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Researchers propose using the game Overcooked to benchmark collaborative AI systems

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Deep reinforcement learning systems are among the most capable in AI, particularly in the robotics domain. However, in the real world, these systems encounter a number of situations and behaviors to which they weren’t exposed during development.

In a step toward systems that can collaborate with humans in order to help them accomplish their goals, researchers at Microsoft, the University of California, Berkeley, and the University of Nottingham developed a methodology for applying a testing paradigm to human-AI collaboration that can be demonstrated in a simplified version of the game Overcooked. Players in Overcooked control a number of chefs in kitchens filled with obstacles and hazards to prepare meals to order under a time limit.

The team asserts that Overcooked, while not necessarily designed with robustness benchmarking in mind, can successfully test potential edge cases in states a system should be able to handle as well as the partners the system should be able to play with. For example, in Overcooked, systems must contend with scenarios like when a plates are accidentally left on counters and when a partner stays put for a while because they’re thinking or away from their keyboard.

Above: Screen captures from the researchers’ test environment.

The researchers investigated a number of techniques for improving system robustness, including training a system with a diverse population of other collaborative systems. Over the course of experiments in Overcooked, they observed whether several test systems could recognize when to get out of the way (like when a partner was carrying an ingredient) and when to pick up and deliver orders after a partner has been idling for a while.

According to the researchers, current deep reinforcement agents aren’t very robust — at least not as measured by Overcooked. None of the systems they tested scored above 65% in the video game, suggesting, the researchers say, that Overcooked can serve as a useful human-AI collaboration metric in the future.

“We emphasize that our primary finding is that our [Overcooked] test suite provides information that may not be available by simply considering validation reward, and our conclusions for specific techniques are more preliminary,” the researchers wrote in a paper describing their work. “A natural extension of our work is to expand the use of unit tests to other domains besides human-AI collaboration … An alternative direction for future work is to explore meta learning, in order to train the agent to adapt online to the specific human partner it is playing with. This could lead to significant gains, especially on agent robustness with memory.”

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Source: https://venturebeat.com/2021/01/15/researchers-propose-using-the-game-overcooked-to-benchmark-collaborative-ai-systems/

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AI Weekly: Meet the people trying to replicate and open-source OpenAI’s GPT-3

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In June, OpenAI published a paper detailing GPT-3, a machine learning model that achieves strong results on a number of natural language benchmarks. At 175 billion parameters — the part of the model that has learned from historical training data — it’s one of the largest of its kind. It’s also among the most sophisticated, with the ability to make primitive analogies, write in the style of Chaucer, and even complete basic code.

In contrast to GPT-3’s predecessors, GPT-2 and GPT-1, OpenAI chose not to open-source the model or training dataset, opting instead to make the former available through a commercial API. The company further curtailed access by choosing to exclusively license GPT-3 to Microsoft, which OpenAI has a business relationship with. Microsoft has invested $1 billion in OpenAI and built an Azure-hosted supercomputer designed to further OpenAI’s research.

Several efforts to recreate GPT-3 in open source have emerged, but perhaps the furthest along is GPT-Neo, a project spearheaded by EleutherAI. A grassroots collection of researchers working to open-source machine learning research, EleutherAI and its founding members — Connor Leahy, Leo Gao, and Sid Black — aim to deliver the code and weights needed to run a model similar, though not identical, to GPT-3 as soon as August. (Weights are parameters within a neural network that transform input data.)

EleutherAI

According to Leahy, EleutherAI began as “something of a joke” on TPU Podcast, a machine learning Discord server, where he playfully suggested someone should try to replicate GPT-3. Leahy, Gao, and Black took this to its logical extreme and founded the EleutherAI Discord server, which became the base of the organization’s operations.

“I consider GPT-3 and other similar results to be strong evidence that it may indeed be possible to create [powerful models] with nothing more than our current techniques,” Leahy told VentureBeat in an interview. “It turns out to be in fact very, very hard, but not impossible with a group of smart people, as EleutherAI has shown, and of course with access to unreasonable amounts of computer hardware.”

As part of a personal project, Leahy previously attempted to replicate GPT-2, leveraging access to compute through Google’s Tensorflow Research Cloud (TFRC) program. The original codebase, which became GPT-Neo, was built to run on tensor processing units (TPUs), Google’s custom AI accelerator chips. But the EleutherAI team concluded that even the generous amount of TPUs provided through TFRC wouldn’t be sufficient to train the GPT-3-like version of GPT-Neo in under two years.

