Galileo emerges from stealth to streamline AI model development – Yahoo Movies Canada

As the use of AI becomes more common throughout the enterprise, the demand for products that make it easier to inspect, discover and fix critical AI errors is increasing. After all, AI is costly — Gartner predicted in 2021 that a third of tech providers would invest $1 million or more in AI by 2023 — and debugging an algorithm gone wrong threatens to inflate the development budget. A separate Gartner report found that only 53% of projects make it from prototypes to production, presumably due in part to errors — a substantial loss, if one were to total up the spending.
Fed up with the high failure rate — and the fact that menial (if important) data preparation tasks, like loading and cleaning data, still take up the bulk of data scientists' time — Vikram Chatterji, Atindriyo Sanyal and Yash Sheth co-founded Galileo, a service designed to act as a collaborative system of record for AI model development. Galileo monitors the AI development processes, leveraging statistical algorithms to pinpoint potential points of system failure.
"There were no purpose-built machine learning data tools in the market, so [we] started Galileo to build the machine learning data tooling stack, beginning with a [specialization in] unstructured data," Chatterji told TechCrunch via email. "[The service] helps machine learning teams improve their data sets … by surfacing critical cohorts of data that may be underrepresented or erroneous, while being an all-round solution to encourage data scientists to proactively track data changes in production and mitigates mistakes and gaps in their models from leaking into the real world."
Chatterji has a background in data science, having worked at Google for three years at Google AI. Sanyal was a senior software engineer at Apple, focusing mainly on Siri-related products, before becoming an engineering lead on Uber's AI team. As for Sheth, he also worked at Google as a staff software engineer, managing the Google Speech Recognizer platform.
With Galileo, which today emerged from stealth with $5.1 million in seed funding, Chatterji, Sanyal and Sheth set out to create a product that could scale across the entire AI workflow — from pre-development to post-production — as well as data modalities like text, speech and vision. Available in private beta and built to be deployable in an on-premises environment, Galileo aims to systematize pipelines across teams using "auto-loggers" and algorithms that spotlight system-breaking issues.
Finding these issues is often a major pain point for data scientists. According to one recent survey (from MLOps Community), 84.3% of data scientists and machine learning engineers say that the time required to detect and diagnose problems with a model is a problem for their teams, while over one in four (26.2%) admit that it takes them a week or more to detect and fix issues.
"The discussion around machine learning within the enterprise has shifted from 'What do I use this for?' to 'How can I make my machine learning workflows faster, better, cheaper?,'" Chatterji said. "Galileo … enforces the necessary rigor and the proactive application of research-backed techniques every step of the way in productionizing machine learning models … [It] leads to an order of magnitude improvement on how teams deal with the messy, mind-numbing task of improving their machine learning datasets."
Galileo fits into the emerging practice of MLOps, which combines machine learning, DevOps and data engineering to deploy and maintain AI models in production environments. The market for MLOps services could reach $4 billion by 2025, by one estimation, and includes startups like Databricks, DataRobot, Algorithmia and incumbents like Google Cloud and Amazon Web Services.
While investor interest in MLOps is on the rise, cash doesn't necessarily translate to success. Even the best MLOps platforms today can't solve every common problem associated with AI workflows, particularly when business executives aren't able to quantify the return on investment of these initiatives. The MLOps Community poll found that convincing stakeholders when a new model is better, for example, remains an issue "at least sometimes" for over 80% of machine learning practitioners.
Chatterji points to Kaggle CEO Anthony Goldbloom's investment in Galileo — The Factory led the round with participation from Goldbloom — as a sign of the company's differentiation. Chatterji says that Galileo currently has "dozens" of paying customers ranging from Fortune 500 companies to early-stage startups — revenue that Galileo plans to leverage to triple the size of its 14-person team by the end of the year.
