Latest posts

Unlock proprietary data with Snorkel Flow and Amazon SageMaker

Accelerate LLM development with Snorkel Flow and SageMaker. Automate dataset curation, accelerate training, and gain a competitive advantage.

December 2, 2024

LLM evaluation in enterprise applications: a new era in ML

Learn about the obstacles faced by data scientists in LLM evaluation and discover effective strategies for overcoming them.

November 25, 2024

Snorkel AI joins the AWS ISV Accelerate Program and launches Snorkel Flow Availability in AWS Marketplace

Snorkel AI and AWS are partnering to help enterprises build, deploy, and evaluate custom, production-ready AI models. Learn how.

November 19, 2024

AI data development: a guide for data science projects

What is AI data development? AI data development includes any action taken to convert raw information into a format useful to AI.

November 13, 2024
LLM Evaluation: How to Evaluate LLMs for Better Enterprise Performance
Leveraging AWS and Snorkel Flow for AI Model Improvement
See how AWS and Snorkel Flow integrate to build valuable enterprise LLMs faster than ever
How to Evaluate LLM Performance for Domain-Specific Use Cases
Understand the basics of LLM training in under four minutes!
RAG Optimization: A Practical Overview for Improving Retrieval Augmented Generation
RAG: LLM performance boost with retrieval-augmented generation

RAG: LLM performance boost with retrieval-augmented generation

Retrieval-augmented generation (RAG) enables LLMs to produce more accurate responses by finding and injecting relevant context. Learn how.

August 15, 2024

Snorkel AI signs strategic collaboration agreement with AWS to help enterprises cross the demo-to-production chasm

To tackle generative AI use cases, Snorkel AI + AWS launched an accelerator program to address the biggest blocker: unstructured data.

June 27, 2024

AI alignment made simple: innovative solutions for businesses

AI alignment ensures that AI systems align with human values, ethics, and policies. Here’s a primer on how developers can build safer AI.

June 27, 2024

Walking safely before building flying saucer seatbelts: introducing Enterprise Alignment

Snorkel takes a step on the path to enterprise superalignment with new data development workflows for enterprise alignment

Call center AI for customer experience management: a case study

Call center AI for customer experience management: a case study

How one large financial institution used call center AI to inform customer experience management with real-time data.

August 14, 2024

How we achieved 89% accuracy on contract question answering

A customer wanted an llm system for complex contract question answering tasks. We helped them build it—beating the baseline by 64 points.

April 2, 2024

Content filtering breakthrough: Snorkel client reaches 96% recall in 3 days

Snorkel AI helped a client solve the challenge of social media content filtering quickly and sustainably. Here’s how.

March 26, 2024

First cohort of Snorkel GenAI customers sees gains up to 54 points

In its first six months, Snorkel Foundry collaborated on high-value projects with notable companies and produced impressive results.

December 20, 2023
Data development
LLM evaluation in enterprise applications: a new era in ML

LLM evaluation in enterprise applications: a new era in ML

Learn about the obstacles faced by data scientists in LLM evaluation and discover effective strategies for overcoming them.

November 25, 2024

AI data development: a guide for data science projects

What is AI data development? AI data development includes any action taken to convert raw information into a format useful to AI.

November 13, 2024

How a global financial services company built a specialized AI copilot accurate enough for production

Learn how Snorkel, Databricks, and AWS enabled the team to build and deploy small, specialized, and highly accurate models which met their AI production requirements and strategic goals.

September 9, 2024

Task Me Anything: innovating multimodal model benchmarks

“Task Me Anything” empowers data scientists to generate bespoke benchmarks to assess and choose the right multimodal model for their needs.

September 4, 2024
Unlock proprietary data with Snorkel Flow and Amazon SageMaker

Unlock proprietary data with Snorkel Flow and Amazon SageMaker

Accelerate LLM development with Snorkel Flow and SageMaker. Automate dataset curation, accelerate training, and gain a competitive advantage.