EleutherAI’s fortunes changed when the company was approached by CoreWeave, a U.S.-based cryptocurrency miner that provides cloud services for CGI rendering and machine learning workloads. Last month, CoreWeave offered the EleutherAI team access to its hardware in exchange for an open source GPT-3-like model its customers could use and serve.

Leahy insists that the work, which began around Christmas, won’t involve money or other compensation going in either direction. “CoreWeave gives us access to their hardware, we make an open source GPT-3 for everyone to use (and thank them very loudly), and that’s all,” he said.

Training datasets

EleutherAI concedes that because of OpenAI’s decision not to release some key details of GPT-3’s architecture, GPT-Neo will deviate from it in at least those ways. Other differences might arise from the training dataset EleutherAI plans to use, which was curated by a team of 10 people at EleutherAI, including Leahy, Gao, and Black.

Language models like GPT-3 often amplify biases encoded in data. A portion of the training data is not uncommonly sourced from communities with pervasive gender, race, and religious prejudices. OpenAI notes that this can lead to placing words like “naughty” or “sucked” near female pronouns and “Islam” near words like “terrorism.” Other studies, like one published in April by Intel, MIT, and the Canadian Institute for Advanced Research (CIFAR) researchers, have found high levels of stereotypical bias in some of the most popular models, including Google’s BERT and XLNetOpenAI’s GPT-2, and Facebook’s RoBERTa. Malicious actors could leverage this bias to foment discord by spreading misinformation, disinformation, and outright lies that “radicalize individuals into violent far-right extremist ideologies and behaviors,” according to the Middlebury Institute of International Studies.

For their part, the EleutherAI team says they’ve performed “extensive bias analysis” on the GPT-Neo training dataset and made “tough editorial decisions” to exclude some datasets they felt were “unacceptably negatively biased” toward certain groups or views. The Pile, as it’s called, is an 835GB corpus consisting of 22 smaller datasets combined to ensure broad generalization abilities.

“We continue to carefully study how our models act in various circumstances and how we can make them more safe,” Leahy said.

Leahy personally disagrees with the idea that releasing a model like GPT-3 would have a direct negative impact on polarization. An adversary seeking to generate extremist views would find it much cheaper and easier to hire a troll farm, he argues, as autocratic governments have already done. Furthermore, Leahy asserts that discussions of discrimination and bias point to a real issue but don’t offer a complete solution. Rather than censoring the input data of a model, he says the AI research community must work toward systems that can “learn all that can be learned about evil and then use that knowledge to fight evil and become good.”

“I think the commoditization of GPT-3 type models is part of an inevitable trend in the falling price of the production of convincing digital content that will not be meaningfully derailed whether we release a model or not,” Leahy continued. “The biggest influence we can have here is to allow more low-resource users, especially academics, to gain access to these technologies to hopefully better study them, and also perform our own brand of safety-focused research on it, instead of having everything locked inside industry labs. After all, this is still ongoing, cutting-edge research. Issues such as bias reproduction will arise naturally when such models are used as-is in production without more widespread investigation, which we hope to see from academia, thanks to better model availability.”

Google recently fired AI ethicist Timnit Gebru, reportedly in part over a research paper on large language models that discussed risks such as the impact of their carbon footprint on marginalized communities. Asked about the environmental impact of training GPT-Neo, Leahy characterized the argument as a “red herring,” saying he believes it’s a matter of whether the ends justify the means — that is, whether the output of the training is worth the energy put into it.

“The amount of energy that goes into training such a model is much less than, say, the energy that goes into serving any medium-sized website, or a single trans-Atlantic flight to present a paper about the carbon emissions of AI models at a conference, or, God forbid, Bitcoin mining,” Leahy said. “No one complains about the energy bill of CERN (The European Organization for Nuclear Research), and I don’t think they should, either.”

Future work

EleutherAI plans to use architectural tweaks the team has found to be useful to train GPT-Neo, which they expect will enable the model to achieve performance “similar” to GPT-3 at roughly the same size (around 350GB to 700GB of weights). In the future, they plan to distill the final model down “an order of magnitude or so smaller” for easier inference. And while they’re not planning to provide any kind of commercial API, they expect CoreWeave and others to set up services to make GPT-Neo accessible to users.

