machine learning

envision.ai unveils VideoViews – AI for automatic content discovery in video

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envision.ai, the Montreal-based firm that has been a leader in artificial intelligence (AI) and machine learning (ML) for video insights, launched its VideoViews product, a cloud-based tool which enables video professionals to conduct automatic discovery of topics and information in video content. VideoViews uses patented technologies in areas such as speech detection, facial tracking and video scene understanding to explore topics within video and enables automatic curation and editing of video.

On May 27, 2020, envision.ai conducted a live webinar, ‘AI for Video: Scaling Deep Learning for the Multichannel Universe,’ that demonstrated and discussed the use of AI for video and visual imaging in the in the broader media and entertainment industries. The webinar featured conversation with some of the leading figures in the science of visual information, and will discuss considerations for AI in video as they relate to mobile networks, broadcast production, and computer vision.

In addition to Thomas Jelonek, founder and CEO of envision.ai, the panel included:

  •    Dr. Eric Petajan, principal systems engineer, Video, CV, AI, AT&T Mobility
  •   Bryce Hunter, senior vice president, digital, Boat Rocker Media
  •   Chris Pfaff, CEO, Chris Pfaff Tech Media LLC (moderator)

You can watch the entire webinar below:

Thomas Jelonek, from envision.ai, introduces VideoViews

Eric Petajan, from AT&T, discusses the role of AI in 5G networks

Bryce Hunter, from Boat Rocker Media, discusses the use of AI in production workflow

 

 

 

Arctic15 in Stockholm, February, 2020: Chris Pfaff leads the Media Revolution Track

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Jan Ameri, CEO of Arctic15, welcomes the crowd on Day 1 of Arctic15 Stockholm 2020

Peter Vesterbacka kicks off the show on Day 1 with a heady talk

Our good friends at Arctic15 held one of the last events in the venture world before lockdown at the Münchenbryggeriet in Stockholm, on February 5th and 6th. The sprawling event space was ideal for making new contacts, and dozens of new investors and start-ups crowded the Deal Room area (a much more commodious and well-lit space than the Cable Factory in Helsinki). This was the first legitimate Arctic15 event in Stockholm, and the likes of Industrifonden, Northzone, Bonnier Ventures, Ericsson Ventures, Luminar Ventures, Creandum and GP Bullhound, among other reputable Swedish investors, welcomed founders and investors alike at their stands facing massive windows overlooking a surprisingly sunny Stockholm sky.

Outside, and inside, the Münchenbryggeriet

Chris Pfaff chaired the Media Revolution track on Day 1, which included a fireside chat with Arctic15 CEO Jan Ameri and the legendary Tommy Palm (Candy Crush Saga, King Digital Entertainment, Resolution Games), a panel moderated by Pfaff, with Harri Manninen, Finnish gaming legend and founding partner of Play Ventures, and Joakim Dal, partner at GP Bullhound. The panel, ‘How Gaming Will Dominate the Entertainment Industry in the 2020s,’ can be heard at:

https://bit.ly/3gXFKL4

Chris Pfaff introduces the Media Revolution Track at Arctic15 Stockholm 2020

 

Tommy Palm (left) discusses gaming with Jan Ameri

Harri Manninen (left), from Play Ventures, Joakim Dal (center), from GP Bullhound, and Chris Pfaff (right), from Chris Pfaff Tech Media LLC, discuss ‘How Gaming Will Dominate the Entertainment Industry in the 2020s’

Other sessions on the track included a showcase demo of Playpilot by founder/CEO David Mühle; a keynote – ‘Scale 10X like a Mobile Game Company’ – by Sonja Ängeslevä, product lead for Zynga; a fireside chat with Epidemic Sound founder/CEO Oscar Höglund and Staffan Helgesson, general partner at Creandum, and a rousing fireside chat to finish, with Jan Ameri and Yamba founder/CEO John Zerihoun.

