Foundations

Deep Learning

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

2,917
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
All Reads (156) Articles (92)Blog Posts (58)Tutorials (3)Research Papers (2)News (1)
The Shortcut That Taught Deep Networks to Remember
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 1mo ago
The Shortcut That Taught Deep Networks to Remember
Abstract Continue reading on Python in Plain English »
Algo (28 /40)The Neural Toolkit Expands: Robustness, Imagination & Context (2014)
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 1mo ago
Algo (28 /40)The Neural Toolkit Expands: Robustness, Imagination & Context (2014)
By 2014, the “Deep Learning Big Bang” had settled. We knew neural networks worked. The new challenge was refining them. Researchers began… Continue reading on M
Reddit r/deeplearning 🧬 Deep Learning ⚡ AI Lesson 1mo ago
Where do i start from
Hello, Currently summer and i wanna learn deep learning. Dont know where do i start from, Any recommendations for free courses and books? submitted by /u/No-Pan
What is deep learning?
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 1mo ago
What is deep learning?
Deep learning is a branch of Artificial Intelligence (AI) and Machine Learning (ML) that enables computers to learn from large amounts of… Continue reading on M
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 1mo ago
GPU Servers, Cloud vs On-Prem, and Every Hardware Decision I Got Wrong First
My first training run cost $400 and produced nothing useful. Not because the code was wrong — because I picked the wrong hardware for the… Continue reading on M
The One Mathematical Trick That Broke the 20-Layer Barrier
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 1mo ago
The One Mathematical Trick That Broke the 20-Layer Barrier
If you’ve spent any time in computer vision, you’ve run into ResNet-50. It’s the Swiss Army knife of deep learning — the default backbone… Continue reading on M
GRU Finally Made Easy: A Complete Deep Dive
Medium · Data Science 🧬 Deep Learning ⚡ AI Lesson 1mo ago
GRU Finally Made Easy: A Complete Deep Dive
The Neural Network That Decides What Matters Continue reading on Medium »
GRU Finally Made Easy: A Complete Deep Dive
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 1mo ago
GRU Finally Made Easy: A Complete Deep Dive
The Neural Network That Decides What Matters Continue reading on Medium »
10 Must-Know Interview Questions on Deep Learning Models
Medium · AI 🧬 Deep Learning ⚡ AI Lesson 1mo ago
10 Must-Know Interview Questions on Deep Learning Models
CNNs, Transformers, RNNs, Autoencoders & More — Explained in Plain English Continue reading on Medium »
10 Must-Know Interview Questions on Deep Learning Models
Medium · Machine Learning 🧬 Deep Learning ⚡ AI Lesson 1mo ago
10 Must-Know Interview Questions on Deep Learning Models
CNNs, Transformers, RNNs, Autoencoders & More — Explained in Plain English Continue reading on Medium »
10 Must-Know Interview Questions on Deep Learning Models
Medium · Data Science 🧬 Deep Learning ⚡ AI Lesson 1mo ago
10 Must-Know Interview Questions on Deep Learning Models
CNNs, Transformers, RNNs, Autoencoders & More — Explained in Plain English Continue reading on Medium »
I Built an AI That Can Tell If You’re Stressed Just By Looking at Your Face — Here’s Everything…
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 1mo ago
I Built an AI That Can Tell If You’re Stressed Just By Looking at Your Face — Here’s Everything…
And what I learned building a real deep learning application from scratch Continue reading on Medium »
Beginner’s AI Blueprint | Week 4
Medium · Python 🧬 Deep Learning ⚡ AI Lesson 1mo ago
Beginner’s AI Blueprint | Week 4
Deep Learning, Robots, and Computers That Can See — All in One Post Continue reading on Medium »
Beginner’s AI Blueprint | Week 4
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 1mo ago
Beginner’s AI Blueprint | Week 4
Deep Learning, Robots, and Computers That Can See — All in One Post Continue reading on Medium »
Day 3 — The Transformer Architecture Deep Dive
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 1mo 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
Did you know how apps like Uber estimate your travel time after you book a ride?
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 1mo ago
Did you know how apps like Uber estimate your travel time after you book a ride?
Whenever we want to go somewhere quickly, most of us open apps like Uber or PickMe and book a ride. Right after getting into the car or… 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 2mo 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 »
Intro to Deep Generative Modeling
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2mo ago
Intro to Deep Generative Modeling
How machines learn to imagine, generate, and understand data distributions. Continue reading on Medium »
How NVIDIA Cut DeepSeek Sparse Attention’s Top-K Time
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2mo ago
How NVIDIA Cut DeepSeek Sparse Attention’s Top-K Time
Half by Exploiting a Quirk of Autoregressive Decoding Continue reading on Towards AI »
The Deep Learning Compendium: From Mathematical Foundations to Modern Architectures
Medium · AI 🧬 Deep Learning ⚡ AI Lesson 2mo 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 2mo 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 »
Pricing What Has No Price Tag:
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2mo ago
Pricing What Has No Price Tag:
A Conceptual Deep Learning Architecture for Dynamic Thrift Pricing in Mission-Driven NGOs Continue reading on Medium »
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2mo ago
How Deep Learning Services Are Transforming Businesses
Artificial intelligence is no longer just a futuristic concept. It has become a critical business technology that helps companies automate… Continue reading on
Some Activation Functions in Deep Learning
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2mo ago
Some Activation Functions in Deep Learning
✍ Activation functions play an important role in neural networks by helping neurons decide whether they should pass information forward… Continue reading on Med
Tools and Frameworks Used in Deep Learning
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2mo 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
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2mo ago
From Chaos to Canvas: A Practical Deep Dive into GANs
