Backpropagation Courses and Certifications

NPTEL;  IIT Ropar

Deep Learning

In this course, we will learn about the building blocks used in these Deep Learning based solutions. Specifically, we will learn about feedforward neural networks, convolutional neural networks, recurrent neural networks and attention mechanisms.

• YouTube
• 1 day 3 hours
• On-Demand
• Free Online Course

Neural Networks

This playlist has everything you need to know about Neural Networks, from the basics, all the way to image classification with Convolutional Neural Networks.

• YouTube
• 3 hours 30 minutes
• On-Demand
• Free Online Course

NPTEL;  IISc Bangalore

Pattern Recognition

This course provides a fairly comprehensive view of the fundamentals of pattern classification and regression. Topics covered in the lectures include an overview of pattern classification and regression; Bayesian decision making and Bayes classifier

• YouTube
• 1 day 5 hours
• On-Demand
• Free Online Course

NPTEL;  IIT Madras

Machine Learning

The course places machine learning in its context within AI and gives an introduction to the most important core techniques such as decision tree-based inductive learning, inductive logic programming, reinforcement learning and deep learning through deci…

• YouTube
• 16 hours
• On-Demand
• Free Online Course

Deep Learning with TensorFlow

Learn TensorFlow for deep learning: from basics to advanced architectures. Master neural networks, CNNs, RNNs, and autoencoders. Practical applications in image, sound, and text processing.

• Cognitive Class
• 3 hours
• On-Demand
• Free Online Course

Neural Networks and Convolutional Neural Networks Essential Training

530 ratings at LinkedIn Learning

Take a deep dive into neural networks and convolutional neural networks, two key concepts in the area of machine learning.

• LinkedIn Learning
• 1 hour 19 minutes
• On-Demand
• Free Trial Available

CAP5415 - Training Neural Networks Part 2 - Fall 2020 - Lecture 7

Explore advanced neural network training techniques, including loss functions, backpropagation, gradient descent optimization, and strategies to address common challenges in deep learning.

• YouTube
• 1 hour 2 minutes
• On-Demand
• Free Online Course

Training Neural Networks for Computer Vision - Part I - Lecture 10

Explore neural network training techniques, including gradient descent, loss functions, and backpropagation, for effective computer vision model optimization and performance improvement.

• YouTube
• 36 minutes
• On-Demand
• Free Online Course

How Neural Networks Learn: Exploring Architecture, Gradient Descent, and Backpropagation

13 ratings at Pluralsight

Neural networks drive many artificial intelligence applications today. This course will teach you what’s behind the magic—the dynamics of training neural networks, including backpropagation, gradient descent, and how to optimize network performance.

• Pluralsight
• 32 minutes
• On-Demand
• Free Trial Available

The AI University

Deep Learning Neural Network Tutorials

Comprehensive tutorials on deep learning and neural networks, covering key concepts, architectures, and practical implementation using TensorFlow and Google Colab.

• YouTube
• 6 hours
• On-Demand
• Free Online Course

How Neural Networks Work

This video sequence tracks the lecture sequence in course 313 from the End to End Machine Learning School, How Neural Networks Work.

• YouTube
• 4 hours 30 minutes
• On-Demand
• Free Online Course

Convolution in One Dimension for Neural Networks

Comprehensive exploration of 1D convolution in neural networks, covering theory, implementation, and practical application for time series data analysis and model building.

• YouTube
• 1 hour 30 minutes
• On-Demand
• Free Online Course

Great Learning

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

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 Online Course

Pytorch Tutorial

Learn PyTorch fundamentals, from installation to advanced applications. Master tensors, backpropagation, and deep learning techniques for real-world data science projects.

• YouTube
• 3 hours 30 minutes
• On-Demand
• Free Online Course

PyTorch Tutorials - Complete Beginner Course

Comprehensive guide to PyTorch: from basics to advanced concepts, covering tensors, neural networks, and model deployment. Ideal for beginners seeking practical skills.

• YouTube
• 7 hours
• On-Demand
• Free Online Course