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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 Monitoring Fine-Tuning Generative Models LLMOps MLOps MultiModal Prompt Engineering

Weights & Biases

Finetuning Large Language Models

Short Course

Finetuning Large Language Models

Discover when to use finetuning vs prompting for LLMs. Select suitable open-source models, prepare data, and train & evaluate for your specific domain.

Deep Learning Fine-Tuning Transformers

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-Tuning Generative Models LLMOps Transformers

Advanced Retrieval for AI with Chroma

Short Course

Advanced Retrieval for AI with Chroma

Learn advanced retrieval techniques to improve the relevancy of retrieved results. Learn to recognize poor query results and use LLMs to improve queries.

Embeddings Fine-Tuning GenAI Applications RAG Search and Retrieval

LLMOps

Short Course

LLMOps

Learn LLMOps best practices as you design and automate steps to fine-tune and deploy an LLM for a specific task.

AI Safety Chatbots Data Processing Evaluation and Monitoring Fine-Tuning LLMOps

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-Tuning Generative Models LLMOps LLM Serving Transformers

Prompt Engineering for Vision Models

Short Course

Prompt Engineering for Vision Models

Learn prompt engineering for vision models using Stable Diffusion, and advanced techniques like object detection and in-painting.

Computer Vision Diffusion Models Fine-Tuning Generative Models Prompt Engineering

Pretraining LLMs

Short Course

Pretraining LLMs

Learn the essential steps to pretrain a large language model from scratch.

Deep Learning Evaluation and Monitoring Fine-Tuning GenAI Applications LLMOps Machine Learning Mathematical Foundations Transformers

Improving Accuracy of LLM Applications

Short Course

Improving Accuracy of LLM Applications

Systematically improve the accuracy of LLM applications with evaluation, prompting, and memory tuning.

AI Frameworks Agents Evaluation and Monitoring Fine-Tuning Machine Learning Prompt Engineering

Introducing Multimodal Llama 3.2

Short Course

Introducing Multimodal Llama 3.2

Try out the features of the new Llama 3.2 models to build AI applications with multimodality.

Agents Chatbots Computer Vision Fine-Tuning GenAI Applications Generative Models MultiModal Prompt Engineering

Building AI Browser Agents

Short Course

Building AI Browser Agents

Build agents that navigate and interact with websites, and learn how to make them more reliable.

AI Frameworks Agents Evaluation and Monitoring Fine-Tuning GenAI Applications Task Automation

Reinforcement Fine-Tuning LLMs With GRPO

Short Course

Reinforcement Fine-Tuning LLMs With GRPO

Improve LLM reasoning with reinforcement fine-tuning and reward functions.

Evaluation and Monitoring Fine-Tuning GenAI Applications LLMOps LLM Serving Machine Learning Prompt Engineering Supervised Learning Transformers

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 Monitoring Fine-Tuning Generative Models LLMOps Machine Learning NLP Prompt Engineering Supervised Learning Transformers

University of Washington, NexusFlow

Pydantic for LLM Workflows

Short Course

Pydantic for LLM Workflows

Build reliable LLM applications with structured outputs and validated data using Pydantic.

Evaluation and Monitoring Fine-Tuning Generative Models LLMOps Machine Learning NLP Prompt Engineering Supervised Learning Transformers

DeepLearning.AI