Snorkel AI

NOVEMBER 9, 2023

LLM distillation will become a much more common and important practice for data science teams in 2024, according to a poll of attendees at Snorkel AI’s 2023 Enterprise LLM Virtual Summit. Only about a third of respondents (36%) said that their company had distilled any smaller models from LLMs so far. LLMs remain amazing.

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LLM Data Scientist Large Language Models Data Science 59

Snorkel AI

NOVEMBER 9, 2023

LLM distillation will become a much more common and important practice for data science teams in 2024, according to a poll of attendees at Snorkel AI’s 2023 Enterprise LLM Virtual Summit. Only about a third of respondents (36%) said that their company had distilled any smaller models from LLMs so far. LLMs remain amazing.

LLM 59

LLM Data Scientist Large Language Models Data Science 59

Snorkel AI

MAY 4, 2023

Alex Ratner, CEO and co-founder of Snorkel AI, presented his “Cliffs Notes” for understanding the value of data-centric AI. This year we will bring 10,000+ people from the data-centric AI community with speakers from the Fortune 500, AI-first companies, and academia.

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Computer Vision Large Language Models AI AI 52

Snorkel AI

MAY 4, 2023

Alex Ratner, CEO and co-founder of Snorkel AI, presented his “Cliffs Notes” for understanding the value of data-centric AI. This year we will bring 10,000+ people from the data-centric AI community with speakers from the Fortune 500, AI-first companies, and academia.

Computer Vision 52

Computer Vision Large Language Models AI AI 52

Snorkel AI

JANUARY 5, 2023

Snorkel AI will hold a free Foundation Model Virtual Summit on Tuesday, January 17 where speakers from across the technology industry, including some from Google and Stanford University, will discuss the enterprise use of Foundation Models.

Large Language Models 52

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Snorkel AI

FEBRUARY 13, 2024

This lets developers get the same results they would get from an enormous model like GPT-4 at a lower cost and higher velocity—albeit only on that specific task. The technique suffers from four primary challenges: The student is limited by the teacher. They require accuracy, speed, and efficiency. That’s where distillation comes in.

LLM 52

LLM Data Scientist Neural Network Data Science 52

Snorkel AI

FEBRUARY 13, 2024

This lets developers get the same results they would get from an enormous model like GPT-4 at a lower cost and higher velocity—albeit only on that specific task. The technique suffers from four primary challenges: The student is limited by the teacher. They require accuracy, speed, and efficiency. That’s where distillation comes in.

LLM 52

LLM Data Scientist Neural Network Data Science 52

ODSC - Open Data Science

OCTOBER 15, 2023

Institute of Analytics The Institute of Analytics is a non-profit organization that provides data science and analytics courses, workshops, certifications, research, and development. The courses and workshops cover a wide range of topics, from basic data science concepts to advanced machine learning techniques.

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Snorkel AI

MARCH 24, 2023

Snorkel AI researchers continue to push the frontier of machine learning, as demonstrated by the 18 research papers recently added to our website. This batch of research papers, all published in 2022, present new developments in weak supervision and foundation models. Below follows a summary of each of the papers.

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Snorkel AI

MARCH 24, 2023

Snorkel AI researchers continue to push the frontier of machine learning, as demonstrated by the 18 research papers recently added to our website. This batch of research papers, all published in 2022, present new developments in weak supervision and foundation models. Below follows a summary of each of the papers.

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NLP Natural Language Processing Machine Learning Automation 52

Snorkel AI

MAY 17, 2023

Amy Hodler, senior director of graph evangelism and product marketing at RelationalAI gave a presentation entitled “Reclaim Predictive Data with Knowledge Graphs” at Snorkel AI’s Future of Data-Centric AI virtual conference in August 2022. And then there are more advanced types as well.

Machine Learning 52

Machine Learning Data Scientist AI AI 52

Snorkel AI

MAY 17, 2023

Amy Hodler, senior director of graph evangelism and product marketing at RelationalAI gave a presentation entitled “Reclaim Predictive Data with Knowledge Graphs” at Snorkel AI’s Future of Data-Centric AI virtual conference in August 2022. And then there are more advanced types as well.

Machine Learning 52

Machine Learning Data Scientist AI AI 52

ODSC - Open Data Science

MARCH 24, 2023

The Weak Spots Hackers Look to Attack These flaws can range anywhere from outdated security systems to human error — all of which different types of hackers can exploit. The Weak Spots Hackers Look to Attack These flaws can range anywhere from outdated security systems to human error — all of which different types of hackers can exploit.