As for the next iteration of GPT and similarly large, complex models, like Google’s trillion-parameter Switch-C, Leahy thinks they’ll likely be more challenging to replicate. But there’s evidence that efficiency improvements might offset the mounting compute requirements. An OpenAI survey found that since 2012, the amount of compute needed to train an AI model to the same performance classifying images in a popular benchmark (ImageNet) has been decreasing by a factor of two every 16 months. But the extent to which compute contributes to performance compared with novel algorithmic approaches remains an open question.

“It seems inevitable that models will continue to increase in size as long as increases in performance follow,” Leahy said. “Sufficiently large models will, of course, be out of reach for smaller actors, but this seems to me to just be a fact of life. There seems to me to be no viable alternative. If bigger models equals better performance, whoever has the biggest computer will make the biggest model and therefore have the best performance, easy as that. I wish this wasn’t so, but there isn’t really anything that can be done about it.”

For AI coverage, send news tips to Khari Johnson and Kyle Wiggers and AI editor Seth Colaner — and be sure to subscribe to the AI Weekly newsletter and bookmark our AI channel, The Machine.

Thanks for reading,

Kyle Wiggers

AI Staff Writer

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  • up-to-date information on the subjects of interest to you
  • our newsletters
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Source: https://venturebeat.com/2021/01/15/ai-weekly-meet-the-people-trying-to-replicate-and-open-source-openais-gpt-3/

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CES 2021: All of the business tech news you need to know

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Don’t miss TechRepublic’s CES 2021 coverage, which includes product announcements from Lenovo, Samsung, LG, and Dell about PCs, laptops, software, robots, monitors, and TVs.

 

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Image: Sarah Tew/CNET

Due to the COVID-19 pandemic, CES 2021 is all-digital for the first time ever. The event runs from Monday, January 11 to Thursday, January 14. CES has always been one of the leading tech events each year and, despite being an online-only event in 2021, thousands of products are expected to be announced. 

There are six top trends to watch for at CES 2021, according to TechRepublic’s Editor-in-Chief Bill Detwiler, Associate Managing Editor Teena Maddox, and UK Editor-in-Chief Steve Ranger. Several visionary tech and industry leaders are expected to deliver keynote speeches at CES 2021 including Verizon Chairman and CEO Hans Vestberg, General Motors Chairman and CEO Mary Barra, Best Buy CEO Corie Barry, Mastercard CEO Michael Miebach, and more. 

TechRepublic will be reporting on all of the CES 2021 tech news that business pros need to know. Keep checking this article for our latest CES 2021 coverage. 

SEE: CES 2021: The big trends for business (ZDNet/TechRepublic special feature)

Must-see CES 2021 photo galleries

The weird, the wacky and the marvelous at CES 2021
It’s time for our annual roundup of the weirdest, wackiest and most irresistible tech spotted at CES 2021.

Photos: Best sleep solutions at CES 2021
Entrepreneurs and physicians at CES 2021 have something for every sleep problem at every stage of life from infants to seniors.

Photos: Best robots at CES 2021
CES is virtually synonymous with the latest innovations in robots. Here are some of the best robots we’ve seen at CES 2021 so far.

Must-read CES 2021 articles

Best of CES 2021: How to stock a workstation for $3,500 
From heated massage office chairs to low-blue-light monitors, here’s a dreamy workstation.

Fitness tech at CES 2021 has smart yoga mats for relaxing and a sports wall for punching 
Companies use AI to recreate the gym environment at home and provide coaching tips for at-home workouts.

CES 2021: Jooxter can help usher in the hybrid workplace, founder says
A workplace management app helps staff find a safe, isolated space to work, while helping managers keep track of which employees are home or in the office.

CES 2021: 13 of the coolest products spotted at Pepcom’s Digital Experience
The virtual event featured 55 brands and dozens of tech products from CES 2021, including an Innate Intelligent Toilet, AR smart glasses, and more.

CES 2021: Toto debuts new toilet technology for cleaner, safer bathrooms
A fancy bidet that uses e-water, smart public toilets and even toilets that record users’ health data are some of the new products from Toto.

Sleep robot helps adults relax and Cradlewise rocks babies back to sleep at CES 2021
Tiny monitor makes it easier to diagnose sleep apnea and smart adjustable beds offer meditation prompts and smart home connectivity.

