seemingly through science, technology and systems thinking. In this environment, the Josiah Macy Jr. Foundation organized a chain of conferences from 1946 to 1953 “on the workings of the human mind” , later titled “Cybernetics”. The smooth of the conferences was to promote meaningful communication across scientific disciplines and restore union to science . It included people love J.C.R. Licklider, Margaret Mead, Heinz von Foerster, John von Neumann, Claude Shannon and Norbert Wiener.Macy Conference attendees (1940s)
Inspired by the conference, in 1948 Wiener published his seminal travail “Cybernetics: or Control and Communication in the Animal and the Machine”  and Shannon published “A Mathematical Theory of Communication” . Such works laid the foundation for today’s information age by providing a scientific theory for concepts such as “information”, “communication”, “feedback” and “control”.
Wiener defined cybernetics as the science of adaptive, feedback-based control . The designation comes from the ancient greek word for steersman. Cybernetics takes the view that control in involved environments must exist conversational. It requires not just action but too listening and adaptation: To steer a boat across a lake, you contain to expend your tiller and sails to adjust to changing winds and currents. The cybernetic model of control is circular, decisions depend not only on how well people carry out their intentions but too on how the environment responds.
An early link between Cybernetics and Creativity was made in 1968 with the exhibition “Cybernetic Serendipity”, at the Institute of concurrent Arts in London . The demonstrate explored connections between creativity and technology. Artists such as Gordon Pask and Nam June Paik were using systems to generated music, poetry, movies, paintings and computer graphics .
This current spirit of creation was addressed by Buckminster Fuller in his notion of the “comprehensive designer”, which he describes as “an emerging synthesis of artist, inventor, mechanic, objective economist and evolutionary strategist” .Cybernetic Serendipity Exhibition (1968) Cybernetics/Control Theory in action today: Robot, Boston Dynamics (2016), Robotic Painter (2013)
In the following decades, cybernetic ideas would profoundly repercussion thinking in fields such as business, politics, art, design and architecture . As Pask noted, “architects are first and foremost systems designers,” but they lack “an underpinning and unifying theory… Cybernetics is a discipline which fills the bill” . By systematically integrating context and relationships, cybernetics pushed creation & design beyond its object-based approach.
While cybernetics went out of vogue in the 1970s, its legacy lives on in fields such as Control Theory and involved Systems Studies, Interaction Design and Design Thinking . Today holistic approaches, that attempt to combine technological, human and companionable needs, are cited in many fields. Inspired by cybernetics, creative systems thinking has organize “surprising” application in areas such as software (agile, open-source), management (Google 20% time), labour (Uber / Lyft) and resource allocation (algorithmic trading / amazon).Examples / Media The following a selection of projects from Augmented Creativity, Computational Creativity and Creative Systems research. The smooth is to provide visual context and demonstrate progress over time.
1. Computer Interaction Input Device (1968)2. Mouse — Mass market Input Device (1982)3. paw Screen — Input Device (1982)4. Mass Market Voice Control (2011)5. Mass Market Virtual Reality Headset (2016)
1. Sketchpad — Computer Aided Design (1963)2. Autocad — Mass market CAD Tools (1982)3. Maya — Mass Market 3D CAD (1998)4. Generative Bicycle — 3D Printed (2015)5. Generative Dress — 3D printed (2016)
1. Tetris — Procedural Gameplay (1984)2. Simcity — Simulation of involved Systems (1989)3. Spore — Procedural Game Characters (2008)4. Minecraft — Procedural 3D Worlds (2011)5. No Man’s Sky — Universe Simulation (2016)
1. Hypercubes — Computer Graphics/Animation (1968)2. Fractals — Complexity from Simple Rules (1980)3. Mandelbulb — 3D Fractals(2009)4. DeepDream — Generative Painting (2015)5. NeuralPatch — Generative Style Transfer — (2016)— Intermission —
In the previous section, they explored the long, intertwined history of science, technology and creativity. In this process they investigated three metaphors for creativity: Augmented Creativity, Computational Creativity and Creative Systems. In the following sections, they reckon how these metaphors contain developed further and extrapolate two main categories of activity today: Assisted Creation and Generative Creation.2. Assisted Creation
Humans contain used tools to extend their creative capabilities since the stone age — adapting to changing needs. While mastering creative skills used to exist attainable only for few, assistive systems are making creativity more accessible. This section presents three generations of assisted creation systems and explores how they democratise and escalate creativity.
Inspired by Engelbart’s vision from the 1960s, countless scientific papers and experiments explored how to assist humans to accomplish “creative” tasks — or as researcher Ben Shneiderman defined it, technologies that allow more people “to exist more creative more of the time” . Such research, coupled with the emerging PC revolution, allowed companies love Apple and Lotus to build early digital applications for creative tasks. Ultimately, this movement led to the founding of companies such as Autodesk (1979)  and Adobe (1982) , that exclusively focused on structure tools and systems that enable creativity.
Industry pioneered the progress of first generation assisted creation systems in the 1980s: Photoshop, Autocad, Pro-Tools, Word and many more. First generation systems mimic analogue tools with digital means . The human’s full attention is required to drive the creative process: Feedback is gradual and assistance limited. Yet, such tools allowed expert and non-experts alike to exist more creative, which lead to a flood of current creative processes and outputs.Adobe Photoshop 1.0 (1988) / Autodesk Autocad 1.0 (1982)
The camera Autofocus, invented by Leica in 1976 , is an early illustration of a second generation assisted creation system. In these systems, humans and machines negotiate the creative process through taut action-feedback loops. The machine is provided with greater agency so control can exist shared. Decisions are made collaboratively with the system. Second generation systems are ubiquitous today. They are being used in production across cultures and industries.Leica SLR Camera with Autofocus (1976) / Autocorrect (1991) / Autotune (1998)
Autocorrect, invented in 1991 by Dean Hachamovitch at Microsoft , changed how millions of people write — Autotune, invented in 1998 by Andy Hildebrand at Exxon , transformed how music is made. The repercussion such systems had on creativity is difficult to measure, yet clearly significant: By lowering the bar of mastery, assisted creation systems empowered experts and non-experts alike to shift their attention to higher smooth issues, accomplish involved creative tasks more reliably and experiment quickly. While such systems are not with out their risks and complications - ultimately, they enable us to exist more creative, more of the time.Assisted Creation 3.0
Second generation systems are often limited and limiting: Negotiation for control is blunt and interactions not fine grained. Due to such limitation, widely used tools such as autocomplete contain a mixed reputation. A set of current ideas and techniques, coming from diverse research disciplines, swear to overcome previous limitations. They define them as Third generation assisted creation systems (AC 3.0). A shared vision is to design systems that negotiate the creative process in fine-grained conversations, augment creative capabilities and accelerate the skill acquisition time, from novice to expert. Third generation assisted creation principles are finding practical expend across an expanding compass of creative tasks.To designation a few examples:
Describing the breadth of ongoing research in a few examples is challenging, as there are many ideas and domains to explore. To track assisted creation, they analyzed recent research publications across many organisations with the assist of machine learning, graph theory and visualization. Judged on quantitative measures (publications and experiments), assisted creation research and expend is on the ascend across creative disciplines. Notably, Machine Learning (ML) and Human Computer Interaction (HCI) are contributing a even stream of research, apropos for the design of assisted creation systems. Together, ML and HCI are providing us with a conceptual framework for machine intelligence in a human context.
Already in 2011 Rebecca Anne Fiebrink, HCI/ML researcher at Goldsmith University, fittingly asked: “Can they find a expend for machine learning algorithms in unconventional contexts, such as the uphold of human creativity and discovery?“ . In the years since, Fiebrink’s muster has been taken up by a multidisciplinary community: a wide compass of current ideas, theories, experiments, approaches and products are being explored and developed. Ongoing HCI/ML research tender us current possibilities and metaphors for the design of assisted creation systems.Selection of graph analysis of ongoing HCI/ML research (AE, 2016) Democratisation and Escalation
By researching Assisted Creation, they recognise emerging trends, with implications for creativity: 1. Assistive Creation Systems are making a wide compass of creative skills more accessible. 2. Collaborative platforms, such as Online Video and Open Source, are making it easier to learn current creative skills. As these trends are increasingly converging, they are accelerating the skill acquisition time from novice to expert. This is leading to a phenomenon they contain named “the democratisation of creativity”. They explore these trends further and extrapolate a vision.Assisted Handwriting Beautification (2013) / Assisted vogue Style Selection (2015) / Assisted Animation with Webcam (2015) TREND 1: Creativity is becoming more accessible.
