Foundations

Deep Learning

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

44
lessons
Skills in this topic
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Neural Network Basics
beginner
Implement a 2-layer net in NumPy and PyTorch
CNN Architectures
intermediate
Build a CNN image classifier in PyTorch
Sequence Models
intermediate
Implement an LSTM text generator
Generative Models
advanced
Train a GAN on image data
Training at Scale
advanced
Use FP16/BF16 mixed precision training

Showing 6 reads from curated sources

Day 3 — The Transformer Architecture Deep Dive
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 6d 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 2w 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 · AI 🧬 Deep Learning ⚡ AI Lesson 2w 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 »
The Deep Learning Compendium: From Mathematical Foundations to Modern Architectures
Medium · Machine Learning 🧬 Deep Learning ⚡ AI Lesson 2w 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 2w 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 1mo 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 »