Foundations

Deep Learning

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

51

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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Reddit r/deeplearning 🧬 Deep Learning ⚡ AI Lesson 2d ago

“GenalShift (mi función de activación) ha superado a ReLU en CIFAR-10 entrenando una ResNet18 desde cero: 92.33% vs 92.07% (+0.26%). Código abierto en GitHub. #IAsoberana #DeepLearning”

🔥 Dispositivo: cuda 100%|██████████| 170M/170M [00:04 🚀 Entrenando ResNet18 con ReLU (baseline) ReLU - Epoch 5/30 | Loss: 0.4855 | Test Acc: 80.90% ReLU - E

Train Neural Networks without Draining your Pocket: Profiling Models with TensorBoard

Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2d ago

Train Neural Networks without Draining your Pocket: Profiling Models with TensorBoard

An overview of TensorBoard for profiling Deep Learning models. Learn about all the available tools and views for profiling model… Continue reading on Medium »

The Most Painful Thing I Built in College and Why I’d Do It Again

Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 4d ago

The Most Painful Thing I Built in College and Why I’d Do It Again

Warning: this post contains brain scans, disk crashes, 2AM debugging sessions, an overfitting crisis, and one very patient friend named… Continue reading on Med

Day 3 — The Transformer Architecture Deep Dive

Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 3w ago

Day 3 — The Transformer Architecture Deep Dive

“Architecture is destiny. The design decisions made in 2017 — self-attention, residual connections, layer normalization — are still the… Continue reading on Med

what is a optimizer in deep learning? what does it actually do? raw thoughts and intuition.

Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 1mo ago

what is a optimizer in deep learning? what does it actually do? raw thoughts and intuition.

no ai used to write this post, its raw and honest explanation in simple words. Continue reading on Medium »

The Deep Learning Compendium: From Mathematical Foundations to Modern Architectures

Medium · Machine Learning 🧬 Deep Learning ⚡ AI Lesson 1mo ago

The Deep Learning Compendium: From Mathematical Foundations to Modern Architectures

In the technology sector, Deep Learning (DL) is the engine driving the transition from static code to adaptive intelligence. Continue reading on Medium »

Tools and Frameworks Used in Deep Learning

Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 1mo ago

Tools and Frameworks Used in Deep Learning

Deep learning is one of the fastest-growing technologies today. It is used in things like voice assistants, recommendation systems, and… Continue reading on Med

You Are What Your Fingerprint Says You Are

Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2mo ago

You Are What Your Fingerprint Says You Are

As passport give way to fingerprinting and retinal scans, our bodies themselves become tools to limit our free movement. Continue reading on The Gravity »