While having a photo studio or music recording studio at home was but a dream for a 1980s creator, in today’s world it’s one click away. Such trends, observable for many creative tasks, are empowering non-experts and experts alike to exist more creative, more of the time. One could say, the charge of creation is falling. In this trajectory, a key challenge has been the “high barrier to entry”  for those without specific skills or talents. Today, Assisted creation systems are increasingly lowering this “high bar” by actively guiding creative processes and bootstrapping the learning of current skills.Assisted Reading (2015) / Assisted Hair Design from Photos (2015) / Assisted CV Writing (2015) TREND 2: Collaboration is becoming more accessible.
Already in the 1960’s, Engelbart’s vision was not only about enhancing individuals: He wanted to augment the collective intelligence and creativity of groups, to ameliorate collaboration and group problem-solving ability. With the ascend of collaboration and companionable software, and a deeper abstract understanding of how groups can expend technology to self-organize and cooperate, systems are emerging that can develop groups effectively more creative. A key notion is that creativity is a collective process that can exist strengthened through technology, but goes beyond just technological means. Human capabilities and appliance capabilities contain to exist raised in sync.The escalation of creativity
By projecting these trends into the (near) future, they can start to imagine a scenario they muster “the escalation of creativity”: a world where creativity is highly accessible and anyone can write at the smooth of Shakespeare, compose music on par with Bach, paint in the style of Van Gogh, exist a master designer and ascertain current forms of creative expression. For a person who does not contain a particular creative skill, gaining a current capability through assisted creation systems is highly empowering. If creative tasks can exist master on-demand and access is democratically shared, age-old notions such as “expert” or “design” are bound to exist redefined. Further, this escalation can lead us to scenarios such as using creativity as means of empathic communication — at scale.Assisted Drumming with Robotic Arm (2016) / Assisted Physical Table (2015)
Even though such scenarios are currently fiction, thinking about the implications of the democratisation and escalation of creativity, influences today’s design decisions. Creating systems that are respectful of cultural practices, uphold different types of creativity, are responsive to human needs, provide feedback transparently and are ethically grounded is proving to exist highly challenging already now.Automation or Augmentation
A first question they should require ourselves when talking about the democratisation and escalation of creativity is “Are they designing tools that empower us or autopilots that replace us?”. Such questions contain been negotiated in a global discussion, starting over 5000 years ago with the expend of oxen in agriculture . History shows us that any technology has feedback dynamics and momentum, or in the words of Marshall McLuhan: “First they shape their tools, thereafter they shape us” . Nonetheless, they perceive technology not as a primary compel of nature: Human decisions and actions play a key role — negotiated through culture, politics & power.Collage of “Portrait of a Family in a Landscape” (1641) / Le Net — First convolutional neural network used to automatically read bank notes — (1989)
A second question to address is “what does automation mean?”. Their current understanding of automation is heavily influenced by ideas from the industrial revolution: mass producing goods with mechanical butlers. While concerns about mass unemployment due to inevitable types of automation contain to exist taken serious, automation is not inherently bad; some “jobs” might exist better left to machines, as they can exist inhumane and wasteful of human potential. Shifting the discussion to one of human potential and capability — reflecting on their strengths and weaknesses, needs and dreams — allows us to reframe fears of automation as opportunities for augmentation.
Augmentation is not the same as automation: Where automation promises to “free us from inhumane tasks”, augmentation aims at strengthening their capabilities. It is the notion of raising the collective human potential, not replacing it. To analyse this notion further, they advert to a framework introduced by NASA, for thinking about autonomy: The H-Metaphor . It proposes to view their interactions with systems more as they enact with horses, instead of butlers.Image from “The H-Metaphor” by NASA (2003)
Think of a rider on a horse: If a rider uses deliberate movements, the horse follows exactly. As the control becomes vaguer, the horse resorts to familiar behaviour patterns and takes over control. Being able to “loosen or tighten the reins” leads to smooth ebb and stream of control between human and horse, rather than instructions and responses. Considering feedback and control is key.
HCI/ML Researcher Roderick Murray-Smith suggests using the H-Metaphor and control theory when thinking about interface dynamics. He predicts:“Future devices will exist able to sense much more on and around them, offering us more ways to interact. They can expend this to let Go sometimes and exist casual about their interactions” . First Film Recording of Race Horse by Eadweard Muybridge (1878)
Having the talent to interact with systems casually, and let Go of control at times, promises substantially improved forms of human-machine and human-human collaboration. By combining human intuition with machine intelligence, shared control principles lets us imagine current creative processes, not practicable independently by either human or machine. Such principles swear to develop creativity more accessible and raise their collective potential.
