Backpropagation Courses and Certifications

Edan Meyer

Learning Forever, Backprop Is Insufficient

Explores why backpropagation loses learning ability over time and how Continual Backprop uses persistent randomness to restore adaptation.

• YouTube
• 26 minutes
• Self-Paced
• Free Video

Great Learning

Back Propagation

An introduction to backpropagation as error correction for training neural networks, covering forward and backward propagation, network types, advantages, and limitations.

• YouTube
• 1 hour 40 minutes
• Self-Paced
• Free Video

CodeEmporium

Back Propagation by Hand - The Math You Should Know

Master the mathematical foundations of back propagation through detailed hand calculations, covering forward/backward passes, gradient computation, and weight updates with verification.

• YouTube
• 37 minutes
• Self-Paced
• Free Video

CodeEmporium

Convolutional Network Back Propagation by Hand - The Math You Should Know

Master the mathematical foundations of backpropagation in convolutional neural networks through detailed step-by-step calculations and gradient computations.

• YouTube
• 54 minutes
• Self-Paced
• Free Video

Great Learning

Neural Network Tutorial - Artificial Neural Network and Backpropagation in Neural Networks

2 ratings

In this 'Neural Network' Tutorial, you will comprehensively learn about all the concepts of Artificial neural networks and the importance of Back-propagation in Neural Networks.

• YouTube
• 1 hour 31 minutes
• Self-Paced
• Free Video

Artem Kirsanov

Predictive Coding: A Biologically Plausible Alternative to Backpropagation

Explore Predictive Coding, a biologically plausible alternative to backpropagation for neural networks, derived from first principles and explained through energy formalism, update rules, and neural connectivity.

• YouTube
• 27 minutes
• Self-Paced
• Free Video

Artem Kirsanov

The Most Important Algorithm in Machine Learning - Backpropagation Explained

Explore backpropagation's fundamentals, from curve fitting to gradient descent, chain rule, and computational graphs. Gain insights into this crucial machine learning algorithm's principles and applications.

• YouTube
• 40 minutes
• Self-Paced
• Free Video

Google DeepMind: Design And Train Neural Networks

21 ratings at DataCamp

In this Google DeepMind course you will focus on the training process for machine learning models.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Introduction to Deep Learning

1 rating at Udacity

Learn when deep learning is the right tool, then build the theory—error functions, gradient descent, backpropagation—into PyTorch code and an MNIST digit classifier.

• Udacity
• 20 hours
• Self-Paced
• Paid Course

Data Science Courses

Deep Learning: Feedforward Neural Networks and Backpropagation - Lecture 2

Dive into fundamental concepts of deep learning, exploring perceptrons, feedforward neural networks, and mastering backpropagation techniques for neural network training.

• YouTube
• 1 hour 16 minutes
• Self-Paced
• Free Video

Qiskit

Quantum Backpropagation and Information Reuse in Neural Networks

Delve into quantum backpropagation's role in neural network training, exploring how shadow tomography challenges conventional wisdom about quantum information reuse and measurement collapse.

• YouTube
• 56 minutes
• Self-Paced
• Free Video

UofU Data Science

Neural Networks and Backpropagation Algorithm - Lecture 27

Dive into the backpropagation algorithm and advanced neural network concepts, mastering fundamental techniques for training deep learning models effectively.

• YouTube
• 1 hour 20 minutes
• Self-Paced
• Free Video

UofU Data Science

Neural Networks and Backpropagation - Lecture 26

Dive into neural network training fundamentals through backpropagation, learning essential parameter optimization techniques and mathematical foundations for deep learning implementation.

• YouTube
• 1 hour 19 minutes
• Self-Paced
• Free Video

NPTEL-NOC IITM

Feedforward Neural Networks and Backpropagation - Part 2

Dive into the second part of feedforward neural networks and backpropagation concepts, continuing the exploration of these fundamental neural network mechanisms.

• YouTube
• 22 minutes
• Self-Paced
• Free Video

Yacine Mahdid

Backpropagation with Automatic Differentiation from Scratch in Python

Master automatic differentiation and backpropagation by building PyTorch's autograd system from scratch in Python with hands-on implementation of core operations.

• YouTube
• 27 minutes
• Self-Paced
• Free Video