David Mühle, founder/CEO of Playpilot, demonstrates the service on Day 1 of Arctic15 Stockholm

Sonja Ängeslevä, product lead for Zynga, gives a keynote – ‘Scale 10X Like a Mobile Game Company’ – on Day 1 or Arctic15 Stockholm 2020

 

Pfaff moderated a panel on Day2, ‘Journeys of AI & ML startups in the Nordics’ with Anna Holmquist, founder/CEO of Gazzine; Arash Pendari, founder/creative director of Vionlabs; Jonna Ekman, marketing director at Storykit, and Jonathan Selbie, CEO at Univrses.

Anna Holmquist, from Gazzine (with microphone), discusses her journey to AI

Arash Pendari (with microphone) discusses Vionlabs’ work with leading operators

Jonna Ekman (with microphone) explains Storykit’s value proposition

The panel, left to right: Jonna Ekman, Anna Holmquist, Chris Pfaff, Arash Pendari, Jonathan Selbie

Jonna Ekman (far left), from Storykit; Anna Holmquist, from Gazzine (second from left), Arash Pendari (center), from Vionlabs, Jonathan Selbie, from Univrses (2nd from right), and Chris Pfaff (far right), from Chris Pfaff Tech Media LLC

With a reception at Stockholm City Hall, and a grand tour of the historic building on Night 1 and a fabulous dinner at Stockholm Fisk, hosted by Epistemic VC and Northzone on Night 2, Arctic15 closed out another strong event in high fashion.

 

The scene at Stockholm City Hall, with (left to right) Chris Pfaff, Jordan Shapiro, VP, IonQ; Jari Mieskonen, managing partner, Conor Venture Partners; Henrik Keinonen, head of partnerships, gaming/XR/blockchain, from NewCoHelsinki/City of Helsinki, and Jan Ameri, CEO of Arctic15

 

Jan Ameri (standing) addresses the crowd at Stockholm Fisk

Chris Pfaff and Peter Vesterbacka discuss the “FinEst Bay” concept of connecting Helsinki and Tallinn via tunnel

Chris Pfaff, Arash Pendari, and Tomas Bennich on Day 1 of Arctic15 Stockholm 2020

TV of Tomorrow Show San Francisco, 2019: ‘AI and ML in the TV Industry: Mining Data in Every Corner’ panel

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The TV of Tomorrow Show in San Francisco, held at the Golden Gate Club in the Presidio, June 12-13, 2019, was a solid event. I moderated a panel – ‘AI and ML in the TV Industry: Mining Data in Every Corner’ – that brought together an incredibly rich array of perspectives on AI from five different solutions providers, including Randa Minkarah, COO and co-founder, Transform Inc.; Juan Carlos Riveiro, CEO, Vilynx; Kevin Gou, CEO, Hive; Aman Sareen, CEO, ZypMedia, and Arun Prakash, CFO, Cerebri AI.

The discussion ran from use cases of AI and ML in the OTT world as it reflects customer journey; content curation; content distribution, and programmatic advertising.

Chris Pfaff leads discussion on the ‘AI and ML in the TV Industry’ panel

Aman Sareen, from ZypMedia, discusses his approach to AI-powered local-first programmatic advertising

Kevin Gou discusses Hive Data, and how to build machine learning models 

Chris Pfaff, Aman Sareen, Randa Minkarah, J.C. Riveiro, Arun Prakash, and Kevin Gou, after the ‘AI and ML in the TV Industry’ panel

TV of Tomorrow Show New York Panel, ‘Machine Learning and Artificial Intelligence for the OTT Universe’

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It is always a pleasure to work with Tracey Swedlow and her team at the TV of Tomorrow Show. I have known Tracy since 1998, and she has indefatigably helped lead the discussion around advanced TV and video for more than two decades. And, yes, we shared the virtual stage in a famous Producers Guild of America (PGA) New Media Council event in February, 2008 (it was a webcast, with me in New York at the New School; she in San Francisco, at the Macromedia building), in which we presented panelists and debated the New York vs. San Francisco tech/new media scene.