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Snorkel AI

JANUARY 2, 2024

Obviously a lot of what we’ve done at Snorkel, Stanford, the University of Washington, and many other places is about that house building on top. The transcript that follows has been edited for clarity and brevity. Alex Ratner: I’d like to start with the term “foundation model.” So we coined the term “foundation model.”

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Large Language Models Machine Learning LLM ChatGPT 52

Snorkel AI

JANUARY 2, 2024

Obviously a lot of what we’ve done at Snorkel, Stanford, the University of Washington, and many other places is about that house building on top. The transcript that follows has been edited for clarity and brevity. Alex Ratner: I’d like to start with the term “foundation model.” So we coined the term “foundation model.”

Large Language Models 52

Large Language Models Machine Learning LLM ChatGPT 52

Snorkel AI

JUNE 27, 2023

Chip Huyen, co-founder and CEO of Claypot AI gave a presentation entitled “Platform for Real-Time Machine Learning” at Snorkel AI’s Future of Data-Centric AI virtual conference in August 2022. Snorkel is one of my favorite companies, so I’m really excited to be here today. Hello, my name is Chip. My experience was not unique.

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Continuous Learning AI AI Machine Learning 52

Snorkel AI

JUNE 27, 2023

Chip Huyen, co-founder and CEO of Claypot AI gave a presentation entitled “Platform for Real-Time Machine Learning” at Snorkel AI’s Future of Data-Centric AI virtual conference in August 2022. Snorkel is one of my favorite companies, so I’m really excited to be here today. Hello, my name is Chip. My experience was not unique.

Continuous Learning 52

Continuous Learning AI AI Machine Learning 52

Snorkel AI

FEBRUARY 10, 2023

At the August 2022 FDCAI virtual conference hosted by Snorkel AI, Meta senior applied research manager Anoop Sinha and Snorkel AI co-founder Braden Hancock joined the founder of TWIML , Sam Charrington, for a panel discussion on the current state and future potential for mastering speech and search AI with data-centric natural language processing.

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Snorkel AI

FEBRUARY 10, 2023

At the August 2022 FDCAI virtual conference hosted by Snorkel AI, Meta senior applied research manager Anoop Sinha and Snorkel AI co-founder Braden Hancock joined the founder of TWIML , Sam Charrington, for a panel discussion on the current state and future potential for mastering speech and search AI with data-centric natural language processing.

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Large Language Models Chatbots Machine Learning Natural Language Processing 52

Snorkel AI

JUNE 15, 2023

He presented “Petabyte-Level Learning” at Snorkel AI’s The Future of Data-Centric AI Summit in 2022. At Black Swan Data, we’re a company that helps predict what products haven’t been made yet but should be made. As more consumers get interested in that, eventually others pick up on that product.

Data Scientist 52

Data Scientist Machine Learning Data Science Large Language Models 52

Snorkel AI

JUNE 15, 2023

He presented “Petabyte-Level Learning” at Snorkel AI’s The Future of Data-Centric AI Summit in 2022. At Black Swan Data, we’re a company that helps predict what products haven’t been made yet but should be made. As more consumers get interested in that, eventually others pick up on that product.

Data Scientist 52

Data Scientist Machine Learning Data Science Large Language Models 52

Snorkel AI

OCTOBER 12, 2023

Snorkel AI hosted the 2023 installment of its Future of Data-Centric AI virtual conference in June. The two-day event brought together researchers, practitioners, and industry leaders to discuss the latest trends and advances in data-centric AI, and we recorded each session as a video.

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Snorkel AI

MARCH 19, 2024

Read on to see how Google and Snorkel AI customized PaLM 2 using domain expertise and data development to improve performance by 38 F1 points in a matter of hours. LLMs are already revolutionizing how businesses harness Artificial Intelligence (AI) in production. This is where Google Cloud’s partnership with Snorkel comes in.

Data Scientist 52

Data Scientist AI AI LLM 52

Snorkel AI

MARCH 19, 2024

Read on to see how Google and Snorkel AI customized PaLM 2 using domain expertise and data development to improve performance by 38 F1 points in a matter of hours. LLMs are already revolutionizing how businesses harness Artificial Intelligence (AI) in production. This is where Google Cloud’s partnership with Snorkel comes in.

Data Scientist 52

Data Scientist AI AI LLM 52

Snorkel AI

OCTOBER 12, 2023

Snorkel AI hosted the 2023 installment of its Future of Data-Centric AI virtual conference in June. The two-day event brought together researchers, practitioners, and industry leaders to discuss the latest trends and advances in data-centric AI, and we recorded each session as a video.

Data Scientist 59

Data Scientist AI AI ML 59

Snorkel AI

MAY 12, 2023

Three experts from Capital One ’s data science team spoke as a panel at our Future of Data-Centric AI conference in 2022. Please welcome to the stage, Senior Director of Applied ML and Research, Bayan Bruss; Director of Data Science, Erin Babinski; and Head of Data and Machine Learning, Kishore Mosaliganti. Thanks Erin.

