Hands On Machine Learning

What is the goal of this project?

I want to learn machine learning as fast as possible, because of its usefulness in basically any field of computer science. I want to finish this project in one semester with a deeper understanding of the past, present, and future developments in machine learning. I want to finish this project with a few machine learning projects built from scratch that I can show off. In the short term, I suppose all of this needs to contribute to my employability regarding internships. However, in the long term, I hope this project will become the solid foundation from which I build and create the rest of my machine learning knowledge.

To myself, godspeed.

What is the timeline of this project?

• Week 1 (Jan 17 - 23):

  • Setup Github repository with organized folders and a rough timeline.
  • Setup vscode enviorment with Jupyter Notebook.
  • Read Chapter 1.
  • Complete Chapter 1 exercises.

• Week 2 (Jan 24 - 30):

  • No work done. Saddness.
  • Read Chapter 2.
  • Complete End-to-End Machine Learning Project.
  • Complete Chapter 2 Exercises.

• Week 3 (Jan 31 - Feb 6):

  • No work done. Saddness.
  • Read Chapter 3.
  • Complete Chapter 3 exercises.

• Week 4 (Feb 7 - 13):

  • No work done. Saddness.
  • Read Chapter 4.
  • Complete Chapter 4 exercises.

• Week 5 (Feb 14 - 20):

  • Read Chapter 5.
  • Complete Chapter 5 exercises.

• Week 6 (Feb 21 - 27):

  • Read Chapter 6.
  • Complete Chapter 6 exercises.

• Week 7 (Feb 28 - Mar 6):

  • Read Chapter 7.
  • Complete Chapter 7 exercises.

• Week 8 (Mar 7 - 13):

  • Read Chapter 8.
  • Complete Chapter 8 exercises.

• Week 9 (Mar 14 - 20):

  • Read Chapter 9.
  • Complete Chapter 9 exercises.

• Week 10 (Mar 21 - 27):

  • Read Chapter 10.
  • Complete Chapter 10 exercises.

• Week 11 (Mar 28 - Apr 3):

  • Read Chapter 11.
  • Complete Chapter 11 exercises.

• Week 12 (Apr 4 - 10):

  • Read Chapter 12.
  • Complete Chapter 12 exercises.

• Week 13 (Apr 11 - 17):

  • Read Chapter 13.
  • Complete Chapter 13 exercises.

• Week 14 (Apr 18 - 24):

  • Read Chapter 14.
  • Complete Chapter 14 exercises.

• Week 15 (Apr 25 - May 1):

  • Read Chapter 15.
  • Complete Chapter 15 exercises.

• Week 16 (May 2 - 8):

  • Extra week for unexpected circumstances that may delay this project.
  • Note: this is finals week.

Concluding Thoughts

We'll see if I can finish this first.