Aritra Roy Gosthipaty and Ritwik Raha

Table of Contents DETR Breakdown Part 2: Methodologies and Algorithms The DETR Model 👁️ Object Detection Set Prediction Loss 📉 Optimal Bipartite Matching 🔄 Optimal Bipartite Matching for Objects 🌐 Optimize Object Specific Losses 🔧 Quiz Time! 🤓 Summary Citation…

Table of Contents DETR Breakdown Part 1: Introduction to DEtection TRansformers Why DETR and What’s So Special? 🤔 What Is Object Detection? 😯 So What’s New in DETR? 🎁 Life Is Not a Bed of Roses 🌹: Past Challenges The…

Table of Contents Introduction to Causality in Machine Learning Correlation and Causation Case Study 1: A “Marvelous” Problem Scenario 1: A Direct Cause Scenario 2: Reversing the Cause and Effect Scenario 3: Investigating a Hidden Cause Causal Thinking Case Study…

Table of Contents Learning JAX in 2023: Part 3 — A Step-by-Step Guide to Training Your First Machine Learning Model with JAX Configuring Your Development Environment Having Problems Configuring Your Development Environment? 🚝 Train a Simple Model with JAX Build…

Table of Contents Learning JAX in 2023: Part 2 — JAX’s Power Tools grad, jit, vmap, and pmap 🙌🏻 Introduction Configuring Your Development Environment Having Problems Configuring Your Development Environment? 👨‍🏫Important Functional Transformations Pure Functions jaxpr jax.grad jax.jit jax.vmap jax.pmap…

Table of Contents Learning JAX in 2023: Part 1 — The Ultimate Guide to Accelerating Numerical Computation and Machine Learning 🙌🏻 Introduction Configuring Your Development Environment Having Problems Configuring Your Development Environment? 🤔 What Is JAX? autograd XLA 👀 What…

Table of Contents Automatic Differentiation Part 2: Implementation Using Micrograd Introduction What Is a Neural Network? Having Problems Configuring Your Development Environment? About micrograd Imports and Setup The Value Class Addition Compute Gradient Multiplication Compute Gradient Power Compute Gradient Negation…

Table of Contents Automatic Differentiation Part 1: Understanding the Math Introduction Jacobian Chain Rule Mix the Jacobian and Chain Rule Forward and Reverse Accumulations Forward Accumulation Reverse Accumulation Summary References Citation Information Automatic Differentiation Part 1: Understanding the Math In…

Table of Contents A Deep Dive into Transformers with TensorFlow and Keras: Part 3 Introduction Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Config Dataset Attention Utility Functions Positional Encoding Feed Forward Rate Schedule Loss Accuracy…