Machine Learning 52

Machine Learning Data Scientist ML Data Science 52

Snorkel AI

MAY 12, 2023

Three experts from Capital One ’s data science team spoke as a panel at our Future of Data-Centric AI conference in 2022. Please welcome to the stage, Senior Director of Applied ML and Research, Bayan Bruss; Director of Data Science, Erin Babinski; and Head of Data and Machine Learning, Kishore Mosaliganti. Thanks Erin.

Machine Learning 52

Machine Learning Data Scientist ML Data Science 52

Snorkel AI

JANUARY 25, 2024

QBE Ventures has made a strategic investment in Snorkel AI , a company providing a leading platform for data-centric AI model development. Insurers need simple, scalable, and affordable ways to customise Machine Learning models and fine-tune foundation models. This article was originally published by QBE Ventures.

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Snorkel AI

JANUARY 25, 2024

QBE Ventures has made a strategic investment in Snorkel AI , a company providing a leading platform for data-centric AI model development. Insurers need simple, scalable, and affordable ways to customise Machine Learning models and fine-tune foundation models. This article was originally published by QBE Ventures.

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AI AI Generative AI ML 52

Snorkel AI

APRIL 25, 2023

Vijay Janapa Reddi, professor at Harvard University, gave a presentation entitled “DataPerf: Benchmarks for data” at Snorkel AI’s 2022 Future of Data-Centric AI conference. Ultimately, what it allows us to really do is to raise the bar, effectively, and make sure that we’re making advancements in the field in a very systematic way.

Machine Learning 52

Machine Learning Algorithm ML AI 52

Snorkel AI

APRIL 25, 2023

Vijay Janapa Reddi, professor at Harvard University, gave a presentation entitled “DataPerf: Benchmarks for data” at Snorkel AI’s 2022 Future of Data-Centric AI conference. Ultimately, what it allows us to really do is to raise the bar, effectively, and make sure that we’re making advancements in the field in a very systematic way.

Machine Learning 52

Machine Learning Algorithm ML AI 52

Snorkel AI

MARCH 1, 2023

Photo by Brett Jordan FMs excel at generative, human-in-the-loop tasks, such as writing marketing copy or creating detailed art from a simple prompt. Foundation models underpin generative AI capabilities, from text-generation to music creation to image generation. How do foundation models generate responses? I left it here yesterday.”

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BERT Natural Language Processing Large Language Models Neural Network 83

Snorkel AI

FEBRUARY 27, 2023

Alex Ratner, CEO and co-founder of Snorkel AI, presented a high-level introduction to data-centric AI at Snorkel’s Future of Data-Centric AI virtual conference in 2022. Below follows a transcript of Alex’s presentation, lightly edited for readability. So we’re going to be hearing about lots of topics.

Machine Learning 52

Machine Learning AI AI Large Language Models 52

Snorkel AI

FEBRUARY 27, 2023

Alex Ratner, CEO and co-founder of Snorkel AI, presented a high-level introduction to data-centric AI at Snorkel’s Future of Data-Centric AI virtual conference in 2022. Below follows a transcript of Alex’s presentation, lightly edited for readability. So we’re going to be hearing about lots of topics.

Machine Learning 52

Machine Learning AI AI Large Language Models 52

Snorkel AI

JUNE 22, 2023

They presented “Automating Data Quality Remediation With AI” at Snorkel AI’s The Future of Data-Centric AI Summit in 2022. Their presentation was followed by an audience Q&A moderated by Snorkel AI’s Aarti Bagul A transcript of his talk follows. It has been lightly edited for reading clarity. The macro view will not be surprising.

Data Quality 52

Data Quality Automation Data Scientist ML 52

Snorkel AI

JUNE 22, 2023

They presented “Automating Data Quality Remediation With AI” at Snorkel AI’s The Future of Data-Centric AI Summit in 2022. Their presentation was followed by an audience Q&A moderated by Snorkel AI’s Aarti Bagul A transcript of his talk follows. It has been lightly edited for reading clarity. The macro view will not be surprising.

Data Quality 52

Data Quality Automation Data Scientist ML 52

Snorkel AI

JULY 5, 2023

Abhishek Ratna, in AI ML marketing, and TensorFlow developer engineer Robert Crowe, both from Google, spoke as part of a panel entitled “Practical Paths to Data-Centricity in Applied AI” at Snorkel AI’s Future of Data-Centric AI virtual conference in August 2022. Once again, I’m Abhishek Ratna. Is more data always better?

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