Learn + Blog every day in 2024

Math, Stats, AI, Data Eng, MLOps!

Home Projects 2025 About

(Day 54) I became a backprop ninja! (woohoo)

February 24, 2024

Hello :) Today is Day 54!

A quick summary of today:

  • Read through cs231n’s neural network lectures 123
  • Spent 8 hours going over Andrej Karpathy’s backprop ninja tutorial
Read More

(Day 53) Getting closer to becoming a 'backprop ninja' (thanks to Stanford Uni's cs231n assignments)

February 23, 2024

Hello :) Today is Day 53!

A quick summary of today:

  • Started Stanford University’s cs231n
    • Image Classification: Data-driven Approach, k-Nearest Neighbor, train/val/test splits
    • Linear classification: Support Vector Machine, Softmax
    • Optimization: Stochastic Gradient Descent
    • Backpropagation, Intuitions
Read More

(Day 52) Learning more about transformers with Andrej Karpathy

February 22, 2024

Hello :) Today is Day 52!

A quick summary of today:

  • GPT from scratch with Andrej Karpathy
  • Re-watching his other tutorials
Read More

(Day 51) More of AI503 - High-dim space, random walks and markov chains, VC-dims

February 21, 2024

Hello :) Today is Day 51!

A quick summary of today:

  • Lecture 8: High-dimensional Space
  • Lecture 9: Random Walks and Markov Chains
  • Lecture 10: VC-Dimension
Read More

(Day 50) My ML journey does not end today! - KAIST's AI503 Mathematics for AI (PCA, GMM, SVM)

February 20, 2024

Hello :) Today is Day 50!

Read More

(Day 49) KAIST's AI503 Mathematics for AI (Continuous optimization, When models meet data, Linear regression)

February 19, 2024

Hello :) Today is Day 49!

A quick summary of today:

  • continued with AI503
    • continuous optimization
    • when models meet data
    • linear regression
Read More
« Prev 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 Next »