Aritifical Intelligence

Understanding JAX: A Guide to Machine Learning Implementation

JAX is an emerging player in the Machine Learning (ML) realm, offering a new approach to programming that is intuitive, structured, and clean. Despite...

Survey on Explainable AI: Recent Methods, Applications, and Frameworks

Deep learning applications have garnered significant attention due to their superior performance in tasks like image and speech recognition, as well as recommendation systems,...

Creating a Transformer model using JAX: A step-by-step guide to building and training your own models

In this tutorial, we will delve into the development of a Neural Network (NN) using JAX, focusing on the Transformer model. As JAX gains...

The Effectiveness of Multi-Head Self Attention: Exploring the Math, Intuitions, and 10+1 Key Insights

This article is aimed at those who are curious about understanding the inner workings of self-attention. Instead of diving straight into complex transformer papers,...

Building a Variational Autoencoder (VAE) with JAX, Tensorflow, and Pytorch

I was very curious to see how JAX is compared to Pytorch or Tensorflow. I decided that the best way to compare frameworks is...

Top Resources for Mastering Deep Learning Theory

Wondering what are the best resources to start your Deep learning journey? Here is a curated list of collections that will save you a...

An Introduction to Graph Convolutions from Scratch: Understanding the Function of Graph Neural Networks (GNN)

Introduction to graph neural networks and graph convolutions: Graphs are a versatile and effective way of representing data with inherent structure. This tutorial will provide...

Understanding Unet Architectures for Semantic Segmentation and Biomedical Image Segmentation

A U-shaped architecture consists of a specific encoder-decoder scheme: The encoder reduces the spatial dimensions in every layer and increases the channels. On the...

Building a Production-Ready Deep Learning Pipeline with Tensorflow Extended (TFX)

TFX Overview and Graphic Visualization of Examples of Popular Orchestrators (Apache Airflow, Apache Beam, Kubeflow Pipelines) & Google Cloud Course/Blogs Below In this tutorial,...

Latest articles