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Evaluating and Debugging Generative AI
Short Course

Evaluating and Debugging Generative AI

Learn MLOps tools for managing, versioning, debugging, and experimenting in your ML workflow.

Evaluation and MonitoringFine-TuningGenerative ModelsLLMOpsMLOpsMultiModalPrompt Engineering
  • Weights & Biases
Weights & Biases
Reinforcement Learning From Human Feedback
Short Course

Reinforcement Learning From Human Feedback

Get an introduction to tuning and evaluating LLMs using Reinforcement Learning from Human Feedback (RLHF) and fine-tune the Llama 2 model.

Fine-TuningGenerative ModelsLLMOpsTransformers
  • Google Cloud
Google Cloud
Efficiently Serving LLMs
Short Course

Efficiently Serving LLMs

Understand how LLMs predict the next token and how techniques like KV caching can speed up text generation. Write code to serve LLM applications efficiently to multiple users.

Fine-TuningGenerative ModelsLLMOpsLLM ServingTransformers
  • Predibase
Predibase
Red Teaming LLM Applications
Short Course

Red Teaming LLM Applications

Learn how to make safer LLM apps through red teaming. Learn to identify and evaluate vulnerabilities in large language model (LLM) applications.

AI SafetyChatbotsGenerative ModelsLLMOpsPrompt Engineering
  • Giskard
Giskard
Building an AI-Powered Game
Short Course

Building an AI-Powered Game

Learn to build with LLMs by creating a fun interactive game from scratch.

AI SafetyAI in Software DevelopmentGenAI ApplicationsGenerative ModelsLLMOpsPrompt Engineering
  • Together AI
  • AI Dungeon
Together AI, AI Dungeon
Post-training of LLMs
Short Course

Post-training of LLMs

Adapt LLMs for specific tasks and behaviors using post-training techniques like SFT, DPO, and online RL.

Evaluation and MonitoringFine-TuningGenerative ModelsLLMOpsMachine LearningNLPPrompt EngineeringSupervised LearningTransformers
  • University of Washington
  • NexusFlow
University of Washington, NexusFlow