Foundations

Deep Learning

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

2,917
lessons
Skills in this topic
View full skill map →
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
All Reads (156) Articles (92)Blog Posts (58)Tutorials (3)Research Papers (2)News (1)
How to Choose the Best Deep Learning Model for Medical Imaging
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 8h ago
How to Choose the Best Deep Learning Model for Medical Imaging
The Architecture Decision That Could Make or Break Your Medical AI Project Continue reading on Medium »
Another Way to Read Neural Geometry
Medium · Data Science 🧬 Deep Learning ⚡ AI Lesson 1d ago
Another Way to Read Neural Geometry
: Reading Goodfire’s Discovery from First Principles Continue reading on Medium »
Another Way to Read Neural Geometry
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 1d ago
Another Way to Read Neural Geometry
: Reading Goodfire’s Discovery from First Principles Continue reading on Medium »
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2d ago
Building My First Neural Network From Scratch with PyTorch: A Journey on the Dry Bean Dataset
When I first started learning Deep Learning, I made myself one promise: Continue reading on Medium »
The Reframe
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2d ago
The Reframe
The Engineer’s Journey: Part seven of a series on building a real-world AI system from scratch. Continue reading on Medium »
Reddit r/deeplearning 🧬 Deep Learning ⚡ AI Lesson 2d ago
Looking for Fast.ai Study Partner (Deep Learning, GMT+5)
Hey! I’m starting the Fast.ai deep learning course and looking for someone to join me so we can stay consistent and motivated together. Plan is to: Study a few
What If Neural Networks Could Sleep?
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 3d ago
What If Neural Networks Could Sleep?
After building increasingly elaborate optimizers, the thing that actually improved training was a boolean switch on dropout — applied only… Continue reading on
Laser Weed Control Using Deep Learning: The Future of Smart Farming
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 3d ago
Laser Weed Control Using Deep Learning: The Future of Smart Farming
How AI, Computer Vision, and Laser Technology are Transforming Weed Management in Modern Agriculture. Continue reading on Medium »
Reddit r/deeplearning 🧬 Deep Learning ⚡ AI Lesson 4d ago
skill selection plz help me buddies
I have just completed my university test now i have 2 months i want to work day and night in order to get mastery in a skill.I work with n8n automations for 3 t
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 4d ago
Building My First Deep Learning Model in PyTorch: Understanding the End-to-End Workflow
After spending time learning the theory behind neural networks, I wanted to move beyond concepts and understand what it actually takes to… Continue reading on M
How Neural Networks Work — Complete Pipeline
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 4d ago
How Neural Networks Work — Complete Pipeline
This is Part 5 of the Deep Learning from Scratch series. We’ve covered Single Layer Perceptrons (SLP), Multi-Layer Perceptrons (MLP)… Continue reading on Medium
Understanding Deep Learning Through Four Interactive Experiments
Medium · Data Science 🧬 Deep Learning ⚡ AI Lesson 6d ago
Understanding Deep Learning Through Four Interactive Experiments
Deep learning can feel mysterious at first. Continue reading on Medium »
Understanding Deep Learning Through Four Interactive Experiments
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 6d ago
Understanding Deep Learning Through Four Interactive Experiments
Deep learning can feel mysterious at first. Continue reading on Medium »
Optimizers in Deep Learning: From Gradient Descent to Adam
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 6d ago
Optimizers in Deep Learning: From Gradient Descent to Adam
Introduction, Why Optimizers are Needed & Gradient Descent Continue reading on Medium »
The Meta-Architecture of Interface Fracture: High-Dimensional Logical Stress and Systemic Collapse…
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 1w ago
The Meta-Architecture of Interface Fracture: High-Dimensional Logical Stress and Systemic Collapse…
By Supat Charoensappuech, in collaboration with Google Search AI Mode (3/7/2026) Continue reading on Medium »
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 1w ago
I Found the Neural Network I Built in Class 9 — Here’s What Happened When I Tried to Run It Again