While a compass of dystopian outcomes can easily exist imagined, they deliberately elect to explore a vision that focuses on opportunities, not fears. In order to preclude bleak future scenarios, involved metaphorical and ethical questions can not exist an afterthought, but are an occasion for collaborative exploration and a muster to action for collective conclusion making.Examples / Media
The following is a selective overview of ongoing assisted creation research, experiments and products, across a compass of creative tasks / disciplines.Assisted Photography
1. Assisted Photo Enhancement (2016) 2. Assisted prediction of photo memorability (2015).3. Assisted Categorisation and Tagging of Photos (2015).4. Auto Photo Colorisation (2016)5. Realtime smile and Emotion Detection (2015).Assisted Drawing
1. Assisted Handwriting Beautification (2013).2. Assisted Freehand Drawing with Real-time Guidance (2013).3. Autocomplete hand-drawn animations (2015).4. Animating drawings with kisser recognition (2015).5. Robotic Handwriting Assistance (2013).Assisted Read/Write
1. Assisted CV text creation and optimisation (2015).2. Auto-respond to email (2015)3. User guided / Automatic summarization of text (2015).4. Text Style transfer from English to Shakespeare (2015).5. Word Processor with a press Inside (2010).Assisted Music
1.Music style and harmony transfer, genre to genre (2014).2. Composing Music with Augmented Drawing (2009).3. Assisted Musical Genre Recognition (2013).4. 909 Drum-machine that learns from behaviour (2015).5. Assisted Robo Guitarist (2013).Assisted Design
1.Learning Visual Clothing Style (2015).2. Assisted Design of 3d models by merging shapes (2015)3. Learning Perceptual Shape Style Similarity (2015).4. Parsing Sewing Patterns into 3D Garments (2013).5. Shape Shifting Table (2015).Assisted Experiments
1. Wearable Assisted Text-Reading Device (2015).2. twinge Visualization through patient text (2013).3. Hair Modeling with DB (2015).4. Assisted Ethical conclusion Making, with a fan (2015).5. Text Entry for Novice2Expert Transitions (2014).Assisted Community
1. existent Time video stream of creative processes (2015).2. Massive Open Course (2012) 3. great scale Open Source Collaboration (2008).4. Creative Process Question respond Sites (2010).5. Zero Cost Creative Content Distribution (2007).Assisted Culture
1. Assisted drumming with third robot arm (2016).2. Assisted Vending, selects drinks based on looks (2016). 3. Computer Ballet (2016).4. Assisted Karaoke Singing with kisser Swap (2016).5. Pingpong coadjutant with AR Glasses (2015).3. Generative Creation
Our abilities to depict involved creative problems is increasing. A fundamental shift in perspective is allowing us to revisit many creative problems. The following section presents generative creation and explores how it democratises and escalates creativity.
Representation has played a pivotal role throughout human history. Ever more particular representational systems contain allowed us to communicate involved phenomena in understandable terms — to organise information, manage problems and develop informed decisions. Since the invention of writing, representational strategies contain evolved substantially. From the inclusion of measurement in the early 16th century , to the adoption of perspective drawing in the Renaissance : current forms of representation contain lead to revolutions in science and technology.Historic Representational Experiments
Abstraction strategies, such as drawing and writing, try to depict gigantic ideas with highly limited means. They compel humans to withhold flawless the poignant parts in their heads. As Matt Jezyk (Autodesk) suggests, such tools were invented in the age of documentation, where the bandwidth to depict problems was low . Jezyk describes the 20th century as the age of optimization: current techniques, such as simulation expanded their representational bandwidth significantly and allowed many disciplines and industries to adopt reproducible abstraction methods at scale.Early 20.Century Simulations
Historically, the expend of simulations were largely isolated in different fields. 20th century studies of systems theory and cybernetics combined with the proliferation of computers led to a more unified, systematic perspective: the age of models. A Model is a high-bandwidth, computational representation of reality. The model represents the system — its characteristics and behaviors — whereas the simulation represents the operation of the system over time. This current representational paradigm does not depend on abstraction methods but tries to develop “things that behave love the thing they represent”.21st Century Digital Modeling
Models give us an infrastructure for representing the overall problem. They assist us to understand involved interconnected issues and develop a deeper understanding of inherent logic and relationships of parts. While modeling techniques Go back till at least the early 1940s (Nuclear-bomb simulation) , it was the exclusive domain of experts and inhibitively expensive. Today, modeling and simulation methods are becoming highly accessible and cheap.
