AI Course/PROGRESS_TRACKER.md

Course file

PROGRESS_TRACKER.md

PROGRESS_TRACKER.md

Progress Tracker

Use this once per week. Add a date, check boxes honestly, and write short notes.

Week 1: Neural Network Basics

  • [ ] I ran the main script
  • [ ] I changed at least one weight or input
  • [ ] I explained activation in my own words
  • [ ] I completed the reflection
  • [ ] I recorded one course or product improvement idea
  • Notes:

Week 2: Training And Gradients

  • [ ] I ran gradient descent
  • [ ] I saved or viewed the loss plot
  • [ ] I changed the learning rate
  • [ ] I completed the reflection
  • [ ] I recorded one course or product improvement idea
  • Notes:

Week 3: Micrograd

  • [ ] I read the core Value class
  • [ ] I traced one backward pass
  • [ ] I completed the guided exercise
  • [ ] I wrote what still confuses me
  • [ ] I recorded one course or product improvement idea
  • Notes:

Week 4: Text Prediction

  • [ ] I generated sample text
  • [ ] I changed sampling settings or data
  • [ ] I compared two outputs
  • [ ] I completed the reflection
  • [ ] I recorded one course or product improvement idea
  • Notes:

Week 5: Attention

  • [ ] I ran the notebook
  • [ ] I explained queries, keys, and values
  • [ ] I changed the numeric example
  • [ ] I took notes on what attention is doing
  • [ ] I recorded one course or product improvement idea
  • Notes:

Week 6: NanoGPT Data Prep

  • [ ] I ran prepare_data.py
  • [ ] I inspected train and validation outputs
  • [ ] I explained tokenization choices
  • [ ] I recorded what I noticed
  • [ ] I recorded one course or product improvement idea
  • Notes:

Week 7: NanoGPT CPU Experiments

  • [ ] I filled out the experiment log
  • [ ] I compared at least two runs fairly
  • [ ] I stayed inside CPU-safe limits
  • [ ] I wrote one trusted conclusion
  • [ ] I recorded one course or product improvement idea
  • Notes:

Week 8: PyTorch

  • [ ] I trained the PyTorch model
  • [ ] I understand where autograd helped
  • [ ] I changed at least one hyperparameter
  • [ ] I completed the reflection
  • [ ] I recorded one course or product improvement idea
  • Notes:

Week 9: LLM API Chatbot

  • [ ] I created a local .env
  • [ ] I ran the chatbot successfully
  • [ ] I changed the system prompt or style
  • [ ] I completed the reflection
  • [ ] I recorded one course or product improvement idea
  • Notes:

Week 10: Local RAG

  • [ ] I ran the retriever locally
  • [ ] I inspected retrieved passages
  • [ ] I asked at least three questions
  • [ ] I completed the reflection
  • [ ] I recorded one course or product improvement idea
  • Notes:

Week 11: Final Project Proposal

  • [ ] I chose a project idea
  • [ ] I defined a small scope
  • [ ] I customized the template
  • [ ] I created a first working version
  • [ ] I recorded one course or product improvement idea
  • Notes:

Week 12: Final Project Ship

  • [ ] I improved the project
  • [ ] I prepared a short demo
  • [ ] I wrote a retrospective
  • [ ] I explained what I learned
  • [ ] I recorded one course or product improvement idea
  • Notes: