Wang
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AI Sprint Learning Journey - Complete Progress Tracker

AI Sprint Learning Journey - Progress Tracker

Welcome to my comprehensive AI learning journey. This page serves as the central hub for tracking all progress through the 4-week intensive AI sprint.

Learning Timeline Overview

Week 1: Machine Learning Fundamentals & Data Processing

Week 1 Progress: 5/5 days completed (100%)

Week 2: PyTorch Introduction (CV/NLP)

Week 2 Progress: 0/5 days completed (0%)

Week 3: NLP Fine-tuning (Small Models)

Week 3 Progress: 0/5 days completed (0%)

Week 4: Mini LLM Practice (LoRA + Demo)

Week 4 Progress: 0/5 days completed (0%)

Overall Progress Summary

Days Completed: 5 / 20 (25%)

Weeks Completed: 1 / 4 (25%)

Projects Finished: 1 / 4 (25%)

Skills Acquired: 10 / 20+ (50%)

Key Learning Objectives

Week 1 Goals

  • [x] Environment setup and data processing
  • [x] Linear/Logistic regression from scratch
  • [x] sklearn pipeline implementation
  • [x] End-to-end project completion

Week 2 Goals

  • [ ] PyTorch fundamentals mastery
  • [ ] MNIST/CIFAR10 model training
  • [ ] Training loop optimization
  • [ ] Model evaluation and tuning

Week 3 Goals

  • [ ] NLP fine-tuning techniques
  • [ ] Transformer model training
  • [ ] LoRA implementation
  • [ ] Inference script development

Week 4 Goals

  • [ ] LLM instruction fine-tuning
  • [ ] Gradio web interface
  • [ ] Performance optimization
  • [ ] Project documentation

Quick Navigation

Latest Updates

Learning Resources

Progress Visualization

Week 1: ████████████████████ 100% (5/5 days)

Week 2: ░░░░░░░░░░ 0% (0/5 days)

Week 3: ░░░░░░░░░░ 0% (0/5 days)

Week 4: ░░░░░░░░░░ 0% (0/5 days)

Overall: ████████████████████ 25% (5/20 days)

Milestone Celebrations

  • Day 1 Complete: Environment setup and data processing mastered
  • Day 2 Complete: Data analysis and preprocessing mastered
  • Day 3 Complete: Logistic regression from scratch implemented
  • Day 4 Complete: Hyperparameter optimization and cross-validation mastered
  • Day 5 Complete: Deep result analysis and model insights completed
  • Week 1 Complete: All 5 days finished successfully!
  • Sprint Target: Complete by August 30, 2025

Learning Insights

Each day builds upon the previous, creating a comprehensive learning journey. The structured approach ensures steady progress while maintaining quality and depth of understanding.

This progress tracker is updated daily as I complete each learning session. Follow along on this exciting AI learning journey.