Log In
0% completed
All Lessons
Free Lessons (5)
Introduction to Building Chatbots
Overview of the Course
A Recap on Artificial Intelligence
Quiz: Introduction to Building Chatbots
Understanding Transformers
Overview of Transformers
Tokenizing Text
Embedding the Tokenized Text
Applying Positional Encoding and Embedding with Transformers
Quiz: Transformers
Project
Automating Contract Review with Transformer Models
Understanding Large Language Models (LLMs)
Overview of Large Language Models (LLMs)
Exploring Open-Source LLMs
Downstream Task: Text Classification
Downstream Task: Table Question Answering
Downstream Task: Translation
Downstream Task: Summarization
Downstream Task: Sentence Similarity
Downstream Task: Text Inference
Quiz: LLMs
Data Collection and Preparation
Manipulating Data: System Workflow
Manipulating Data: Libraries Workflow
Quiz: Data Manipulation
Optimizing RAG Workflows with LangChain
Introduction to RAG
Overview of LangChain
Retrieval Strategies: Web and Multimedia Document Loaders
Retrieval Strategies: Common Document Loaders
Retrieval Strategies: Data Chunking
Retrieval Strategies: Embedding and Vector Stores
Retrieval Strategies: Data Chunks Retrievers Base
Retrieval Strategies: Retrievers
Quiz: LangChain Framework
Prompt Engineering and Retrieval Chains
Prompting Strategies: Direct and Contextual
Prompting Strategies: Structured Reasoning
Prompting Strategies: Prompt Templates
Composition Strategies: Chain Constructor Explanation
Composition Strategies: Chain Constructor Implementation
Quiz: Prompts and Chains
Chatbot User Interface Development with Streamlit
Introduction to Streamlit: Basic Concepts
Introduction to Streamlit: Advanced Concepts
Quiz: Streamlit Framework
Chatbot Integration and Evaluation
Integrating Chatbots with the Streamlit Interface
Evaluating Chatbots
Quiz: Chatbot Integration and Evaluation
Capstone Project
Capstone Project: Objective
Capstone Project: Interface
Capstone Project: Functions
Capstone Project: Retriever
Capstone Project: Generator
Conclusion and Future Developments
Recap and Potential Enhancement of the Chatbot
Build AI Chatbots with Open-Source LLMs, LangChain, and Streamlit
/
...
/
Quiz: LLMs
Quiz: LLMs
Test your understanding of large language models (LLMs).
We'll cover the following...
Test your knowledge
...