At the recent TV of Tomorrow Show New York, held at the SVA Theatre in Manhattan on December 7th, 2018, I moderated a session, ‘Machine Learning and Artificial Intelligence for the OTT Universe,’ that dove into a wide range of issues facing broadcasters; MSOs; user-generated content, and advertisers as machine learning (ML) and artificial intelligence (AI) increase their sophistication in the overall OTT world.

My panelists included:

Romain Eude, CEO/founder, Utelly

Randa Minkarah, COO, Transform

Janne Neuvonen, CEO/co-founder, BCaster

Aman Sareen, CEO, Zypmedia

Have a listen to the audio from this session by clicking the link embedded in this post from the TV of Tomorrow site:

https://thetvoftomorrowshow.com/radio-itvt-machine-learning-and-artificial-intelligence-ott-universe

CES 2017: Rise of the Robots

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When Karl Capek, the famed Czech playwright, wrote the play ‘R.U.R’ (Rossum’s Universal Robots) in 1920, introducing the word “robot” to the English language, the idea of a synthetic human was dystopian. And, frankly, most fictional depictions of robots since then have not been kind; C3PO and R2D2 being notable exceptions. But, robots are more likely to be mechanical or software-controlled agents today – helpers that are reliable and functional, not diabolical. Even with the threat of technological displacement or unemployment, humans still marvel at how our lives are enhanced and even saved by technology. We have lived with robots, digital assistants, and avatars for years, and the more we outsource our brains and our memories to the likes of Apple, Google, Facebook, and Amazon, we gain greater facility to personalize and even interact with our technology. This has been part of a growing shift that places greater technological emphasis on interfaces that rely on machine learning, AI (artificial, or augmented, intelligence), natural language processing, and other advances that pass the Turing test.

CES 2017 put robots at center stage in ways that we can now accept, and Chris Pfaff Tech Media was there to take it all in over an intense 6-day period. These virtual, and even mechanical, assistants are baked into experiences that can develop habits for humanity. While many pundits were touting this year’s show as “the Alexa show,” intelligent systems were predominant in ways well beyond ASR (atomatic speech recognition). Intel’s RealSense was on display again this year, with a drone camera demo that was part of the latest “hero demo” in which a single human had powered a 500-drone flight. The drone-camera demo was part of Intel’s attempt to show how RealSense can automate the process of shooting/plotting information via drone. Intel also showed off its Curie processors, and the new Quark SoC (system-on-a-chip) with high-flying dunkateers from Dunk Elite, a London-based team of acrobatic dunk artists, which captured a myriad of body measurements and sports data. Intel also showed off its latest acquisition, Voke VR, which conducted a live VR streaming demo over an AT&T 5G demo network, with Ericsson. For some, this was a bit of a thin demo: Intel and Ericsson’s booths were seprated by a mere 10 meters.

Dunk Elite shows off the Curie processor technology at the Intel booth

AMD provided some competition in the chip space, showing off its new Ryzen processor, which rivals the Intel Core i5 7600K. This is impressive, particularly in the gaming space, which should heat up this year. Some estimates show the eSports market rising to a cool $9 billion.

AMD shows off its Ryzen processor – a rival to Intel’s Core i5 7600K – at CES Unveiled, at CES 2017

Qualcomm, as always, had a huge presence at the show. They featured three booths, with the largest in the central hall touting IoT concepts, and VR/AR. Qualcomm’s new Snapdragon 835 processor was featured. This new chip is all about VR; Qualcomm is touting greater depth and lower power (it boasts that the 835 is part of the first commercial 10 nanometer chip fab process). Qualcomm also had a booth in the North Hall touting its car platform; the company’s 2016 acquisition of NXP has vaulted it into the front ranks of connected car chip companies.

