AI Skill Widget - DeepLearning.AI

AI Skill Widget

Chatbot
RAG (Retrieval Augmented Generation)
Fine-tuning LLMs
Agentic AI

Chatbot

Build a bot that can converse with users to deliver helpful information around a specific application area.

CourseLLM Chats: How LLM provides support chatbotChatGPT Prompt Engineering for Developers

CourseMemory: Make sure your bot can remember what was said earlierLangChain for LLM Application development

CourseGuardrails: Stop it from saying inappropriate thingsSafe and Reliable AI via Guardrails

CourseRAG: Give your system the ability to draw on a knowledge baseBuilding and Evaluating Advanced RAG Applications

RAG (Retrieval Augmented Generation)

Build a bot that can answer questions by querying a catalog of information

CourseRAG workflow: Basics of a RAG systemLangChain: Chat With your data

CourseVector Databases: Understand how data is stored using embeddingsBuilding applications with vector databases

CourseData ingestion: Load many different datatypes into your systemPreprocessing Unstructured Data for LLM Applications

CourseEvaluation: Learn to assess and systematically improve your RAG systemBuilding and Evaluating Advanced RAG Applications

Fine-tuning LLMs

Train an open LLM on your own data

CourseFine-tuning basics: Learn the main concepts of fine-tuningFinetuning large language models

CourseFine-tuning to improve your applicationImproving Accuracy of LLM Applicationss

CourseLlama model: Learn about the popular Llama model, a popular base model to fine-tuneIntroducing multimodal Llama 3.2

CourseFederated fine-tuning: How to carry out fine-tuning in a privacy-preserving wayFederated Fine-tuning of LLMs with Private Data

Agentic AI

Learn to build agentic workflows that prompt an LLM repeatedly to generate high-quality outputs

CourseMulti AI Agents: Learn to coordinate teams of AI agents with the CrewAI frameworkMulti AI Agent Systems with crewAI

CourseDetailed architecture design: Learn to design and build precisely controlled agentic workflows, using LangGraphAI Agents in LangGraph

CourseAgentic design patterns: Learn the key design patterns of Reflection, tool use, planning and multi-agent collaboration with the Autogen frameworkAI Agentic Design Patterns with AutoGen

CourseAgentic memory: Give your agent a large, long-term memoryLLMs as Operating Systems: Agent Memory