Gradient CodeComplete Generative AI Course RAG, AI Agents & DeploymentEnroll

Course

Overview

IntroductionModule 1 · 3 lessons
  • Introductionvideo · Preview
  • What you will learnvideo · Preview
  • Environment Setup Python, IDEs & Dev Toolsvideo · Preview
Generative AI – FoundationModule 2 · 3 lessons
  • AI vs ML vs DL vs GenAIvideo
  • Large Language Modelsvideo
  • Transformer - architecturevideo
Accessing LLMs in PythonModule 3 · 6 lessons
  • OpenAI LLMs (Proprietary)video
  • Gemini LLMs (Proprietary)video
  • Groq LLMs (Open-Source)video
  • Ollama (Open-Source & Local)video
  • Accessing LLMs via LangChainvideo
  • Accessing LLMs via LlamaIndexvideo
Prompt EngineeringModule 4 · 3 lessons
  • Using Prompt Templatevideo
  • Zero-shot Promptingvideo
  • Few-shot Promptingvideo
Building Generative AI ChatbotsModule 5 · 4 lessons
  • Building a chatbot with LangChainvideo
  • Building a chatbot with Llamaindexvideo
  • GenAI Chatbot with Streamlit UIvideo
  • Deploy GenAI Chatbot on Streamlit Cloudvideo
RAG - Retrieval-Augmented GenerationModule 6 · 4 lessons
  • Understanding RAGvideo
  • Building a RAG system in Python with LangChainvideo
  • Building a RAG system in Python with Llamaindexvideo
  • Build a PDF question-answering RAG app with Streamlitvideo
AI AgentsModule 7 · 4 lessons
  • Understanding AI Agentsvideo
  • Build AI Agent with PydanticAIvideo
  • Build AI Agent with Microsoft's AutoGenvideo
  • Multi-Agent system with CrewAIvideo
Capstone Projects – Build and Deploy Real-World AI SolutionsModule 10 · 18 lessons
  • Section 10 - Capstone Projects - Real-World GenAI Applicationsvideo
  • Project 1 - ConvoPro – Private ChatGPT Clonevideo
  • Project 1 - ConvoPro - DB & Environment Setupvideo
  • Project 1 - ConvoPro - Implementationvideo
  • Project 1 - ConvoPro - Deploy on EC2video
  • Project 2 - StudyPal – RAG-Powered AI Study Assistantvideo
  • Project 2 - StudyPal - Environment Setupvideo
  • Project 2 - StudyPal - Document Ingestionvideo
  • Project 2 - StudyPal - RAG Pipeline Implementationvideo
  • Project 2 - StudyPal - EC2 Deploymentvideo
  • Project 3 - AstraRAG - Agentic RAG Chatbot - Production-Gradevideo
  • Project 3 - AstraRAG - Environment Setupvideo
  • Project 3 - AstraRAG - Document Ingestion Pipelinevideo
  • Project 3 - AstraRAG - Build RAG Agentvideo
  • Project 3 - AstraRAG - Build Backend & Frontendvideo
  • Project 3 - AstraRAG - Deploy locally with Dockervideo
  • Project 3 - AstraRAG - EC2 Deployment with Dockervideo
  • Conclusionvideo
Bonus 1 LLM Fine-TuningModule 11 · 1 lessons
  • LLM Fine Tuning with LoRA on Google Colab Text to SQLvideo
Bonus 2 Additional TopicsModule 12 · 7 lessons
  • Tokens & Tokenizersvideo
  • Tokenization Hands-Onvideo
  • ReAct Agents - Explainedvideo
  • Building ReAct Agent from Scratchvideo
  • Build AI Agents with LangChain V1video
  • LLM as a Judgevideo
  • Agent Builder - Build Trading Assistant workflowvideo

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Career

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  2. Capstone Projects – Build and Deploy Real-World AI Solutions
  3. Lesson 34

Project 2 - StudyPal - Environment Setup

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