Skills › Deep Learning

Neural Network Basics

Build and train feedforward neural networks from scratch.

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After this skill you can…

  • Implement a 2-layer net in NumPy and PyTorch
  • Understand forward and backward pass
  • Tune learning rate, batch size, and depth

Prerequisites

Watch (10 videos)

How to Use Tensorflow for Classification (LIVE)
Siraj Raval · beginner hands-on
→ Build a neural network with Tensorflow→ Predict housing prices with a neural network
How to Make a Neural Network (LIVE)
Siraj Raval · intermediate hands-on
→ Build a neural network from scratch in Python→ Implement a neural network using live coding
How to Make a Tensorflow Neural Network (LIVE)
Siraj Raval · beginner hands-on
→ Build a convolutional neural network with Tensorflow→ Classify images using a neural network
Autoencoder in Tamil | Denoising Autoencoder Explained with Architecture & Live Project | Tamil
Adi Explains · beginner hands-on
→ Build a denoising autoencoder→ Implement deep learning models
Understanding AI from Scratch – Neural Networks Course
freeCodeCamp.org · beginner hands-on
→ Implement Neural Networks using Vanilla JavaScript→ Tweak network parameters for optimal performance→ Apply Neural Networks to real-world problems
Neural Network from scratch - Part 2 (Forward Propagation)
Aladdin Persson · advanced hands-on
→ Implement forward propagation in a neural network→ Derive mathematical notation for neural networks
Learn TensorFlow and Deep Learning fundamentals with Python (code-first introduction) Part 1/2
Daniel Bourke · beginner hands-on
→ Build regression models with TensorFlow→ Implement classification models with TensorFlow
L16.2 A Fully-Connected Autoencoder
Sebastian Raschka · beginner hands-on
→ Build a fully-connected autoencoder→ Implement deep learning models in Python
Training Convnet - Deep Learning and Neural Networks with Python and Pytorch p.6
sentdex · beginner hands-on
→ Build a Convnet with Pytorch→ Train a neural network with Python
Build Your First Machine Learning AI With Neural Networks
Web Dev Simplified · intermediate hands-on
→ Create a fully functional AI using neural networks→ Implement a neural network in Python

Read (10 articles)

📄
Neural Networks: Developing a Really Simple Neuron in TypeScript
Dev.to · Joseph Hoppe · 2025-07-23
📄
Spiking Neural Nets: Can Nonlinear Synapses Unlock a New Era of AI?
Dev.to · Arvind Sundara Rajan · 2025-09-03
📄
🚀 From Algorithms to Neural Networks: ML vs DL Explained
Dev.to · Vidip Ghosh · 2025-09-24
📄
Understanding RNNs: Neural Networks for Time-Dependent Data
Dev.to · Rijul Rajesh · 2026-02-16
📄
Recurrent Neural Networks
Dev.to · Akash · 2026-04-29
📄
Internal Architecture of Neural Networks
Dev.to · Ganesh Kumar · 2026-05-08