Gradient Descent Courses and Certifications

Introduction to Neural Networks with PyTorch

Learn the fundamentals of neural networks with Python and PyTorch, 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 classi…

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

Multivariable Differential Calculus and Ordinary Differential Equations

Master multivariable differential calculus and ODEs, covering linear algebra, manifolds, gradient descent, backpropagation, and linear systems—ideal for math, CS, physics, and engineering students.

• Swayam
• Self-Paced
• Free Online Course

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
• 17 hours
• Self-Paced
• Paid Course

Deep Learning Interview Prep Course

Comprehensive deep learning interview preparation covering 50 common questions, from basic concepts to advanced topics like optimization, regularization, and model architecture.

• freeCodeCamp
• 4 hours
• Self-Paced
• Free Video

Essential Machine Learning and AI Concepts Animated

Explore essential machine learning and AI concepts through animated explanations covering everything from basic algorithms to advanced neural networks in this comprehensive visual guide.

• freeCodeCamp
• 28 minutes
• Self-Paced
• 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
• Self-Paced
• Paid Course

Serrano.Academy

A Friendly Introduction to Recurrent Neural Networks

2 ratings

Explore how computers predict and generate sequences using Recurrent Neural Networks. Learn about vectors, neural networks, and practical applications in cooking, weather, and more.

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

NPTEL;  IIT Bombay

Practical Machine Learning with Tensorflow

1 rating

Learn essential machine learning concepts and apply them using TensorFlow, covering key topics from basic principles to deep learning and data visualization.

• YouTube
• 4 hours 30 minutes
• Self-Paced
• Free Video

Serrano.Academy

A Friendly Introduction to Machine Learning

1 rating

Explore key machine learning algorithms through clear examples, from linear regression to neural networks and clustering techniques, in this beginner-friendly introduction.

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

NPTEL-NOC IITM

Modern Computer Vision - Advanced Deep Learning Techniques for Image Processing

Explore advanced deep learning techniques for image processing, covering CNNs, RNNs, object detection, 3D reconstruction, and practical computer vision applications.

• YouTube
• 1 day 7 hours 34 minutes
• Self-Paced
• Free Video

Coding Train

Introduction to Machine Learning - Intelligence and Learning - Session 3

Explore machine learning fundamentals through linear regression, gradient descent, and nearest neighbors algorithms with hands-on coding challenges and mathematical foundations.

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

CodeEmporium

The Math You Should Know for Machine Learning

Master essential mathematical concepts for machine learning including probability, linear regression, PCA, gradient descent, and neural network backpropagation.

• YouTube
• 4 hours 53 minutes
• Self-Paced
• Free Video

CodeEmporium

Logistic Regression - Concept, Math and Code

Master logistic regression fundamentals through mathematical concepts, gradient descent, visualization techniques, and practical data preprocessing for ML applications.

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

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
• Self-Paced
• Free Video

Python Engineer

Deep Learning With PyTorch - Full Course

Comprehensive PyTorch tutorial covering fundamentals, advanced concepts, and practical implementations for deep learning, from tensor basics to CNNs and transfer learning.

• YouTube
• 4 hours 36 minutes
• Self-Paced
• Free Video