But, of all the chip giants, the biggest spotlight shone on Nvidia. Jen-Hsun Huang, founder/CEO of Nvidia, gave the opening keynote of CES, and it rocked the show. Nvidia showed off its Nvidia AI Car Platform, with announcements that Nvidia and Audi will build an AI car. Nvidia also introduced the Nvidia AI Car Supercomputer, named Xavier. Nvidia also announced AI car-related deals with ZF, Tom Tom, Here, and Bosch. Nvidia’s booth was tucked into a corner area of the North Hall of the Las Vegas Convention Center, next to Volkswagen (which, in a face-saving move, took Delphi’s old space on the show floor). This was a huge statement: that the company that made its name with the GPU is now bidding to be the next big innovator in intelligent cars. Jen-Hsun Huang’s keynote speech is worth watching. One line alone almost made me tear up: “Let’s make sure our kids never have to drive again.”

Nvidia’s booth featured the Nvidia AI Car Platform

Other intelligent systems and products came from the likes of DISH Networks, which probably won most heroic demo on the show floor: a voice-activated Hopper that controls your EPG and records shows for you. The fact that the demo was done in a suite that was not sound-proofed, and took in lots of ambient show floor noise, made the Alexa integration all the more impressive. Samsung showed off its SmartThings hub, with voice-activated technology from its Viv acquisition.

The big boys, Samsung and LG, went at it again this year in stunning one-upmanship. For the record, Samsung won the product battle. Its QLED displays were introduced at a pretty spectacular event at the Keep Memory Alive Center in downtown Las Vegas. The Frank Gehry-designed building, part-temple/part ocean-going vessel design, provided the ideal backdrop for Samsung’s roll-out of its latest OLED displays, which have a wider viewing angle, greater contrast/brightness (1500-2000 nits), and a wide color gamut (WCG) that actually encompasses the full range of the human eye. It has a flush mounting system with a single fiber connection to an external input box (smart idea). It was an amazing event, and it was a total display geek-out for someone like me. My old Sharp LCD client, Joe Stinziano, was there doing God’s work, as were dozens of other Samsung technical and sales/marketing execs. Samsung’s branding of QLED (a play on its quantum dot crystal structure) extended the “Q” prefix to other products. This was a huge play for Samsung, which is rebounding from its spectacular Galaxy Note 7 disaster. The QLED products go on sale next month.

Samsung QLED intro at the Keep Memory Alive Center in downtown Las Vegas, 01.03.17

Samsung is ready for its OLED close-up, in this technical demo at the QLED intro event

LG, meanwhile, won the battle of the display content. This is not news to anyone who has been to these booths the past few years, but LG upped the ante this year, with a full, immersive content “room” that made one feel as if they were in an aquarium or a planetarium. LG Display gave us a private demo of its latest products, which included the world’s thinnest (1 millimeter) display, and introduced its Crystal OLED Sound technology (clever integration of speakers in the actual display), which has already been used by Sony in its latest TV.

LG Display’s Hanbits Oh demonstrates the LG Crystal OLED Sound technology

Hanbits Oh shows off the LG Display kiosk

LG wins the OLED display content war, against Samsung, again at CES 2017

Other impressive products and/or displays included EyeLock’s retina detection system (tucked away in a prominent corner of the palatial Voxx booth), and Bosch’s APAS system, the first assistance system certified for use with human operators. Bosch used APAS robots to serve coffee, among other tasks, in its massive booth, just in front of the Samsung booth.

Bosch shows off its APAS platform        EyeLock’s retinal detection system

The North Hall of the Las Vegas Convention Center, though, was the real show this year. For the second time, a car was introduced at CES. This year, it was Faraday Future’s FF91. This impressive vehicle, the progeny of much-questioned Faraday Future, owned by Chinese conglomerate Le Eco, showed off a 1000 horsepower all-electric powertrain which can travel more than 370 miles per electric charge. The built-in LiDAR and more than 30 cameras, radars, and ultrasonic sensors are augmented by a smart app that parks the car for you and can bring it to you from parking, as well as facial recognition for unlocking the car. All of this can be had for a mere $5,0000 reservation fee. Le Eco has some new funding, apparently, so we may yet see these beauties on the road this year. Stay tuned.