Building DCGAN, WGAN-GP, Pix2Pix, and CycleGAN from Scratch and Learning Why Each One Exists Continue reading on Medium »
I Built a Deepfake Detector That Achieves 97% Accuracy — Here’s Everything I Learned
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2mo ago
I Built a Deepfake Detector That Achieves 97% Accuracy — Here’s Everything I Learned
From dataset to deployment: a complete walkthrough of building VeriFace AI using EfficientNet-B0, FastAPI, and Grad-CAM Continue reading on Medium »
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2mo ago
Introduction to Deep Learning: Concepts & Real-Life Applications
易 What is Deep Learning? Continue reading on Medium »
Deep Learning Series 07: Dropout
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2mo ago
Deep Learning Series 07: Dropout
Randomly disables some neurons during training ❓ Continue reading on Data Science in Your Pocket »
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2mo ago
What Neural Networks Taught Me About Art & Design
When people think about neural networks and deep learning, they often associate it with complex mathematics and endless lines of code. For… Continue reading on
Deep Learning: Powering the Next Generation of Artificial Intelligence
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2mo ago
Deep Learning: Powering the Next Generation of Artificial Intelligence
Artificial intelligence has moved far beyond simple automation, and at the heart of this transformation lies deep learning. From voice… Continue reading on Medi
From local prototyping to GPUs in the GCP cloud: Creating a satellite image classification system…
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2mo ago
From local prototyping to GPUs in the GCP cloud: Creating a satellite image classification system…
Training state-of-the-art deep learning models, such as Vision Transformers (ViTs), demands computational resources that often exceed… Continue reading on Mediu
What Is Deep Learning?
Medium · Machine Learning 🧬 Deep Learning ⚡ AI Lesson 2mo ago
What Is Deep Learning?
How AI Learns Through Layers Continue reading on Medium »
What Is Deep Learning?
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2mo ago
What Is Deep Learning?
How AI Learns Through Layers Continue reading on Medium »
marimo: the Python notebook that finally makes sense
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2mo ago
marimo: the Python notebook that finally makes sense
Open-source. Reactive. Git-friendly. The notebook reinvented. Continue reading on Towards Deep Learning »
What are the benefits of GPU and TPU acceleration in deep learning workloads?
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2mo ago
What are the benefits of GPU and TPU acceleration in deep learning workloads?
If you try to train modern deep learning models on a CPU alone, you’ll quickly hit a wall — training can take days or even weeks. GPU and… Continue reading on M
Bringing Old Photos Back to Life with Deep Learning: An AI Approach using LoRA
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2mo ago
Bringing Old Photos Back to Life with Deep Learning: An AI Approach using LoRA
Old photographs are more than just images. They are memories preserved in time. Unfortunately, many of these photos degrade over the years… Continue reading on
Top 3 Deep Learning Models for Speech Recognition: A 2026 Comparison
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2mo ago
Top 3 Deep Learning Models for Speech Recognition: A 2026 Comparison
If you’ve ever wondered why your voice assistant understands you better than it did five years ago deep learning is the short answer. But… Continue reading on M
Ten Years of Trying to Learn from a Mesh That’s Too Large
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2mo ago
Ten Years of Trying to Learn from a Mesh That’s Too Large
A map of 16 models, 4 families, and one question that’s still open. Continue reading on Medium »
Mamba 3 Was Built Backwards — And That’s Why It’s Fast
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2mo ago
Mamba 3 Was Built Backwards — And That’s Why It’s Fast
Part 7 of the Mamba series. Previously: Mamba 3 restored state tracking via data-dependent RoPE. This article is about the other two… Continue reading on Medium
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2mo ago
Deep Learning for Interviews, Part 4: Practice Questions and Strong Answers
The previous parts of this series covered the concepts: Continue reading on Medium »
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2mo ago
Deep Learning for Interviews, Part 2: CNNs, RNNs, Attention, and Transformers
In Part 1, we focused on how neural networks learn: neurons, activations, loss functions, gradient descent, backpropagation, autograd… Continue reading on Mediu
Medium · Programming 🧬 Deep Learning ⚡ AI Lesson 2mo ago
Engineering Realism from Noise: A Deep Dive into DCGAN and WGAN-GP:
Introduction: The idea that a neural network can generate realistic images from pure randomness is both fascinating and counterintuitive… Continue reading on Me
The Deep Calculus of Artificial Intelligence: A PhD-Level Decomposition of Neural Network…
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2mo ago
The Deep Calculus of Artificial Intelligence: A PhD-Level Decomposition of Neural Network…
In modern machine learning, neural networks are often described as black boxes. Continue reading on Medium »
The Task a 5-Year-Old Can Solve That Mamba 2 Cannot
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2mo ago
The Task a 5-Year-Old Can Solve That Mamba 2 Cannot
Part 5 of the Mamba series. Mamba 2 unified attention and state space models — but only by accepting a mathematical constraint that turns… Continue reading on M
We Built a Real-Time ASL Translator That Runs on a Laptop. No GPU. No Cloud. No Gloves.
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2mo ago
We Built a Real-Time ASL Translator That Runs on a Laptop. No GPU. No Cloud. No Gloves.
By Radhika Khurana, Jian Gao, Hrishikesh Pradhan, and Gyula Planky — Northeastern University, Applied Deep Learning, Steve Schmidt, Spring… Continue reading on
Face Recognition Systems using Deep Learning
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2mo ago
Face Recognition Systems using Deep Learning
– How machines identify faces just like humans Continue reading on Medium »
INTRODUCTION TO DEEP LEARNING
Medium · Deep Learning 🧬 Deep Learning ⚡ AI Lesson 2mo ago
INTRODUCTION TO DEEP LEARNING
Learning from the World Around Us: Continue reading on Medium »