The latest, greatest, and fastest in wireless chargers presented at CES 2021
Everyone needs chargers—for a laptop, tablet, iPad, e-reader, and other devices; there are many to choose from those premiering at this year’s CES. Here’s a look at the just-introduced chargers.

Monitors that business pros and gamers need
CES 2021 had dozens of new monitors on display. Here are a few that stand out.

At CES 2021, only two notable companies promoted chairs designed for gamers
As player devices become increasingly portable, TechRepublic looks at the future of seating: X-Chair’s Mavix Gaming Chair and a quick revisit of Razer’s high-concept Project Brooklyn.

ASUS rolls out new and updated laptops, a monitor, and a projector at CES 2021
The latest from ASUS includes updates of the company’s ZenBook, as well as devices for gamers, business people, students, artists, and more.

CES 2021: ASUS adds a Wi-Fi 6 router to its array of new products
ASUS reports easy installation, faster Wi-Fi and better security against cybersecurity hackers with the new proprietary Instant Guard security app.

Low-blue light tech takes center stage at CES 2021 
Due to COVID-19, many professionals and students are operating remotely. To mitigate the potential impacts of increased screen time, companies are investing in low-blue light tech.

Volvo Penta launches Fully Integrated Assisted Docking System at CES 2021 
The automation technology is another step toward self-docking and easy boating and gives a captain more control.

CES 2021: Gadgets business pros can’t live without 
Many new gadgets were announced at CES 2021, but which ones are the best for business users?

Top gaming computers released at CES 2021
This week, a number of brands have unveiled gaming computers at CES 2021. Here are some of the coolest gaming computers we’ve seen so far.

7 unique laptops from CES 2021 that are perfect for professionals
Looking for a laptop upgrade in 2021? These newly revealed models each have something to offer.

CES 2021: 5 Chromebooks that are ideal for business users
From enterprise-tailored models to LTE-connected work-anywhere devices, these Chromebooks are some of the most business-focused from this year’s CES.

Microsoft president begs tech industry to improve its ethics
Speaking at Microsoft’s first CES keynote in 10 years, President Brad Smith said that national security is threatened by the industry’s inability to learn lessons from the past.

Best robots at CES 2021: Humanoid hosts, AI pets, UV-C disinfecting bots, and more
Each year, CES features the latest in robotics innovation, and this year is no exception. From disinfecting robots to AI-enabled companions, here are some of the best robots at CES 2021.

Monitoring, tracking, and alert products for those 60+ among innovative tech introduced at CES 2021
The growing population of older citizens will soon have an arsenal of helpful technology.

This year’s crop of robots at CES 2021 is all about fighting COVID-19
UV light is the weapon of choice for autonomous robots designed to clean hospital rooms, public spaces, and schools.

You can find a $180K solar-powered car, qubit controls, and breathing tips at the NL Tech Pavilion at CES 2021
90 entrepreneurs and researchers from the Netherlands want to solve all the world’s problems with collaboration and innovation.

CES 2021 showcases new tech that enhances your best features
From customized lipsticks and skin toners to smart mirrors and virtual hair consultations, new tech featured at CES 2021 helps you put your best face forward for you next virtual meeting and beyond.

CES 2021: New device listens to heart, measures ECG remotely
HD Medical debuted a new device that it says can revolutionize remote cardiac healthcare.

More investment in tech infrastructure for innovation, global competition, is Biden’s “North Star”
In a CES 2021 session, the National Economic Council Director-Designate Brian Deese also discussed global alliances, partnering with the private sector, jobs, and the push toward a low-carbon economy.

Razer introduces the Project Brooklyn concept gaming chair at CES 2021
The company’s prototype for the ultimate in gamer seating features many bells and whistles, including a 60″ retractable screen and other new tech to create a wholly immersive gaming experience.

Razer makes an unexpected move at CES 2021 with Project Hazel
Quietly starting at the beginning of the pandemic last year, the tech gaming company transformed some manufacturing facilities to create wearable and innovative protection against COVID-19.

CES 2021: Asus Republic of Gamers unveils Flow X13 convertible gaming laptop with external GPU
The new 13-inch gaming PC converts between a laptop and tablet via a 360-degree hinge and gets a performance boost from an external GPU.

TP-Link unveils smart dimmers, light switches, Wi-Fi systems, and doorbells at CES 2021
The new suite of smart home products is aimed at security and ease of use, the company says.

