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Helpful Resources to Improve Your Data Labeling

Learn from our internal experts, evangelists, and customers about what you need to successfully accelerate your AI, NLP and Large Language Model (LLM) development.

Latest Articles

Navigating the Geometry of Language: A New Approach to Synthetic Text Generation

Navigating the Geometry of Language: A New Approach to Synthetic Text Generation

Watchful Launches Gen AI Open-Source Tools, Pioneering Transparency for Large Language Models (LLMs)

Watchful Launches Gen AI Open-Source Tools, Pioneering Transparency for Large Language Models (LLMs)

Decoding LLM Uncertainties for Better Predictability

Decoding LLM Uncertainties for Better Predictability

A Surprisingly Effective Way to Estimate Token Importance in LLM Prompts

A Surprisingly Effective Way to Estimate Token Importance in LLM Prompts

Data Labeling is Dead

Data Labeling is Dead

Announcing Watchful Community Edition 💥

Announcing Watchful Community Edition 💥

Automated Data Labeling for Text Classification

Automated Data Labeling for Text Classification

How One Law Firm Uses Watchful to Leverage Attorney Expertise in Classifying Data at Scale

How One Law Firm Uses Watchful to Leverage Attorney Expertise in Classifying Data at Scale

Probabilistic Machine Learning and Weak Supervision

Probabilistic Machine Learning and Weak Supervision

Intelligent Data Labeling and the Future of AI

Intelligent Data Labeling and the Future of AI

What Should My Train/Test Split Be?

What Should My Train/Test Split Be?

Working with Probabilistic Data Labels to Train a Classifier

Working with Probabilistic Data Labels to Train a Classifier

How Much Training Data Do I Need?

How Much Training Data Do I Need?

Best Practices for Training Data Management

Best Practices for Training Data Management

Neural Networks: A Layer Deeper

Neural Networks: A Layer Deeper

The Importance of Constant Labeling

The Importance of Constant Labeling

A Gentle Introduction to Machine Teaching

A Gentle Introduction to Machine Teaching

Latest eBooks

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Latest Whitepapers

Automating Data Labeling for Text Classification and Named Entity Recognition

PAPERS & EBOOKS

Automating Data Labeling for Text Classification and Named Entity Recognition

Hand Labeling Considered Harmful

PAPERS & EBOOKS

Hand Labeling Considered Harmful

Latest Podcast Episodes

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Latest Videos

Grounded Truth Podcast, Ep. 16 - Challenges and Shifts Required for Placing Generative AI into Production

Grounded Truth Podcast, Ep. 16 - Challenges and Shifts Required for Placing Generative AI into Production

Grounded Truth Podcast, Ep. 15 - RAG vs Fine Tuning in LLM Workflows

Grounded Truth Podcast, Ep. 15 - RAG vs Fine Tuning in LLM Workflows

Grounded Truth Podcast, Ep. 12 - Is Data Labeling Dead?

Grounded Truth Podcast, Ep. 12 - Is Data Labeling Dead?

Grounded Truth Podcast, Ep. 11 - Leveraging Machine Teaching to Build Autonomous Agents

Grounded Truth Podcast, Ep. 11 - Leveraging Machine Teaching to Build Autonomous Agents

Grounded Truth Podcast, Ep. 10 - The Application of LLMs for Database DevOps

Grounded Truth Podcast, Ep. 10 - The Application of LLMs for Database DevOps

Grounded Truth Podcast, Ep. 9 - What is Prompt Ensembling?

Grounded Truth Podcast, Ep. 9 - What is Prompt Ensembling?

Grounded Truth Podcast, Ep. 8 - Engineering with LLMs

Grounded Truth Podcast, Ep. 8 - Engineering with LLMs

Grounded Truth Podcast, Ep.7 - Dr. Jennifer Prendki, PhD, Alectio

Grounded Truth Podcast, Ep.7 - Dr. Jennifer Prendki, PhD, Alectio

Grounded Truth Podcast, Ep.6 -Dr. Sneha Subramanian, PhD, Salesloft

Grounded Truth Podcast, Ep.6 -Dr. Sneha Subramanian, PhD, Salesloft

Grounded Truth Podcast, Ep.5 - Dr. Geoffrey Fairchild, Los Alamos National Laboratory

Grounded Truth Podcast, Ep.5 - Dr. Geoffrey Fairchild, Los Alamos National Laboratory

Grounded Truth Podcast (Hot Take) - Pausing Giant AI Experiments

Grounded Truth Podcast (Hot Take) - Pausing Giant AI Experiments

Grounded Truth Podcast, Ep.3 - South Park and ChatGPT: Did They Get It Right?

Grounded Truth Podcast, Ep.3 - South Park and ChatGPT: Did They Get It Right?

Grounded Truth Podcast, Ep. 1 - ChatGPT: What's Next?

Grounded Truth Podcast, Ep. 1 - ChatGPT: What's Next?

The Perils of Manually Labeling Data for Machine Learning Models

The Perils of Manually Labeling Data for Machine Learning Models

Grounded Truth (LIVE) - 2022

Grounded Truth (LIVE) - 2022

Bias is Good: Arguments for Programmatic Labeling

Bias is Good: Arguments for Programmatic Labeling

Data Labeling for Modern Machine Learning

Data Labeling for Modern Machine Learning

Applying Interactive Weak Supervision to NLP Tasks

Applying Interactive Weak Supervision to NLP Tasks

Watchful x Proper Case Study: Part 3 - How Watchful Helps Proper Scale

Watchful x Proper Case Study: Part 3 - How Watchful Helps Proper Scale

Watchful x Proper Case Study: Part 4 - Advice for New Users of Watchful

Watchful x Proper Case Study: Part 4 - Advice for New Users of Watchful

Watchful x Proper Case Study: Part 2 - The Process of Selecting a Data Labeling Solution

Watchful x Proper Case Study: Part 2 - The Process of Selecting a Data Labeling Solution

Watchful x Proper: Case Study (Full Video)

Watchful x Proper: Case Study (Full Video)

Watchful x Proper Case Study: Part 1 - Who is Proper?

Watchful x Proper Case Study: Part 1 - Who is Proper?

Quick Overview - What is Watchful?

Quick Overview - What is Watchful?

The Fallacy of "Ground Truth" with Shayan Mohanty

The Fallacy of "Ground Truth" with Shayan Mohanty

Arguments Against Hand Labeling

Arguments Against Hand Labeling

How Hand Labeling Can Be Harmful

How Hand Labeling Can Be Harmful

Machine Teaching for the Enterprise

Machine Teaching for the Enterprise

Agile Data Labeling with Machine Learning

Agile Data Labeling with Machine Learning

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