Weights & Biases Courses

From 0 to Automated Evals - Hands-on Workshop

1 rating

Master LLM-as-a-Judge evaluation frameworks from scratch using Weave, tackling real-world challenges and practical considerations for generative AI applications.

• YouTube
• 2 hours 39 minutes
• Self-Paced
• Free Video

Enhance Low Light Images Using Keras, Python and Weights & Biases

Train a compact Zero-DCE model on unlabelled dark images for fast low-light enhancement.

• YouTube
• 36 minutes
• Self-Paced
• Free Video

Math for Machine Learning - Exercises: Probability

Implement probability concepts such as surprise, entropy, cross-entropy, divergence, and Gaussian likelihoods to understand machine learning loss functions.

• YouTube
• 44 minutes
• Self-Paced
• Free Video

Math4ML Exercises - Calculus

Work through calculus exercises for machine learning using little-o notation, symbolic Python, linear approximations, gradients, and gradient descent.

• YouTube
• 43 minutes
• Self-Paced
• Free Video

Math4ML Exercises - Linear Algebra, Continued

Exercises that treat matrices as composable functions, using shape checks, multiplication, batching, and concatenation to build machine learning intuition.

• YouTube
• 43 minutes
• Self-Paced
• Free Video

Math4ML Exercises - Getting Started & Linear Algebra

Practice linear algebra through notebook exercises on array shapes, dimension counting, transposes, and matrices as functions.

• YouTube
• 39 minutes
• Self-Paced
• Free Video

Chai Time Kaggle Talks With Anjum Sayed - Datasaurus

A deep dive into a fourth-place CommonLit Kaggle solution, from NLP data exploration and cross-validation to transformer modeling and Weights & Biases workflows.

• YouTube
• 1 hour 38 minutes
• Self-Paced
• Free Video

Probability - Math for Machine Learning

See how probability, surprise, entropy, and Gaussian ideas explain what machine learning optimizes and why negative log probabilities become loss functions.

• YouTube
• 45 minutes
• Self-Paced
• Free Video

Linear Algebra - Math for Machine Learning

An intuition-first introduction to linear algebra for machine learning, using arrays, matrix multiplication, and singular value decomposition as programming and refactoring concepts.

• YouTube
• 41 minutes
• Self-Paced
• Free Video

Navigating Vision Systems with Weights & Biases and SmartCow

Explore computer vision advancements with Weights & Biases and SmartCow. Learn about Ultralytics, object detection metrics, and practical implementations for enhancing ML projects.

• YouTube
• 1 hour 5 minutes
• Self-Paced
• Free Video

Instrumenting Weights & Biases for PII Data Detection - ML Pipeline Tutorial

Instrumenting W&B for PII detection: Learn to track experiments, analyze data, and perform error analysis in ML pipelines. Apply knowledge to a Kaggle competition using W&B Tables and Artifacts.

• YouTube
• 58 minutes
• Self-Paced
• Free Video

End-to-End LLM Fine-Tuning with Weights and Biases Models - From Experimentation to Production

Master end-to-end LLM fine-tuning with W&B Models, from experiment tracking to model deployment in production. Learn to publish models, automate evaluations, and implement CI/CD workflows for efficient AI development.

• YouTube
• 25 minutes
• Self-Paced
• Free Video

Flexible RAG: Development and Evaluation Strategies for Complex User Requests

Explore advanced RAG techniques for complex queries, diverse data sources, and evaluation methods to enhance system flexibility and performance in handling sophisticated user requests.

• YouTube
• 1 hour 3 minutes
• Self-Paced
• Free Video

RAG for Code Generation - AI Hacker Cup Example

Explore advanced LLM-powered competitive programming using RAG for code generation. Learn to design robust architectures, implement AST-based similarity search, and enhance few-shot learning for AI agents.

• YouTube
• 52 minutes
• Self-Paced
• Free Video

DSPy for Code Generation - NeurIPS Hacker Cup AI

Explore DSPy's innovative approach to code generation, enhancing AI capabilities for developers and researchers in neural information processing systems.

• YouTube
• 58 minutes
• Self-Paced
• Free Video