LangChain & LLMs – Build Autonomous AI Tools Masterclass

سرفصل های دوره

Mastering AI Development: Hands-On Projects & Deep Insights with Python, LangChain & OpenAI's Advanced LLMs

1. Introduction

1. Welcome

2. Introduction & Course Pre-requisites

3. What Youll Build in this Course - Demo

4. Connect with Me

2. Download Course Resources

1.1 langchain-course-code.zip

1. Download Code.html

3. Development Environment Setup

1. Setup OpenAI API - API Key

2. Install Python - Full Instructions

3. Setup VS Code and Python Extensions

4. LangChain and LLMs - Deep Dive

1. Whats an LLM

2. LangChain Deep Dive - How it Works and Benefits

3. Setup Python Environment VS Code

4. LangChain Building Blocks - Components - Chains - Agents

5. LangChain Language Model Types

6. LangChain Language Model Types

5. Checkpoint

1. Checkpoint - How are Things

6. LangChain Prompts Template

1. LangChain Prompt Template - Introduction and Motivation

2. Prompt Templates - Hands-on

7. LangChain Parsers

1. Parsers - Introduction

2. Output Parsers - Hands-on

3. Pydantic Output Parser - Introduction

4. Pydantic Parser

5. LangChain Building Blocks Summary

8. LangChain Memory and Chains

1. LangChain Memory - Introduction

2. Memory Hands-On - ConversationBufferMemory

3. LangChain Chains - Introduction

4. LLMChain Hands-on

5. LLMChain Input Variables - Hands-on

6. Sequential Chain Hands-on

7. Streamlit Application - Lullaby Generator - Demo

8. Lullaby Application with Streamlit - Hands-on

9. LangChain Routers, Document Loading and Document Splitting

1. Router Chains - Introduction and Hands-on - Part 1

2. Router Chains - Hands-on - Part 2

3. LangChain Document Loading - Loading a PDF File

4. Document Splitting - An Overview

5. CharacterTextSplitter - Hands-on

6. RecursiveCharacterTextSplitter - Hands-on

10. LangChain Embeddings and Vectorstores

1. Vectorstore & Embeddings - Full Overview

2. Embeddings and Semantic Similarity Test - Hands-on

3. Saving Embeddings to Chroma DB & Similarity Search

4. LangChain Retrievers

11. LangChain Agents - Deep Dive

1. Agents - Introduction

2. Agents - Motivation & Creating a Tool for an Agent

3. Built-in Math Tool & Testing an Agent

4. Adding a General Knowledge Tool for Our Agent

5. Agents Types

6. Looking Into the Agents Prompt Template

7. Conversational Agent and Memory - Hands-on

8. LangChain Docstore Agent

9. Self-Ask-with-Search Agent

10. What Weve Learned So Far - Recap

12. [REAL-WORLD] App - PDF Extractor

1. Bill Extractor - Project Introduction and Functions Setpu

2. Front-end Setup and Testing

13. [REAL-WORLD] App - Newsletter Generator

1. Newsletter Generator Demo

2. Setup the Search Function with Serper API Key and Testing

3. Picking the Best Articles Function and Testing

4. Article Summary

5. Fixing a Python Libmagic Bug

6. Generating the Newsletter

7. Creating the Frontend with Streamlit - Final Result

14. [REAL-WORLD] App - Multi-document Chatbot

1. Document Chatbot - Resume Analyzer Bot

2. Document Chatbot with LangChain QAChain

3. Multi-Document Chatbot with Streamlit - Full Chatbot

15. [REAL-WORLD] App - Image to Text

1. Image to Recipe App - Demo

2. Setup HuggingFace Token & Generating Text from an Image

3. Text to Speech

4. Generating Recipes from Image - Image Captioning

5. Adding a Frontend with Streamlit - Text to Recipe Application - Final Result

16. Next Steps

1. Next Steps

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تولید کننده: Udemy