Foundations

Deep Learning

Neural networks, CNNs, RNNs, transformers, diffusion models and training techniques

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lessons

Skills in this topic

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Neural Network Basics

Implement a 2-layer net in NumPy and PyTorch

CNN Architectures

Build a CNN image classifier in PyTorch

Sequence Models

Implement an LSTM text generator

Generative Models

Train a GAN on image data

Training at Scale

Use FP16/BF16 mixed precision training

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The Evolution of Sequential Learning Models: RNN LSTM Transformers

Dev.to · Vidip Ghosh 🧬 Deep Learning 8mo ago

The Evolution of Sequential Learning Models: RNN LSTM Transformers

Recurrent Neural Networks (RNNs) are used for processing sequential or time-series data by...

🔥 Why Your Deep Neural Network Fails at Layer 50 (And How ResNet Fixes It)

Dev.to · Igor Nosatov 🧬 Deep Learning 8mo ago

🔥 Why Your Deep Neural Network Fails at Layer 50 (And How ResNet Fixes It)

TL;DR: 💡 Training networks deeper than 20 layers? You're probably hitting the degradation problem ✅...

Linear Audio Dreams: Injecting Sanity into Autoencoder Latent Spaces by Arvind Sundararajan

Dev.to · Arvind SundaraRajan 🧬 Deep Learning 8mo ago

Linear Audio Dreams: Injecting Sanity into Autoencoder Latent Spaces by Arvind Sundararajan

Linear Audio Dreams: Injecting Sanity into Autoencoder Latent Spaces Ever tried to...

Why Your AI Agents Keep Dropping the Ball—and How LangChain Plus PyTorch Can Salvage Your Solo Gig

Dev.to · Raushan Singh 🧬 Deep Learning 8mo ago

Why Your AI Agents Keep Dropping the Ball—and How LangChain Plus PyTorch Can Salvage Your Solo Gig

Picture this: You're knee-deep in a freelance project, coffee gone cold, and your shiny new AI...

From Words to Intelligence: Understanding NLP and BERT — The Model That Changed Language AI

Dev.to · Sanjida Reza Rafa 🧬 Deep Learning 8mo ago

From Words to Intelligence: Understanding NLP and BERT — The Model That Changed Language AI

Introduction to Bert : Part One Have you ever wondered how Siri understands your voice, or...

Unlock Deep Learning Stability: Navigate the Activation Function Galaxy with 9 Dimensions!

Dev.to · Arvind SundaraRajan 🧬 Deep Learning 9mo ago

Unlock Deep Learning Stability: Navigate the Activation Function Galaxy with 9 Dimensions!

Unlock Deep Learning Stability: Navigate the Activation Function Galaxy with 9...

A Beginner's GAN Adventure with Digits

Dev.to · Anik Chand 🧬 Deep Learning 9mo ago

A Beginner's GAN Adventure with Digits

It was a rainy afternoon in September. The view from my window was all gray and blurry. That...

**Unleash the Creative Potential of Magenta: A TensorFlow-Ba

Dev.to · Dr. Carlos Ruiz Viquez 🧬 Deep Learning 9mo ago

**Unleash the Creative Potential of Magenta: A TensorFlow-Ba

Unleash the Creative Potential of Magenta: A TensorFlow-Backed Music & Audio Library In the...

I Built a Deep Learning Framework in Rust from Scratch. Here’s How It Works.

Dev.to · Pavel 🧬 Deep Learning ⚡ AI Lesson 10mo ago

I Built a Deep Learning Framework in Rust from Scratch. Here’s How It Works.

I've just published RustyASG to crates.io, a deep learning framework I built from the ground up in...

Model Creation CNN : A simple example of tensorflow ( Partial dataset of cats vs dogs)

Dev.to · Ashwani Kumar Shamlodhiya 🧬 Deep Learning 10mo ago

Model Creation CNN : A simple example of tensorflow ( Partial dataset of cats vs dogs)

Flask + Tensorflow + Keras でモデルからのpredictが動作しない問題

Dev.to · yurfuwa 🧬 Deep Learning 8y ago

Flask + Tensorflow + Keras でモデルからのpredictが動作しない問題

Tensorflowを使ったPredictなAPI開発

Hacker News · ufoym 🧬 Deep Learning ⚡ AI Lesson 8y ago

Deepo: a Docker image containing almost all popular deep learning frameworks

Deepo: a Docker image containing almost all popular deep learning frameworks. 38 comments, 194 points on Hacker News.