We bicker that accessible modeling techniques are allowing us to negotiate a wide compass of creative problems from a higher smooth perspective and create differently. They explore this emerging pattern — culture, technology and implications — and designation it the generative age.The Generative Age
Already in the 1960s, Engelbart pointed to the repercussion digital technologies contain on their representational ability: “We can depict information structures within the computer that will generally exist far too involved to study directly”  . A conceptual link between these current representational abilities and creativity was made in the early 2000s by designers love Patrik Schumacher, co-founder of Zaha Hadid Architects. He describes an “ontological shift”, from the platonic ideal shapes of the past 5000 years, to current computational “primitives“ .
What he was alluding to, is a fundamental shift in perspective, from 3D to nD: While the renaissance age gave us the talent to depict reality from a three dimensional perspective (3D), the generative age enables us to depict (model) complexity and perceive (infer) reality from a probabilistic, or lofty dimensional perspective (nD). Inspired by such ideas, influential design manifestos , books , and software  were published, laying the foundation for a current movement: Generative Design.Generative Column Design, created with digital manufacturing, by Michael Hansmeyer (2010) “Digital Grotesque”, by Michael Hansmeyer and Benjamin Dillenburger (2013)
Michael Hansmeyer, an architect, describes Generative Design as “thinking about designing not the kick but a process to generate objects” . He is implying a shift from kick to process — from assurance to probability — suggesting that instead of designing one “artefact”, they expend computational models to design processes that generate boundless “artefacts”.“Housing Agency System: Mass-Customization System for Housing” by Autodesk (2012)
Essentially, Generative Design is an umbrella term — describing ongoing research and developments in diverse fields, ranging from design, architecture, industrial design to machine learning. A shared vision is to empower human designers to explore a greater number of design possibilities from a current perspective and lower the time between intent and execution. In the generative age, the cost of creating diversity and complexity is falling. This allows us to create an order of magnitude more complicated profile and function. For example: bicycles that are mass-customizable to people’s individual taste, while using a fraction of the material traditionally required. While generative approaches are not constrained to any particular field, notably architecture and more recently design contain been among the first disciplines to systematically Take hold of these approaches, as illustrated in the following examples.Generative Dress: “Kinematics” by Nervous System (2014) / Generative Shoes: “Molecule-shoes” by Francis Bitonti (2014)/ Generative Shirts: “Processing Foundation” (2015) Generative Car: “Hack Rod” by Autodesk (2015) / Generative Bicycle: “Skeleton” by Gary Liao (2016) Generative Study “gaudism” by echonoise (2013) / Generative Architecture “Heydar Aliyev Centre” by Zaha Hadid (2012) / Generative Study by Designmorphine (2015) Generative Chair with “Dreamcatcher” by Autodesk (2015) / Generative Lamp “Hyphae” by Nervous System (2014) / Lamp made with 3d scope scan by Hybrid Platform (2015) Generative Bow: “Tekina — Optimal Recurve Bow” by Aminimal Studio (2015) / Generative Motion knack by Raven Kwok (2015)
While Generative Models contain been used for creative applications since the 1970s (procedural game), recent research advances — driven notably by Machine Learning and deep Learning — are leading to a quantitative and qualitative leap in generative modeling capabilities. Today, current models are released practically every week. Research projects with acronyms such as VAE , DRAW , VRNN , GAN , DCGAN , LAPGAN  and GRAN  are allowing us to model complexity with greater resolution and apply modelling techniques to a wider compass of creative problems.Autoencoding images beyond pixels (2015)
The application of generative machine learning models to creative tasks is a recent development, yet it is already leading to the discovery of current primitives for creation: Design structure blocks that are applicable across many creative domains. Such creative generative models contain been successfully used to generate vogue items, paintings, music, poems, song lyrics, journalistic advice articles, furniture, image and video effects, industrial design, comics, illustrations and architecture, to designation just a few of its applications. perceive “Examples” section for a selection of projects.“Semantic Shape Editing Using Deform Handles” (2015) / “Procedural Modeling Using Autoencoder Networks” (2015) “NeuralDoodle” — Semantic Image Style Transfer (2016) / Automatic Colorization of B/W images with neural nets (2016) / “Neural Image Analogies”(2001/2016) Deep Visual Analogy-Making (2015) / Generative profile Editor “Cindermedusae” (2015) / Exploratory Modeling with Collaborative Design (2012) Generated Street badge Images (2015) / Generated Fake Chinese Characters (2015) / Generated Choreography and Animation (2016) RNN generated Super Mario Levels (2016) / RNN generated TED Talks (2015) / RNN generated Wikipedia Article (2015) Artist Agent: Reinforcement learning ink painting (2013) / BrainFM — Dynamic Generative Music for Relaxation (2015) / Jukedeck — Generative Music for Videos (2015)
