AI Summer

Self-supervised representation learning on videos

In this article, we dive into the state-of-the-art methods on self-supervised re...

How to use Docker containers and Docker Compose for Dee...

Learn how to containerize a deep learning model using Docker. Start with the bas...

Scalability in Machine Learning: Grow your model to ser...

Follow along with a small AI startup on its journey to scale from 1 to millions ...

Introduction to Kubernetes with Google Cloud: Deploy yo...

What is Kubernetes? What are the basic principles behind it? Why it might be the...

How Transformers work in deep learning and NLP: an intu...

An intuitive understanding on Transformers and how they are used in Machine Tran...

A journey into Optimization algorithms for Deep Neural ...

An overview of the most popular optimization algorithms for training deep neural...

Best deep CNN architectures and their principles: from ...

How convolutional neural networks work? What are the principles behind designing...

Best bootcamps and programs to learn Machine Learning a...

A curated list of the top bootcamps and platforms to learn Machine Learning and ...

How the Vision Transformer (ViT) works in 10 minutes: a...

In this article you will learn how the vision transformer works for image classi...

The theory behind Latent Variable Models: formulating a...

Explaining the mathematics behind generative learning and latent variable models...

Understanding einsum for Deep learning: implement a tra...

Learn about the einsum notation and einops by coding a custom multi-head self-at...

Introduction to medical image processing with Python: C...

Find out the basics of CT imaging and segment lungs and vessels without labels w...

How to Generate Images using Autoencoders

Learn what autoencoders are and build one to generate new images

How Positional Embeddings work in Self-Attention (code ...

Understand how positional embeddings emerged and how we use the inside self-atte...

JAX for Machine Learning: how it works and why learn it

An introduction to JAX, its best features alongside with code snippets for you t...

Explainable AI (XAI): A survey of recents methods, appl...

What is Explainable Artificial Intelligence (XAI), what are the most popular met...

Build a Transformer in JAX from scratch: how to write a...

How to develop and train a Transformer with JAX, Haiku and Optax. Learn by examp...

Why multi-head self attention works: math, intuitions a...

Learn everything there is to know about the attention mechanisms of the infamous...

JAX vs Tensorflow vs Pytorch: Building a Variational Au...

A side-by-side comparison of JAX, Tensorflow and Pytorch while developing and tr...

Best Resources to Learn Deep Learning Theory

A curated list of the best courses and books to learn deep learning

A complete Hugging Face tutorial: how to build and trai...

Learn about the Hugging Face ecosystem with a hands-on tutorial on the datasets ...

Regularization techniques for training deep neural netw...

Discover what is regularization, why it is necessary in deep neural networks and...

An introduction to Recommendation Systems: an overview ...

Learn about the SOTA recommender system models. From collaborative filtering and...

Speech synthesis: A review of the best text to speech a...

Explore the most popular deep learning models to perform text to speech (TTS) sy...

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