Backpropagation Courses and Certifications

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

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

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

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

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

Deep Learning Essentials

Explore neural networks, perceptrons, and deep learning fundamentals. Master backpropagation, stochastic gradient descent, and kernel methods through Python coding assignments.

• Coursera
• 15 hours 41 minutes
• On-Demand
• Free Online Course (Audit)

Introduction to Neural Networks with TensorFlow

Learn the fundamentals of neural networks with Python and TensorFlow, and then use your new skills to create your own image classifier—an application that will first train a deep learning model on a dataset of images and then use the trained model to cla…

• Udacity
• 3 weeks, 5-6 hours a week
• On-Demand
• Paid Course

Neural Networks Basics from Scratch

Master neural network fundamentals by building core AI components from scratch, including perceptrons, activation functions, and backpropagation - all without relying on high-level libraries.

• CodeSignal
• On-Demand
• Free Certificate

Deep Learning

1 review

Explore neural networks, CNNs, RNNs, transformers, generative models, and advanced techniques in this comprehensive introduction to deep learning for aspiring ML engineers and data scientists.

• Coursera
• 2 days 9 hours 8 minutes
• On-Demand
• Free Online Course (Audit)

Data Science: Deep Learning and Neural Networks in Python

9969 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 8 minutes
• On-Demand
• Paid Course

The Complete Neural Networks Bootcamp: Theory, Applications

2459 ratings at Udemy

Deep Learning and Neural Networks Theory and Applications with PyTorch! Including Transformers, BERT and GPT!

• Udemy
• 1 day 19 hours 47 minutes
• On-Demand
• Paid Course

Deep Learning with TensorFlow 2.0

2356 ratings at Udemy

Build Deep Learning Algorithms with TensorFlow 2.0, Dive into Neural Networks and Apply Your Skills in a Business Case

• Udemy
• 5 hours 55 minutes
• On-Demand
• Paid Course

Artificial Intelligence II - Hands-On Neural Networks (Java)

481 ratings at Udemy

Hopfield networks, neural networks, gradient descent and backpropagation algorithms explained step by step

• Udemy
• 4-5 hours
• On-Demand
• Paid Course

Image Recognition with Neural Networks From Scratch(FREE)

206 ratings at Udemy

Learn to build an image recognition program from scratch in Python, covering neural networks, gradient descent, and backpropagation without using external libraries.

• Udemy
• 1 hour 38 minutes
• On-Demand
• Paid Course