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The roadmap, in 8 stages

  1. 01Programming for AI/ML9 courses
  2. 02Statistics and ML Algorithms11 courses
  3. 03MLOps12 courses
  4. 04Deep Learning6 courses
  5. 05Agentic AI10 courses
  6. 06Time Series Forecasting9 courses
  7. 07Industry DS Projects15 courses
  8. 08Special Topics13 courses

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Courses, in 8 stages

  1. 01Programming for AI/ML9 courses
  2. 02Statistics and ML Algorithms11 courses
  3. 03MLOps12 courses
  4. 04Deep Learning6 courses
  5. 05Agentic AI10 courses
  6. 06Time Series Forecasting9 courses
  7. 07Industry DS Projects15 courses
  8. 08Special Topics13 courses
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  1. Courses
  2. Productionizing RAG System
  3. Understanding the Data

Environment Setup

Video · 4 min · Lesson 7 of 29

PreviousSetup E-Commerce FAQ DatabaseNext lessonChunking Methods and Techniques – Part 1

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Generative AIProductionizing RAG System

    1. Install DependenciesFree3 min
    2. Download Resources
    3. Configure AWS CredentialsFree3 min
    4. Test AWS Connection1 min
    5. Test Bedrock Model Access1 min
    6. Setup E-Commerce FAQ Database4 min
    1. Environment SetupFree4 min
    2. Chunking Methods and Techniques – Part 16 min
    3. Chunking Methods and Techniques – Part 26 min
    4. Evaluating Chunking Strategies4 min
    1. Setup & Upload to S39 min
    2. Bedrock Knowledge Base5 min
    1. Setup and Configuration3 min
    2. Advanced RAG Pipeline1 min
    3. Ingestion Job Overview1 min
    4. Trigger New Ingestion Job4 min
    5. Test Knowledge Base Retrieval2 min
    6. Indexed Data Structure1 min
    7. Compare Retrieval Across Multiple Queries2 min
    8. Understanding Vector Search3 min
    1. Preview of the Streamlit AppFree1 min
    2. Building the UI3 min
    3. Containerizing Streamlit App with Docker6 min
    4. Configuring environment variables on AWS5 min
    5. Pushing Docker Images to AWS ECR1 min
    6. ECR Push Commands7 min
    7. Create ECS Cluster3 min
    8. Create Task Definition2 min
    9. Create and Deploy Service5 min

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