Weights & Biases Courses

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

DSPy for Code Generation: Building and Optimizing Language Model Pipelines

Explore DSPy, a Stanford framework for optimizing language model pipelines in code generation. Learn its applications, potential, and hands-on usage with the HackerCup dataset.

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

Advancements in AI Inference Technology - Cerebras Systems' Wafer-Scale Chips

Explore groundbreaking AI inference technology with Cerebras Systems CEO, discussing wafer-scale chips, architectural innovations, and the future of machine learning in production environments.

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

Fine-Tuning Large Language Models with Limited Resources - NeurIPS Hacker Cup AI

Strategies for fine-tuning large language models with limited resources: memory optimization, gradient accumulation, activation checkpointing, LoRa, and dataset quality. Practical advice for 40 GB VRAM GPU constraints.

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

SWEAgent: Solving Programming Problems with AI - NeurIPS Hacker Cup

Explore SWEAgent: AI tool for solving complex coding challenges. Learn setup, customization, and practical applications through live demonstrations and real-world examples.

• YouTube
• 1 hour 9 minutes
• Self-Paced
• Free Video

Reinforcement Learning with TorchRL and TensoDict - NeurIPS Hacker Cup AI

Explore TorchRL and TensoDict for advanced reinforcement learning in PyTorch, covering RLHF, data handling, and practical applications for streamlined RL workflows.

• YouTube
• 1 hour 2 minutes
• Self-Paced
• Free Video

Reinventing AI Agents for Code Generation and Software Development

Explore AI agents' impact on code generation and software development with Imbue CEO Kanjun Qiu. Learn about autonomous AI systems, practical research, and the challenges of creating AI that writes and verifies code.

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

LLMOps and FMOps for E-commerce - Booking.com Case Study

Explore MLOps evolution in e-commerce, focusing on LLMs' impact, key investments, and real-world examples from Booking.com's AI implementation and scaling challenges.

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

Fine-tuning LLMs to Reduce Hallucination - Leveraging Out-of-Domain Data

Explore techniques to enhance LLM factual consistency using out-of-domain data and two-step fine-tuning. Learn to leverage Weights & Biases for model evaluation and improve hallucination detection.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

Aligning LLM Judges for Better Evaluations in RAG Pipelines

Explore strategies for aligning LLM judges in evaluations, focusing on RAG pipelines. Learn to build effective systems using LlamaIndex and W&B Weave for systematic assessment and annotation.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

4 Steps to Production LLM - Climate RAG with Weave

Improve a Climate RAG chatbot for production using Weights & Biases Weave. Learn end-to-end process including tracing, benchmarking, and incorporating feedback for iterative enhancement.

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

Getting Started with Registry from Weights & Biases

Learn to use Weights & Biases Registry for versioning, tracking, and sharing ML models and datasets. Explore logging, managing artifacts, custom registries, and publishing models and datasets.

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

Building Agentic AI Workflows with W&B Weave - A Hiring Assistant Case Study

Discover how to build, evaluate, and monitor agentic AI workflows using W&B Weave through a practical hiring assistant that screens candidates with advanced tracing and guardrails.

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

How DeepL Built a Translation Powerhouse with AI

Discover how DeepL's CEO built an AI translation powerhouse, competing with Google through neural networks, custom data centers, and enterprise-focused quality innovations.

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