Backpropagation Courses and Certifications

Yannic Kilcher

Backpropagation and the Brain

Explore a biologically plausible variant of backpropagation and its potential role in brain learning, discussing feedback connections and error signal approximation in cortical networks.

• YouTube
• 32 minutes
• On-Demand
• Free Video

Alfredo Canziani

Stochastic Gradient Descent and Backpropagation

Explore stochastic gradient descent, backpropagation, and neural network implementation in PyTorch. Learn practical tricks, basic modules, and gradient computation for effective deep learning.

• YouTube
• 1 hour 43 minutes
• On-Demand
• Free Video

Valerio Velardo - The Sound of AI

Training a Neural Network - Implementing Backpropagation and Gradient Descent from Scratch

Implement backpropagation and gradient descent from scratch in Python, training a neural network to perform arithmetic sum. Includes step-by-step coding and explanations.

• YouTube
• 1 hour 3 minutes
• On-Demand
• Free Video

Simons Institute

Backpropagation and Deep Learning in the Brain

Explore deep learning in the brain, backpropagation, and credit assignment algorithms. Discover neuroscience evidence and new models of neurons in this computational brain theory talk.

• YouTube
• 1 hour
• On-Demand
• Free Video

Neuro Symbolic

Backpropagation: Training Deep Neural Networks

Explore backpropagation, a crucial technique for training deep neural networks through gradient descent, with insights from ASU's Paulo Shakarian.

• YouTube
• 14 minutes
• On-Demand
• Free Video

NPTEL-NOC IITM

Backpropagation in Recurrent Neural Networks (RNNs)

Understand the principles and implementation of backpropagation algorithms in Recurrent Neural Networks (RNNs).

• YouTube
• 18 minutes
• On-Demand
• Free Video

Training Neural Networks: the Backpropagation Algorithm

Master backpropagation algorithm fundamentals through hands-on implementation of loss functions, gradient descent mechanics, and weight optimization for effective neural network training.

• CodeSignal
• 3 hours
• On-Demand
• Free Certificate

Training Neural Networks: the Backpropagation Algorithm

Master backpropagation and gradient descent to train neural networks effectively through hands-on implementation of loss functions, optimizers, and complete training loops.

• CodeSignal
• 3 hours
• On-Demand
• Free Certificate

Andrej Karpathy

Intro to Neural Networks and Backpropagation - Building Micrograd

Step-by-step guide to neural networks and backpropagation, covering core concepts, implementation in Python, and practical exercises. Ideal for beginners with basic Python knowledge.

• YouTube
• 2 hours 26 minutes
• On-Demand
• Free Video

Valerio Velardo - The Sound of AI

Training a Neural Network - Backward Propagation and Gradient Descent

Explore the theory and mathematics behind neural network training, focusing on backpropagation and gradient descent algorithms for deep learning enthusiasts.

• YouTube
• 22 minutes
• On-Demand
• Free Video

Build a Simple Neural Network & Learn Backpropagation

Discover how to build neural networks from scratch in Python and master backpropagation fundamentals without libraries for ML engineering and data science careers.

• Zero To Mastery
• 5 hours
• On-Demand
• Paid Course

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
• On-Demand
• 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
• On-Demand
• Free Video

Great Learning

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

2 reviews

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
• On-Demand
• Free Video

Data Science: Deep Learning and Neural Networks in Python

10274 ratings at Udemy

The MOST in-depth look at neural network theory for machine learning, with both pure Python and Tensorflow code

• Udemy
• 12 hours 9 minutes
• On-Demand
• Paid Course