Artificial Intelligence
Artificial Intelligence
Understanding Positional Embeddings in Self-Attention: A PyTorch Implementation
Understanding Positional Embeddings in Transformers: A Comprehensive Guide
If you’ve delved into transformer papers, you’ve likely encountered the concept of Positional Embeddings (PE). While they...
Artificial Intelligence
Understanding JAX for Machine Learning: Its Functionality and Importance of Learning It
JAX: The New Kid in Machine Learning Town
In the ever-evolving landscape of machine learning (ML), a new player has emerged that promises to revolutionize...
Artificial Intelligence
Explainable AI (XAI): A Comprehensive Survey of Recent Methods, Applications, and Frameworks
The Quest for Explainability in Deep Learning: Bridging the Gap Between Performance and Trust
Deep learning has revolutionized various fields, from image and speech recognition...
Artificial Intelligence
Create a Transformer from Scratch in JAX: A Guide to Writing and Training Your Own Models
Building a Transformer Neural Network with JAX and Haiku
In the rapidly evolving landscape of deep learning, JAX has emerged as a powerful tool for...
Artificial Intelligence
Understanding the Effectiveness of Multi-Head Self-Attention: Mathematical Foundations, Intuitive Explanations, and 11 Key Insights
Understanding Self-Attention: A Deep Dive into the Mechanism Behind Transformers
In the rapidly evolving field of artificial intelligence, self-attention has emerged as a cornerstone of...
Artificial Intelligence
A Comprehensive Look at Classifier-Free Diffusion Guidance: Model Self-Guidance Limitations (Part 2)
Exploring Alternative Classifier-Free Guidance Approaches in Diffusion Models
In the rapidly evolving field of generative models, diffusion models have emerged as a powerful tool for...
Artificial Intelligence
Comparing JAX, TensorFlow, and PyTorch: Constructing a Variational Autoencoder (VAE)
Comparing JAX, TensorFlow, and PyTorch: Building a Variational Autoencoder from Scratch
In the ever-evolving landscape of deep learning frameworks, JAX, TensorFlow, and PyTorch stand out...
Artificial Intelligence
Top Resources for Mastering Deep Learning Theory
Your Ultimate Guide to Starting a Deep Learning Journey
Deep learning is revolutionizing the way we approach problems in various fields, from healthcare to finance,...