CES 2021: Dell’s Alienware unveils new gaming m15 and m17 laptops and Ryzen desktop
The new laptops will boast NVIDIA GeForce RTX 30 series graphics and up to 4 TB of storage, while the new desktop will be powered by AMD’s latest Ryzen 5000 processor with up to 16 cores.

At CES 2021, Razer announces big updates to Blade gaming laptops
Find out when they’ll be available, new cool features, how much they’ll cost, and more.

CES 2021: Lenovo releases new lineup of ThinkBooks
Lenovo has released a slew of new ThinkBooks to assist business professionals working remotely. This includes the lightweight ThinkBook 13x i, highly versatile ThinkBook Plus Gen 2 i, and more.

CES 2021: Lenovo unveils new Legion gaming laptop lineup
On Tuesday, Lenovo gave a glimpse of the Legion 7, Legion Slim 7, Legion 5 Pro, and Legion 5. Low blue light and tech to increase airflow could entice gamers.

New Acer laptops at CES 2021 are faster and skinnier with better GPUs
Nitro 5 gaming notebook gets AMD Ryzen 5000 Series Mobile Processors, while the Predator Triton line gets a new cooling system.

CES 2021: Dell unveils new Latitude notebook and Chromebook to help at-home students
The new machines are built to provide faster or more accessible online connectivity for remote learners.

At CES 2021, Intel announces 50 new processors for business users, gamers, and students
The hardware maker plans to release more than 500 new designs for laptops and desktops in 2021.

Lenovo drops a detachable ThinkPad, a versatile 2-1 laptop, and more at CES 2021
The new offerings include the X1 Titanium Yoga, a 2-in-1 device the company is touting as its thinnest ThinkPad to date.

Our 10 favorite CES 2021 Best of Innovation Honorees
A virus risk indicator, hydropower shower speaker, robot companion, and water bottle that glows when it’s time to drink are among the products that caught our attention.

CES 2021: Targus introduces new products for remote or hybrid work
A new UV-C LED disinfection light, an antimicrobial backpack, a tablet cradle workstation and a universal phone dock are among the work from anywhere solutions at CES 2021.

Best of the best: Our 10 favorite CES 2021 Best of Innovation award winners
From a smart faucet to a robotic harvester to a medical-grade wearable device that can detect early COVID-19 symptoms, this year’s winners proved innovation remains resilient during a pandemic.

Panasonic puts digital transformation tech center stage at CES 2021
Behind the new products and innovations Panasonic showcased at CES 2021 is a digital transformation story of how the company helped its customers quickly adapt to the COVID pandemic.

Fossil fuels interest at CES 2021 with new smartwatch additions to three product lines
New Wear OS by Google smartwatches from Michael Kors, Skagen Denmark, and Fossil offer an array of new features.

CES 2021: Lenovo’s ThinkReality A3 smart glasses offer AR experiences across industries
The AR capabilities allow companies to deploy “customized virtual monitors,” assist with training, and provide video-enabled “remote expert use cases,” according to the company.

CES 2021: New Kohler bathtub brings forest bathing to your bathroom with scent, fog, and mood lighting
Innate Intelligent Toilet and Touchless Bathroom Faucet collection join the company’s smart home product portfolio.

CES 2021: Lenovo unveils Tab P11, IdeaPad 5G, IdeaPad 5i Pro, and more
At CES 2021, Lenovo will introduce a slew of new IdeaPads and the new versatile Tab P11 to assist remote business professionals in the telecommuter age.

CES 2021: Samsung introduces the Galaxy Chromebook 2 with a $550 starting price
Samsung’s new 2-in-1 Galaxy laptop includes a 13.3-inch QLED display and a significantly lower price than the original Galaxy Chromebook last year.

CES 2021: New TV from LG Display reduces blue light exposure
Eyesafe technology blocks portions of the visible blue light spectrum and gives products a Retina Protection Factor.

CES 2021: Dell unveils PCs, laptops, software and monitors for the new normal of work
Collaboration and new work experiences are the driving force behind Dell’s big push into the new portfolio it’s introducing at CES 2021.

LG Display: Your next gaming monitor could have a 48-inch bendable OLED screen that produces sound without speakers
During CES 2021, LG Display will showcase a 48-inch bendable cinematic sound OLED (CSO) display designed to be curved for gaming and flat for TV viewing.