December 2, 2024

Snorkel AI joins the AWS ISV Accelerate Program and launches Snorkel Flow Availability in AWS Marketplace

Snorkel AI and AWS are partnering to help enterprises build, deploy, and evaluate custom, production-ready AI models. Learn how.

November 19, 2024

SnorkelCon 2024: Inaugural Snorkel AI user conference gathers leaders from 30+ Fortune 500 companies

Discover highlights of Snorkel AI’s first annual SnorkelCon user conference. Explore Snorkel’s programmatic AI data development achievements.

October 22, 2024

Explore the new GenAI Evaluation Suite: Snorkel 2024.R3

We aim to help our customers get GenAI into production. In our 2024.R3 release, we’ve delivered some exciting GenAI evaluation results.

October 9, 2024
Long context models in the enterprise: benchmarks and beyond

Long context models in the enterprise: benchmarks and beyond

Snorkel researchers devised a new way to evaluate long context models and address their “lost-in-the-middle” challenges with mediod voting.

June 6, 2024

How ROBOSHOT boosts zero-shot foundation model performance

ROBOSHOT acts like a lens on foundation models and improves their zero-shot performance without additional fine-tuning.

April 30, 2024

Snorkel teams with Microsoft to showcase new AI research at NVIDIA GTC

Microsoft infrastructure facilitates Snorkel AI research experiments, including our recent high rank on the AlpacaEval 2.0 LLM leaderboard.

How Skill-it! enables faster, better LLM training

Humans learn tasks better when taught in a logical order. So do LLMs. Researchers developed a way to exploit this tendency called “Skill-it!”

March 12, 2024

Latest posts

Unlock proprietary data with Snorkel Flow and Amazon SageMaker

Accelerate LLM development with Snorkel Flow and SageMaker. Automate dataset curation, accelerate training, and gain a competitive advantage.

December 2, 2024

LLM evaluation in enterprise applications: a new era in ML

Learn about the obstacles faced by data scientists in LLM evaluation and discover effective strategies for overcoming them.

November 25, 2024

Snorkel AI joins the AWS ISV Accelerate Program and launches Snorkel Flow Availability in AWS Marketplace

Snorkel AI and AWS are partnering to help enterprises build, deploy, and evaluate custom, production-ready AI models. Learn how.

November 19, 2024

AI data development: a guide for data science projects

What is AI data development? AI data development includes any action taken to convert raw information into a format useful to AI.

November 13, 2024

SnorkelCon 2024: Inaugural Snorkel AI user conference gathers leaders from 30+ Fortune 500 companies

Discover highlights of Snorkel AI’s first annual SnorkelCon user conference. Explore Snorkel’s programmatic AI data development achievements.

October 22, 2024

Explore the new GenAI Evaluation Suite: Snorkel 2024.R3

We aim to help our customers get GenAI into production. In our 2024.R3 release, we’ve delivered some exciting GenAI evaluation results.

October 9, 2024

Snorkel Flow 2024.R3: Supercharge your AI development with enhanced data-centric workflows

Snorkel AI has made building production-ready, high-value enterprise AI applications faster and easier than ever. The 2024.R3 update to our Snorkel Flow AI data development platform streamlines data-centric workflows, from easier-than-ever generative AI evaluation to multi-schema annotation.

October 9, 2024

New NLP features in Snorkel Flow 2024.R3

Discover new NLP features in Snorkel Flow\’s 2024.R3 release, including named entity recognition for PDFs + advanced sequence tagging tools.

October 9, 2024

Enterprise data compliance and security review: Snorkel Flow 2024.R3

Discover the latest enterprise readiness features for Snorkel Flow. Configure safeguards for data compliance and security.

October 9, 2024

How a global financial services company built a specialized AI copilot accurate enough for production

Learn how Snorkel, Databricks, and AWS enabled the team to build and deploy small, specialized, and highly accurate models which met their AI production requirements and strategic goals.

