[cs231n Lecture 7] Optimizers : Nesterov Momentum, RMSProp, Adam (Lecture Summary & Implementation)

CS231n 2020: Convolutional Neural Networks for Visual Recognition Summary Notes Optimizers - Nesterov Momentum, RMSProp,...

2023, Apr 23   —  1 minute read

[cs231n Lecture 6] Batch Normalization (Lecture Summary & Implementation)

CS231n 2020: Convolutional Neural Networks for Visual Recognition Summary Notes Batch Normalization Implementation from Scratch...

2023, Apr 22   —  1 minute read

[cs231n Lecture 6] Weight Initialization & Activation Functions

CS231n 2020: Convolutional Neural Networks for Visual Recognition Summary Notes Weight Initialization & Activation Functions...

2023, Apr 21   —  1 minute read

[Signals & Systems 09] Parseval's Theorem, FT Excercises

Outlines Exercise Problem Solved Parseval’s Theorem FT of rect(t), sinc(t), sinc^2(t) Summary Notes 09_Parseval’s Theorem...

2023, Apr 05   —  1 minute read

[Signals & Systems 08] FT of Unit Step Function, Signum Functions, Integrals

Outlines Finding impule function from LCCDE Fourier transform of unit step function & signum function...

2023, Apr 04   —  1 minute read

[Signals & Systems 07] FT of Periodic Functions (Delta Train)

Outlines Fourier transform of periodic function Fourier transform of delta train in two ways Summary...

2023, Apr 03   —  1 minute read

[Statistics] Derivation of Principal Component Anaylsis (PCA)

Principal Component Anaylsis (PCA) Identify the axes, known as principal components, that capture the most...

2023, Apr 02   —  1 minute read

[Convex Optimization] Solving Soft Margin SVM by Primal-Dual IPM with Kernel Tricks

1. Summary Notes provides a summary of the entire process for optimizing a soft-margin SVM....

2023, Apr 02   —  10 minute read

[Convex Optimization] Soft Marin SVM & Introduction of Kernel Tricks

Soft Margin SVM that provides flexibility by allowing some classification error by introducing some slack...

2023, Apr 02   —  1 minute read

[Signals & Systems 06] Fourier Transform & Duality Derivation

Outlines Extension of Fourier Series : Fourier Transform Inverse FT Interpretation of FT FT Pairs...

2023, Apr 02   —  1 minute read