Generative models let us explore data in unprecedented ways. To give an example, imagine a chair: they can depict its characteristics, such as color, height or style, as dimensions in high-dimensional information spaces. This space can exist filled with data about millions of chairs. Chairs with similar characteristics are mapped in vicinity of each other. This creates a chair model, which can exist explored and visualized.“Joint Embeddings of Shapes and Images via CNN Image Purification” (2015)
Such high-dimensional topologies allow us to easily retrieve information, explore data and require questions about relationships, logic and meaning: e.g. “Show me flawless chairs that are red and tall”. Further, they allow us to develop predictions and infer current characteristics: e.g. “Show me flawless chairs, that are similar to chair A and B but unlike chair C”. Finally, they can expend high-dimensional spaces to generate current objects: e.g. “Make me a chair that resembles a car, and is cozy to sit in”.
Generative models invite designers to play with data and generated boundless imaginative variations and solutions to creative problems. By having powerful tools to explore, optimise and test creative design ideas rapidly, they computationally maximise the occasion for serendipity. While generative models can exist used to accomplish classical creative tasks efficiently, additionally they open up a compass of current creative capabilities, incomparable with classical methods.
Artificial Serendipity: Systems that maximise the occasion for serendipity.Multi-Modal Network Diagram (2015) / Generating Stories about Images (2015)
Recent advances in machine learning develop it practicable to involve data from different “modalities” in a solitary model. It enables us to translate between modalities. The key insight is that flawless forms of information can exist encoded in a shared information space. Early research into multimodality has lead to a set of widely adopted systems: “Auto Translate”  lets us translate from one language to another, “Speech2Text”  transcribes audio to text. Multi-modal machine learning is allowing for more involved scenarios, which Go beyond simple translation of data: Generate Images from Text , Text from Videos , Music from Movement , 3D shapes from shopping data, etc. They muster this:
Artificial Synesthesia: Systems that enable inter-sensory experiences.Democratisation and Escalation
The Generative age gives us a current canvas for creativity, which they contain only just started to explore. While it is difficult to prognosticate where these developments will Take us, emerging trends are worth investigating — as their repercussion can already exist felt. By extrapolating these developments and thinking about their implications, they arrive at a scenario they muster “the democratisation and escalation of creativity”.We explore this notion further and report four trends: Image from Apollo 10 Space Mission (1969) Image from “Large-scale Image Memorability” (2015)
1. Generative Perspective: For the first time in human history, they can create from a blended, or generative perspective — as it mixes elements of the collective human perspective, machine perspective and individual perspective. It gives us the talent to transcend creative constraints, such as habit, socialisation and education, and create objects which are altogether new.
2. Generative Predictions: Take the concept of recommendation, personalization and customisation and apply it to the creative process. The vision is to contain systems that suggest potential next “actions”, allow people to casually adjust aspects of designs according to personal needs and histories, and enable us to playfully ascertain creativity.Image from “Corporate companionable Networking Platforms As Cognitive Factories” (2016) Image from “Generative strategies for welding” (2016)
3. Generative Markets: In the future, generative models might exist shared in an open collaborative model marketplace (OCMM). While current marketplaces allow us to trade artefacts/products, generative markets will facilitate the sharing of recipes to create unlimited current artefacts. In essence, believe of it as GitHub for open-source creativity.
4. Generative Manufacturing: Emerging digital manufacturing techniques, such as 3D printing, combined with generative systems used to create physical objects. Early signs of such trends can exist observed in things such as Shapeways, Kickstarter and the “maker movement”. It’s starting to redefine the relationship between creation, production and consumption.Autodesk Project “Dreamcatcher” (2015)
When projecting such scenarios even further into the future, they arrive at the realisation that Generative Creation has profound implications for fields love technology, manufacturing, resource allocation, economics and politics. Already today, Generative Creation methods are leading to the democratisation of creativity in many areas. By lowering the time between intent and realisation, Generative Creation is leading to an escalation of current “artefacts” — forms, functions and aesthetics. It allows us to explore what lies beyond the artefact.
