Elevate Your ML Toolkit

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Table of Contents

LLM Usage in ML Production

Technical Stack

  1. Programming Languages
  2. Machine Learning Frameworks
  3. Data Processing and Analysis
  4. Data Visualization
  5. Version Control
  6. Integrated Development Environments (IDEs)

Machine Learning Practices

  1. Machine Learning Training
  2. Machine Learning Inference

Cloud and Automation

  1. Cloud Platforms
  2. Automated Machine Learning (AutoML)
  3. Model Deployment
  4. Monitoring and Logging

Collaboration and Data Management

  1. Collaboration Tools
  2. Database Systems
  3. Experiment Tracking
  4. Model Interpretability
  5. Data Version Control
  6. Model Registry
  7. ML Training Orchestration
  8. Scale ML Training
  9. Big Data Processing
  10. Hardware Acceleration
  11. DevOps and CI/CD Tools
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