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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

Building and Evaluating Advanced RAG

Short Course・

Building and Evaluating Advanced RAG

Learn advanced RAG retrieval methods like sentence-window and auto-merging that outperform baselines, and evaluate and iterate on your pipeline's performance.

AI Frameworks Evaluation and Monitoring GenAI Applications LLMOps RAG Search and Retrieval

TruEra, LlamaIndex

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

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

Automated Testing for LLMOps

Short Course・

Automated Testing for LLMOps

Learn how to create an automated CI pipeline to evaluate your LLM applications on every change, for faster and safer development.

Evaluation and Monitoring LLMOps MLOps Prompt Engineering

Serverless LLM Apps Amazon Bedrock

Short Course・

Serverless LLM Apps Amazon Bedrock

Learn how to deploy an LLM-based application into production using serverless technology. Learn to prompt and customize LLM responses with Amazon Bedrock.

Event-Driven AI GenAI Applications 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

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 Safety Chatbots Generative Models LLMOps Prompt Engineering

Building Your Own Database Agent

Short Course・

Building Your Own Database Agent

Interact with tabular data and SQL databases using natural language, enabling more efficient and accessible data analysis.

Agents Data Processing GenAI Applications LLMOps LLM Serving RAG Search and Retrieval

Carbon Aware Computing for GenAI developers

Short Course・

Carbon Aware Computing for GenAI developers

Train your machine learning models using cleaner energy sources.

GenAI Applications LLMOps LLM Serving

Prompt Compression and Query Optimization

Short Course・

Prompt Compression and Query Optimization

Optimize the efficiency, security, query processing speed, and cost of your RAG applications.

Data Processing GenAI Applications LLMOps Prompt Engineering RAG Search and Retrieval Vector Databases

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

LLMs as Operating Systems: Agent Memory

Short Course・

LLMs as Operating Systems: Agent Memory

Build systems with MemGPT agents that can autonomously manage their memory.

Agents LLMOps Prompt Engineering RAG

Safe and reliable AI via guardrails

Short Course・

Safe and reliable AI via guardrails

Move your LLM-powered applications beyond proof-of-concept and into production with the added control of guardrails.

AI Safety Chatbots Evaluation and Monitoring GenAI Applications LLMOps NLP Prompt Engineering RAG

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 Safety AI in Software Development GenAI Applications Generative Models LLMOps Prompt Engineering

Together AI, AI Dungeon

How Transformer LLMs Work

Short Course・

How Transformer LLMs Work

Understand the transformer architecture that powers LLMs to use them more effectively.

Deep Learning Embeddings GenAI Applications LLMOps Machine Learning NLP RAG Transformers

Jay Alammar, Maarten Grootendorst

Evaluating AI Agents

Short Course・

Evaluating AI Agents

Learn how to systematically evaluate, improve, and iterate on AI agents using structured assessments.

Agents Evaluation and Monitoring GenAI Applications LLMOps MLOps Prompt Engineering Task Automation

Long-Term Agentic Memory With LangGraph

Short Course・

Long-Term Agentic Memory With LangGraph

Learn to build AI agents with long-term memory with LangGraph, using LangMem for memory management.

Agents Chatbots Embeddings Evaluation and Monitoring GenAI Applications LLMOps Prompt Engineering RAG Search and Retrieval Vector Databases

Getting Structured LLM Output

Short Course・

Getting Structured LLM Output

Learn how to generate structured outputs to power production-ready LLM software applications.

AI in Software Development GenAI Applications LLMOps Prompt Engineering

Building AI Voice Agents for Production

Short Course・

Building AI Voice Agents for Production

Build responsive, scalable, and human-like AI voice applications.

Agents Evaluation and Monitoring GenAI Applications LLMOps NLP Prompt Engineering

LiveKit, RealAvatar

MCP: Build Rich-Context AI Apps with Anthropic

Short Course・

MCP: Build Rich-Context AI Apps with Anthropic

Build AI apps that access tools, data, and prompts using the Model Context Protocol.

AI Frameworks Agents Chatbots GenAI Applications LLMOps Prompt Engineering 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

DSPy: Build and Optimize Agentic Apps

Short Course・

DSPy: Build and Optimize Agentic Apps

Build, debug, and optimize AI agents using DSPy and MLflow.

AI Frameworks Agents Evaluation and Monitoring GenAI Applications LLMOps MLOps Prompt Engineering RAG Search and Retrieval Task Automation

Orchestrating Workflows for GenAI Applications

Short Course・

Orchestrating Workflows for GenAI Applications

Turn your GenAI prototype into an automated pipeline using Apache Airflow

Data Engineering Data Processing Embeddings Evaluation and Monitoring Event-Driven AI GenAI Applications LLMOps RAG Task Automation Vector Databases