Table of Contents Train a MaskFormer Segmentation Model with Hugging Face 🤗 Transformers Project Structure Requirements Bonus An Introduction to Image Segmentation What Is MaskFormer? 🤗Transformers Ecosystem How to Train an Instance Segmentation Model with MaskFormer? Setup Loading the Dataset…

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 Training a Custom Image Classification Network for OAK-D Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure The Vegetable Image Dataset Data Analysis Configuring the Prerequisites Defining the Utilities The Image Classification Network Training…

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 OAK-D: Understanding and Running Neural Network Inference with DepthAI API Introduction Configuring Your Development Environment Having Problems Configuring Your Development Environment? Project Structure Introduction to DepthAI DepthAI Software Stack DepthAI API Pipeline Device API Connection Messages Node…

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 Introduction to OpenCV AI Kit (OAK) Introduction OAK Hardware OAK-1 OAK-D Limitation OAK-FFC OAK USB Hardware Offerings OAK PoE Hardware Offerings OAK Developer Kit OAK Modules Comparison Applications on OAK Image Classifier On-Device Face Detection Face Mask…

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…