Dr. Bubbles, Snorkel AI's mascot
September 9, 2024

Task Me Anything: innovating multimodal model benchmarks

“Task Me Anything” empowers data scientists to generate bespoke benchmarks to assess and choose the right multimodal model for their needs.

September 4, 2024

Alfred: Data labeling with foundation models and weak supervision

Introducing Alfred: an open-source tool for combining foundation models with weak supervision for faster development of academic data sets.

August 27, 2024

RAG: LLM performance boost with retrieval-augmented generation

Retrieval-augmented generation (RAG) enables LLMs to produce more accurate responses by finding and injecting relevant context. Learn how.

August 15, 2024

Call center AI for customer experience management: a case study

How one large financial institution used call center AI to inform customer experience management with real-time data.

August 14, 2024

New GenAI features, data annotation: Snorkel Flow 2024.R2

This release features new GenAI tools and Multi-Schema Annotation, as well as new enterprise security tools and an updated home page.

August 7, 2024

How data slices transform enterprise LLM evaluation

Enterprises must evaluate LLM performance for production deployment. Custom, automated eval + data slices present the best path to production.

August 1, 2024

Meta’s Llama 3.1 405B is the new Mr. Miyagi, now what?

Meta’s Llama 3.1 405B, rivals GPT-4o in benchmarks, offering powerful AI capabilities. Despite high costs, it can enhance LLM adoption through fine-tuning, distillation, and as an AI judge.

July 25, 2024

Meta’s new Llama 3.1 models are here! Are you ready for it?

Meta released Llama 3 405B today, signaling a new era of open source AI. The model is ready to use on Snorkel Flow.

July 23, 2024

Data-centric AI with Snorkel and MinIO

High-performing AI systems require more than a well-designed model. They also require properly constructed training and testing data.

Weak supervision for non-categorical applications + superalignment

We need more labeled data than ever, so we have explored weak supervision for non-categorical applications—with notable results.

Changho Shin
July 2, 2024

Snorkel AI signs strategic collaboration agreement with AWS to help enterprises cross the demo-to-production chasm

To tackle generative AI use cases, Snorkel AI + AWS launched an accelerator program to address the biggest blocker: unstructured data.

Dr. Bubbles, Snorkel AI's mascot
June 27, 2024

AI alignment made simple: innovative solutions for businesses

AI alignment ensures that AI systems align with human values, ethics, and policies. Here’s a primer on how developers can build safer AI.

June 27, 2024

How does the Snorkel Flow label model work?

The Snorkel Flow label model plays an instrumental role in driving the enterprise value we create. Here’s a peek at how it works.

June 18, 2024

Vision language models: how LLMs boost image classification

Vision language models demonstrate impressive image classification capabilities, but LLMs can help improve their performance. Learn how.

June 12, 2024

Long context models in the enterprise: benchmarks and beyond

Snorkel researchers devised a new way to evaluate long context models and address their “lost-in-the-middle” challenges with mediod voting.

June 6, 2024

How to build production-grade RAG retrieval with Snorkel Flow

See a walkthrough of how Snorkel Flow users build applications with production-grade RAG retrieval components.

June 4, 2024

How Bonito helps fine-tune specialized LLMs faster than ever

Fine-tuning specialized LLMs demands a lot of time and cost We developed Bonito to make this process faster, cheaper, and easier.

May 28, 2024

Walking safely before building flying saucer seatbelts: introducing Enterprise Alignment

Snorkel takes a step on the path to enterprise superalignment with new data development workflows for enterprise alignment

Role-based access controls in Snorkel Flow secure enterprise data

Snorkel Flow’s 2024.R1 release includes new role-based access control tools to further safeguard valuable enterprise data.

May 14, 2024

Accelerating AI development in manufacturing with Snorkel Flow and AWS SageMaker

The manufacturing industry has experienced a massive influx of data. Snorkel AI and AWS Sage Maker can make that data actionable.

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