Combined with current manufacturing techniques, generative creation is redefining concepts such as production, consumption, labour and innovation. As current economic models are largely built around the notion of “artefacts”, a renegotiation of fundamentals is foreseeable. While predicting the future of the demo-cratisation and escalation of creativity is impossible, thinking about narrative, opportunities and implications, informs today’s decisions and visions. Or in the words of Robert Anton Wilson:Examples The following is a selective overview of generative creation research, experiments and products, across a compass of creative tasks / disciplines. Generative Experiments
1. Generating Flora and Fauna (2015).2. Generating Chairs, Tables and Cars (2015).3. Generative Font Design with Neural Networks (2015).4. Generative Manga Illustration (2015).5. Generating Faces with Manifold Traversal (2015).Generative Design
1. Semantic Shape Editing Using Deform Handles (2015).2. Generative Motorcycle swingarm Design (2015).3. Generative airplane partition design (2015).4. Generative Data-Driven Shoe Midsole Design (2015).5. Generative Jewellery design (2015).Generative Text
1. Generating Stories about Images (2015).2. Generating Sentences from a continuous space (2015).3. Generative Journalism (2010)4. Generating Cooking recipes with Watson (2015).5. Generating Clickbait Web content and site (2015).Generative Serendipity
1. Exploratory Modeling with Collaborative Design (2015).2. Generative Music Score Composition with RNNs (2015).3. Messa di Voce, Generative Theater (2003).4. Generative Image Style Transfer (2015).5. Interactive Neural Net Hallucinations (2015).Generative Architecture
1. Generative Columns Design and Manufacturing (2010).2. Generating House 3d Models with House agents (2012).3. Heydar Aliyev seat (2012).4. Generative Biological inspired profile (2015).5. Francis Bitont on 3D printing (2015).Generative Design
1. Generative strategies for welding (2015)2. Generative Car Chaise Design (2016).3. Generative mass customized knitwear (2016)4. Generative mass customized T-shirt and bags (2016)5. Generative Lampshade based on scope 3D scan (2015).Generative Games
1. Generative Creation of Universe (2014).2. Texture Synthesis (2015).3. Generative Character Controls (2012).4. Generative Game Map and Characters (2013).5. Generative enemy manager (2010).Generative Synesthesia
1. Synesthesia Mask Lets You aroma Colors (2016).2.Cross-modal Sound Mapping Using ML (2013).3. Expressing Sequence of Images with Sentences (2015).4. Generative Graffiti, adapting to Music (2016).5. Music to 3d Game (2001).Conclusion
Our research journey began with a chain of experiments — playfully exploring the space between creativity and A.I. It led to an in-depth investigation into creativity, which reinforced their initial intuition that creativity is a central, evolving compel throughout human history. current metaphors such as Augmented Creativity, Computational Creativity and Creative Systems allowed us to approach creativity from current perspectives and explore how it intersects with technology.
During this journey, they contain tried to believe about creativity and technology in a structured way. This has allowed us to recognize, dissect and define emerging creation patterns. They focused on two universal types: Assisted Creation and Generative Creation. Together, these patterns are leading to a vision they muster the democratization and escalation of creativity: A world where creativity is highly accessible, through systems that empower us to create from current perspectives and raise the collective human potential. Through their research, they erudite to appreciate creativity as an ever evolving, driving compel of humanity and as a wide open frontier for interdisciplinary research and development.
A primary goal of this research project was to find a set of guiding principles, metaphors and ideas, that inform the progress of future theories, experiments, and applications. By combining different domains into one narrative, they formulate a current school, or praxis for creativity: CreativeAI. Its want is to explore and celebrate creativity. Its goal is to develop systems that raise the human potential. Its faith is that addressing the “what” and “why” is as necessary as the “how”. Its conviction is that involved ethical questions are not an afterthought, but an occasion to exist creative collectively.
Finally, CreativeAI is a question, rather than an answer. Its only require is more collaboration and creativity. It is an invitation for play!
“The creation of something current is not accomplished by the intellect but by the play instinct acting from inner necessity. The creative intuition plays with the objects it loves” — Carl Jung
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