The complete index of all my blogs/tutorials on various topics is listed here. Please note that the blogs published on other websites such as PyImageSearch or keras.io/examples/ belong to the respective websites and should be cited properly when needed.

Index

Paper Breakdowns

• DETR Breakdown Part 1

• DETR Breakdown Part 2

• DETR Breakdown Part 3

JAX Guide

• Learning JAX in 2023: Part 3

• Learning JAX in 2023: Part 2
• Learning JAX in 2023: Part 1

Causal Analysis

• What do we mean when we talk about Causal Inference
• Studying Causality: The good, the bad, and the ugly
• A Brief Introduction to Do-Calculus

Computer Vision

• Focal Modulation: A replacement for Self-Attention - Keras Example
• A Vision Transformer without Attention - Keras Example
• Neural Style Transfer with AdaIN- Keras Example
• Breaking down Neural Radiance Fields - Part 1
• Breaking down Neural Radiance Fields - Part 2
• Breaking down Neural Radiance Fields - Part 3
• 3D volumetric rendering with NeRF- Keras Example
• Image Segmentation using Whale Optimization Algorithm
• Image Compression using SVD
• Face Swapping using OpenCV
• Creating a Potrait mode with Open CV
• A brief history of Edge Detection
• Denoising images the Matlab Way

NLP

• Introduction to RNNs with TensorFlow and Keras
• Long Short-Term Memory Networks
• Neural Machine Translation
• Neural Machine Translation with Bahdanau’s Attention Using TensorFlow and Keras
• Neural Machine Translation with Luong’s Attention Using TensorFlow and Keras
• A Deep Dive into Transformers with TensorFlow and Keras: Part 3
• A Deep Dive into Transformers with TensorFlow and Keras: Part 2
• A Deep Dive into Transformers with TensorFlow and Keras: Part 1

Math Stuff

• The Math of Photoshop Blend Modes
• Why model decay using the exponential function?

Hitchhiker’s Guide to…

• What is Keras Core?
• A Hello World to Deep Learning in Matlab
• Automatic Differentiation Part 1: Understanding the Math
• Automatic Differentiation Part 2: Implementation Using Micrograd