"Galileo has focused on flipping the otherwise painstaking task of machine learning data inspection, to make it easy and provide intelligent data insights fast," Chatterji said. "The user only has to add a few lines of code."
To date, Galileo has raised $5.1 million in total venture capital.
The leaked Supreme Court draft decision revealing the high court is ready to dismantle abortion rights is causing fear, confusion and desperation.
When does life begin? That's the central disagreement fueling the half-century battle over abortion. The answer can depend on a person's faith.
"Such an iconic piece of American history should not be put at risk of damage just for an ego-boost and photo-op," Dr. Justine De Young of the Fashion Institute of Technology tells PEOPLE
Tyler Herro was told before the season began that he wouldn’t be in the Miami Heat starting lineup. “I said, ‘Let’s go for Sixth Man of the Year,’” Herro said. Herro was announced Tuesday as the NBA’s top sixth man this season, the first player to win the award as a member of the Heat.
The Whatcom Sheriff's Office in Washington state confirms to PEOPLE they are part of a multi-agency investigation related to the death of Kailia Posey
The ex-Cherries captain was back at the Vitality Stadium for the first time with Nottingham Forest.
Last month, only about three in 10 U.S. adults said the Supreme Court should overturn Roe v. Wade (30%) and transform abortion into a procedure that “individual states” are “able to outlaw” (27%).
EDWARDSVILLE, Ill. (AP) — The mother of a man who was killed in December when a tornado slammed into an Amazon facility in Illinois said on Tuesday that her son was only in the building because he was called into work on his day off. “It breaks my heart that DeAndre was scheduled to take his day off but was called from dispatch to work an extra shift,” said Deon January, the mother of DeAndre Morrow. January, whose son was one of six people killed Dec. 10 when the tornado obliterated nearly half
How long these smaller-scale investors remain committed to their crypto assets will be an interesting trend to observe; bitcoin and ether drop.
Actress Portia de Rossi revealed how her grandmother responded to her coming-out during an appearance on "The Ellen DeGeneres Show" Tuesday.
TEMPLE, Ga., May 03, 2022–Janus International Group Inc. (NYSE: JBI) ("Janus" or the "Company"), a global manufacturer and supplier of turn-key self-storage, commercial, and industrial building solutions, including roll-up and swing doors, hallway systems, re-locatable storage units, and facility and door automation technologies, today announced the launch of a year-long celebration to commemorate the Company's 20 years in business.
Roster moves by the Minnesota Lynx are the start to a long week of talented veterans and rookies being left off of opening night rosters.
VANCOUVER — A 57-game sample size was not big enough for Vancouver Canucks president of hockey operations Jim Rutherford to commit to a contract extension for head coach Bruce Boudreau. “We would be willing to have him back under the contract that he agreed to when he came here,” said Rutherford at the Canucks’ season-ending media availability on Tuesday. “That's certainly not to say that at the end of next year we wouldn't want him back if he continues to do the job he's doing. “I just feel as
A massive manhunt is underway for murder suspect Casey White and guard Vicky White.
Fans can buy tickets for individual Panthers games shortly after the upcoming schedule announcement.
ReadyWise, the freeze-dried and dehydrated emergency food and simple soups and snacks leader, has signed a two-year sponsorship contract with seventeen-year-old sprint car racer, Gray Leadbetter. E…
University of Texas researchers used machine learning to create an enzyme that will quickly break down some plastics into a reusable substance.
On Tuesday, investors were clearly feeling confident about Moderna's (NASDAQ: MRNA) looming earnings release. On Tuesday morning, Pfizer reported operational revenue growth of 82% year over year for the first quarter, and sales of Comirnaty were a key factor driving that gain. What's good for Pfizer is good for other top COVID-19 vaccine sellers.
TORONTO, May 03, 2022–Primaris Real Estate Investment Trust ("Primaris" or "the Trust") (TSX: PMZ.UN) announced today financial and operating results for the first quarter ended March 31, 2022.
The man denied stealing over 15,000 files of proprietary information from his former company to share with its competitor.

Connect with Chris Hood, a digital strategist that can help you with AI.

Leave a Reply

Your email address will not be published.

© 2022 AI Caosuo - Proudly powered by theme Octo