Meanwhile, the real car companies showed off quite a lot. Mercedes-Benz showed off its mouthful of a corporate mantra, CASE (Connected, Autonomous, Shared, Electric), with the Mercedes Electric Intelligence platform, which was represented by a concept car, EQ, which uses solar energy stored at home, and wireless charging. The hippest car at the show, though, was the Mercedes Vision Van, a new delivery/sprinter van that has two drones on top, and is driverless. Mercedes also announced that it would launch its driverless freight truck, the Daimler Freightliner, by 2025.

The Mercedes Vision Van, an example of what the company calls the “cognitive car”

Honda was back at CES for the first time in years, showing off its ‘Cooperative Mobility Ecosystem.’ This included a motorcycle that has riding assist, self-balancing features, and autonomous operation (i.e., it can be called by the river). Honda showed off the way-cool NueV concept car – an electric vehicle for ride sharing that has an “emotion engine” and charges itself at the lowest rate times. The Honda Uni-Cub (best known for their use in the latest OKGO music video), a seated Segway-type transport vehicle, was a bit hit. it moves via body control/leaning.

Honda’s NuEV electric concept car

Honda’s Uni-Cub personal transport robots

Fiat Chrysler was one of many companies that showcased its work with Google’s Waymo spin-out, a driverless car ride sharing service, which will heavily feature the Chrysler Pacifica cars.

Toyota, again, showed off the coolest concept car at the show, which featured an excellent emotion detection platform.

Toyota’s ‘Tron’-like concept car

While 5G was a big technology looming over the show, not much was shown. AT&T, which holds its annual developers forum just prior to the start of CES, claimed that 2017 would be the year of video on its network. It has already planned major 5G trials this year, with video a major feature, and preliminary speeds of 1 Gb/s in initial trials.

International delegations were quite prominent this year, but mostly for the massive Chinese presence, with ZTE, Huawei, DJI, TCL, Hi-Sense and Honor as major sponsors and exhibitors. The French delegation outdid itself, again, and Eureka Park was practically a French tech zone.

The Normandy delegation – with marinier shirts – at the La French Tech pitch event, at the Paris Hotel’s French village, 01.06.17

The Swedish delegation was stronger than ever, and several Swedish start-ups, notably Manomotion, made their presence felt.

Tobias Berneth, of Stockholm-based Things to Be, with the Honor phone that he helped design, at the Sweden@CES breakfast at CES 2017

I caught up with members of the “Estonian Mafia” at the show, including the only Estonian company exhibiting at the show, Starship Technologies, which has some pretty cool delivery robots (I got a demo when I was in Tallinn last September). Starship just announced, post-CES, a major funding round of $17.2million, with Daimler AG as the lead investor.

Estonian Mafia at CES (l to r): Andrus Viirg, Enterprise Estonia; two members of the Starship Technologies team; Andres Mellik, Cognuse, and Rain Rannu, Fortumo

Eureka Park was bigger than ever this year – 600 exhibitors, up from 500 at CES 2016. Kino-mo had another way-cool display, with Pokemon Go figures, and there were more funded companies, it seemed, than in previous years.

Kino-Mo’s display was mobbed at Eureka Park

The robots could have helped the ride-sharing queues that created Lyft and Uber traffic jams outside the convention center. This was unfortunate, but will require more than robots to solve the crisis: political leadership (Las Vegas not known for its progressive thinking where non-gamblers are concerned).

Until next year, go out and buy an Amazon Echo, or the many equivalents, and find new ways to integrate AI into your life. In other words, help a robot brutha out.

Me at CES 2017, outside the Sands/Venetian halls