AI Summer

Speech synthesis: A review of the best text to speech architectures with Deep Learning

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

Feb 11, 2025 0

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

An introduction to Recommendation Systems: an overview of machine and deep learning architectures

An introduction to Recommendation Systems: an overview ...

Feb 11, 2025 0

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

Explainable AI (XAI): A survey of recents methods, applications and frameworks

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

Feb 11, 2025 0

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

Build a Transformer in JAX from scratch: how to write and train your own models

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

Feb 11, 2025 0

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

Why multi-head self attention works: math, intuitions and 10+1 hidden insights

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

Feb 11, 2025 0

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

JAX vs Tensorflow vs Pytorch: Building a Variational Autoencoder (VAE)

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

Feb 11, 2025 0

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

Best Resources to Learn Deep Learning Theory

Best Resources to Learn Deep Learning Theory

Feb 11, 2025 0

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

How Graph Neural Networks (GNN) work: introduction to graph convolutions from scratch

How Graph Neural Networks (GNN) work: introduction to g...

Feb 11, 2025 0

Start with Graph Neural Networks from zero and implement a graph convolutional l...

An overview of Unet architectures for semantic segmentation and biomedical image segmentation

An overview of Unet architectures for semantic segmenta...

Feb 11, 2025 0

Learn everything about one of the most famous convolutional neural network archi...

Tensorflow Extended (TFX) in action: build a production ready deep learning pipeline

Tensorflow Extended (TFX) in action: build a production...

Feb 11, 2025 0

A tutorial on how to get started with Tensorflow Extended and how to design and ...

An overview of classifier-free diffusion guidance: impaired model guidance with a bad version of itself (part 2)

An overview of classifier-free diffusion guidance: impa...

Feb 11, 2025 0

How to apply classifier-free guidance (CFG) on your diffusion models without con...

An overview of classifier-free guidance for diffusion models

An overview of classifier-free guidance for diffusion m...

Feb 11, 2025 0

Learn more about the nuances of classifier-free guidance, the core sampling mech...

ICCV 2023 top papers, general trends, and personal picks

ICCV 2023 top papers, general trends, and personal picks

Feb 11, 2025 0

Do you want to learn all the latest state-of-the-art methods of the last year? L...

A complete Apache Airflow tutorial: building data pipelines with Python

A complete Apache Airflow tutorial: building data pipel...

Feb 11, 2025 0

Learn about Apache Airflow and how to use it to develop, orchestrate and maintai...

Self-supervised learning tutorial: Implementing SimCLR with pytorch lightning

Self-supervised learning tutorial: Implementing SimCLR ...

Feb 11, 2025 0

Learn how to implement the infamous contrastive self-supervised learning method ...

Understanding Vision Transformers (ViTs): Hidden properties, insights, and robustness of their representations

Understanding Vision Transformers (ViTs): Hidden proper...

Feb 11, 2025 0

We study the learned visual representations of CNNs and ViTs, such as texture bi...

How Neural Radiance Fields (NeRF) and Instant Neural Graphics Primitives work

How Neural Radiance Fields (NeRF) and Instant Neural Gr...

Feb 11, 2025 0

Explore the basic idea behind neural fields, as well as the two most promising a...

How diffusion models work: the math from scratch

How diffusion models work: the math from scratch

Feb 11, 2025 0

A deep dive into the mathematics and the intuition of diffusion models. Learn ho...

BYOL tutorial: self-supervised learning on CIFAR images with code in Pytorch

BYOL tutorial: self-supervised learning on CIFAR images...

Feb 11, 2025 0

Implement and understand byol, a self-supervised computer vision method without ...

How distributed training works in Pytorch: distributed data-parallel and mixed-precision training

How distributed training works in Pytorch: distributed ...

Feb 11, 2025 0

Learn how distributed training works in pytorch: data parallel, distributed data...

Understanding Maximum Likelihood Estimation in Supervised Learning

Understanding Maximum Likelihood Estimation in Supervis...

Feb 11, 2025 0

This article demystifies the ML learning modeling process under the prism of sta...

Neural Architecture Search (NAS): basic principles and different approaches

Neural Architecture Search (NAS): basic principles and ...

Feb 11, 2025 0

Explore what is neural architecture search, compare the most popular,SOTA method...

Best AI and Deep learning books to read in 2022

Best AI and Deep learning books to read in 2022

Feb 11, 2025 0

A list of the top books to learn deep learning divided into four distinct catego...

How to Generate Images using Autoencoders

How to Generate Images using Autoencoders

Feb 11, 2025 0

Learn what autoencoders are and build one to generate new images

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