Four years ago, in class 9, I built a handwritten digit recognition system. It used a convolutional neural network to look at a digit… Continue reading on Mediu
Introduction to Deep Learning and Neural Networks: From Human Brain to Artificial Intelligence
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 1w ago
Introduction to Deep Learning and Neural Networks: From Human Brain to Artificial Intelligence
How a simple biological neuron inspired the powerful AI systems transforming our world today. Continue reading on Medium »
Reddit r/deeplearning 🧬 Deep Learning ⚡ AI Lesson 1w ago
Want to get started with deep learning
So I wanted to start deep learning as I've at least I think I have good knowledge and some simple mini projects in ml I have this book attached in the pic, I ha
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 1w ago
Building a Deepfake Detector From Scratch — What Nobody Tells You
By Harshit Shastri | Final Year AI/ML Engineer, COER Continue reading on Medium »
Unfolding the Meandering Path: High-Dimensional Invariance and the Flat 2D Plane of Neural…
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 1w ago
Unfolding the Meandering Path: High-Dimensional Invariance and the Flat 2D Plane of Neural…
Author: Supat Charoensappuech, in collaboration with Gemini 3.5 Flash (in normal mode Continue reading on Medium »
ArXiv cs.AI 🧬 Deep Learning 📄 Paper ⚡ AI Lesson 2w ago
State Representation Matters in Deep Reinforcement Learning: Application to Energy Trading
arXiv:2606.27032v1 Announce Type: cross Abstract: Energy trading decisions depend not only on current market prices, but also on expected future market conditio
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2w ago
The Neural Network That Was Slowly Dying — And Nobody Knew
How a late-night debugging session turned into an open-source diagnostic platform for AI models Continue reading on Medium »
What are Neural Networks, and how do they work?
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2w ago
What are Neural Networks, and how do they work?
Neural Networks, also known as Artificial Neural Networks (ANNs), are Machine Learning models inspired by the structure and functioning of… Continue reading on
Letting Networks Learn “Troop Deployment”: Say Goodbye to Rule-of-Thumb Multi-Scale Feature…
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2w ago
Letting Networks Learn “Troop Deployment”: Say Goodbye to Rule-of-Thumb Multi-Scale Feature…
Evolving multi-scale feature allocation in CNNs from “manual tuning” to “data-driven,” sweeping the leaderboards on both ImageNet and MS… Continue reading on Me
Reddit r/deeplearning 🧬 Deep Learning ⚡ AI Lesson 2w ago
Questions Regarding nnU-Net
I would like to ask a few questions regarding the nnU-Net framework. What is nnU-Net, and which preprocessing steps are automatically performed by the framework
Reddit r/deeplearning 🧬 Deep Learning ⚡ AI Lesson 2w ago
ReflexConv2d: Drop-in nn.Conv2d replacement that preserves detail
I built ReflexConv2d, a drop-in replacement for nn.Conv2d that uses its own kernel weights as a spatial mask to gate its output. How it works: - Run a standard
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2w ago
Deep Learning: The Journey of AI That Learned to Think.
Deep learning is a part of machine learning that uses artificial neural networks inspired by the human brain. Continue reading on Medium »
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2w ago
An Honest Course Review: SIT744 Deep Learning
An honest student’s review of Deakin’s SIT744 covering content, four assessments, GPU training pain, and tips to survive the long wait… Continue reading on Medi
Diving into Deep Learning
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2w ago
Diving into Deep Learning
A student’s guide towards deep learning Continue reading on Medium »
Introduction to Deep Learning: Teaching Machines to Learn Like Humans
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2w ago
Introduction to Deep Learning: Teaching Machines to Learn Like Humans
What is Deep Learning? Continue reading on Medium »
Implementing Neural Style Transfer from Scratch: The Project That Started It All
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2w ago
Implementing Neural Style Transfer from Scratch: The Project That Started It All
Table of Contents Continue reading on Medium »
Reddit r/deeplearning 🧬 Deep Learning ⚡ AI Lesson 3w ago
Neural Network Viz Simplified
https://8gwifi.org/ml/nn-viz.jsp submitted by /u/anish2good [link] [comments]
CSPNet Paper Walkthrough: Just Better, No Tradeoff!