LG Display wants to put a 55-inch transparent TV at the foot of your bed
LG Display will demonstrate novel uses for its transparent OLED screens at CES 2021 with applications for food service, transportation, and smart home.

Germ-killing robot is LG’s latest product: It could help prevent COVID-19 spread in offices
A new autonomous robot outfitted with UV-C lights can disinfect entire rooms in about half an hour, and LG wants it to be a B2B safety solution.

Source: https://www.techrepublic.com/article/ces-2021-all-of-the-business-tech-news-you-need-to-know/#ftag=RSS56d97e7

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Feature store repositories emerge as an MLOps linchpin for advancing AI

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A battle for control over machine learning operations (MLOps) is beginning in earnest as organizations embrace feature store repositories to build AI models more efficiently.

A feature store is at its core a data warehouse through which developers of AI models can share and reuse the artifacts that make up an AI model as well as an entire AI model that might need to be modified or further extended. In concept, feature store repositories play a similar role as a Git repository does in enabling developers to build applications more efficiently by sharing and reusing code.

Early pioneers of feature store repositories include Uber, which built a platform dubbed Michaelangelo, and Airbnb, which created a feature store dubbed Zipline. But neither of those platforms are available as open source code. Leading providers of feature store repositories trying to fill that void include Tecton, Molecula, Hopsworks, Splice Machine, and, most recently, Amazon Web Services (AWS). There is also an open source feature store project, dubbed Feast, that counts among its contributors Google and Tecton.

It can take a data science team six months or longer to construct a single AI model, so pressure to accelerate those processes is building. Organizations that employ AI models not only want to build more of them faster, but AI models deployed in production environments also need to be either regularly updated or replaced as business conditions change.

Less clear right now, however, is to what degree feature store repositories represent a standalone category versus being a foundational element of a larger MLOps platform. As investment capital starts to pour into the category, providers of feature store platforms are trying to have it both ways.

Splice Machine, for example, offers a SQL-based feature store platform that organizations can deploy apart from its platform for managing data science processes. “It’s important to modularize the feature store so it can be used in other environments,” said Splice Machine CEO Monte Zweben. “I think you’ll see adoption of feature stores in both manners.”

Over time, however, it will become apparent that feature stores one way or another need to be part of a larger platform to derive the most value, he added.

Fresh off raising an additional $17.6 million in funding, Molecula is also positioning its feature store as a standalone offering in addition to being a foundation around which MLOps processes will revolve. In fact, Molecula is betting that feature stores, in addition to enabling AI models to be constructed more efficiently, will also become critical to building any type of advanced analytics application, said Molecula CEO H.O. Maycotte.

To achieve that goal, Molecula built its own storage architecture to eliminate all the manual copy-and-paste processes that make building AI models and other types of advanced analytics applications so cumbersome today, he noted. “It’s not just for MLOps,” said Maycotte. “Our buyer is the data engineer.”

Tecton, meanwhile, appears to be more focused on enabling the creation of a best-of-breed MLOps ecosystem around its core feature flag platform. “Feature stores will be at the center of an MLOps toolchain,” said Tecton CEO Mike Del Balso.

Casting a shadow over each of these vendors, however, are cloud service providers that will make feature store repositories available as a service. Most AI models are trained on a public cloud because of the massive amounts of data required and the cost of the graphics processor units (GPUs) required. Adding a feature store repository to a cloud service that is already being employed to build an AI model is simply a logical extension.

However, providers of feature store platforms contend it’s only a matter of time before MLOps processes span multiple clouds. Many enterprise IT organizations are going to standardize on a feature store repository that makes it simpler to share AI models and their components across multiple clouds.

Regardless of how MLOps evolves, the need for a centralized repository for building AI models has become apparent. The issue enterprise IT organizations need to address now is determining which approach makes the most sense today, because whatever feature store platform they select now will have a major impact on their AI strategy for years to come.

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VentureBeat’s mission is to be a digital town square for technical decision-makers to gain knowledge about transformative technology and transact. Our site delivers essential information on data technologies and strategies to guide you as you lead your organizations. We invite you to become a member of our community, to access:

  • up-to-date information on the subjects of interest to you
  • our newsletters
  • gated thought-leader content and discounted access to our prized events, such as Transform
  • networking features, and more

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Source: https://venturebeat.com/2021/01/15/feature-store-repositories-emerge-as-an-mlops-linchpin-for-advancing-ai/

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