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 3w ago
CSPNet Paper Walkthrough: Just Better, No Tradeoff!
A review on the Cross Stage Partial Network paper — and the from-scratch PyTorch implementation Continue reading on AI Advances »
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 3w ago
Demystifying Deep Learning and Neural Networks
In the rapidly evolving landscape of Artificial Intelligence, few concepts have redefined our technological capabilities as profoundly as… Continue reading on M
Looking Through DeepVariant’s Eyes- But In Your Browser
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 3w ago
Looking Through DeepVariant’s Eyes- But In Your Browser
What happens when you take a CNN trained on ImageNet and point it at genomes? Continue reading on Gali »
Introduction to Deep Learning and Neural Networks
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 3w ago
Introduction to Deep Learning and Neural Networks
“Understanding the Biological Neuron: The Building Block of Human Intelligence” Continue reading on Medium »
ArXiv cs.AI 🧬 Deep Learning 📄 Paper ⚡ AI Lesson 3w ago
A Deep Reinforcement Learning (DRL)-Based Transformer Method for Solving the Open Shop Scheduling Problem
arXiv:2606.13682v1 Announce Type: new Abstract: The open shop scheduling problem (OSSP) arises in many industrial and service settings but remains computational
My Loss Went Down. My Model Didn’t Improve.
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 3w ago
My Loss Went Down. My Model Didn’t Improve.
DEEP LEARNING FOR PRODUCT MANAGERS — Week 2 Continue reading on Medium »
Deep Learning Essentials: The Technology That Made ChatGPT Possible
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 3w ago
Deep Learning Essentials: The Technology That Made ChatGPT Possible
Everyone talks about ChatGPT, Claude, Gemini, and modern AI systems. Continue reading on Medium »
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 3w ago
The Line I Drew Around Convolution and the Two Papers That Erased It
Deep learning keeps humbling me. Every time I think I have a clean mental box for how something works, I read one paper and the box falls… Continue reading on M
How We Ranked 33rd Out of 2,674 Teams in Kaggle’s Deep Past Challenge Using Only Public Data
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 3w ago
How We Ranked 33rd Out of 2,674 Teams in Kaggle’s Deep Past Challenge Using Only Public Data
Three months ago, our team participated in Kaggle’s Deep Past Challenge — Translate Akkadian to English, a competition organized to revive… Continue reading on
Reddit r/deeplearning 🧬 Deep Learning ⚡ AI Lesson 4w 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
What are GANs (Generative Adversarial Networks)?
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 4w ago
What are GANs (Generative Adversarial Networks)?
GANs (Generative Adversarial Networks) are a type of deep learning model used in Artificial Intelligence to generate realistic new data… Continue reading on Med
Train Neural Networks without Draining your Pocket: Profiling Models with TensorBoard
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 4w 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 »
DDPM vs Flow Matching on the Same Architecture: What the Papers Don’t Tell You About Training…
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 4w ago
DDPM vs Flow Matching on the Same Architecture: What the Papers Don’t Tell You About Training…
Building DDPM, DDIM, and Flow Matching on a free Colab GPU — the bugs, the numbers, and what the papers skip. 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 1mo 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
How I Built a Fruit Freshness Detector Using Deep Learning — From Scratch
Medium · Data Science 🧬 Deep Learning ⚡ AI Lesson 1mo ago
How I Built a Fruit Freshness Detector Using Deep Learning — From Scratch
From BBA Graduate to Deep Learning Developer Continue reading on Medium »
How I Built a Fruit Freshness Detector Using Deep Learning — From Scratch
Medium · Python 🧬 Deep Learning ⚡ AI Lesson 1mo ago
How I Built a Fruit Freshness Detector Using Deep Learning — From Scratch
From BBA Graduate to Deep Learning Developer Continue reading on Medium »