Gradient Descent Courses and Certifications

Gradient Boost

Master Gradient Boost in just 1-2 hours! Learn key concepts of regression and classification in a 4-part series.

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

Great Learning

Stochastic Gradient Descent

Master Stochastic Gradient Descent with Great Learning in a 1-2 hour program. Understand its workings, advantages, and differences from Gradient Descent. Earn a free certificate upon completion.

• YouTube
• 1 hour 37 minutes
• On-Demand
• Free Online Course

Code With Aarohi

Explained Gradient Descent Optimizer

Learn about Gradient Descent Optimizer and Back Propagation Algorithm with Code With Aarohi. This under 1-hour material explains weight updation and loss calculation mathematically.

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

StatQuest with Josh Starmer

Gradient Descent, Step-by-Step

Learn the fundamentals of Gradient Descent in Machine Learning with StatQuest's step-by-step video guide. Ideal for those familiar with Least Squares and Linear Regression.

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

3Blue1Brown

Gradient Descent, How Neural Networks Learn

Learn how neural networks learn through gradient descent in this less than 1-hour material by 3Blue1Brown. Topics include training data, cost functions, and network analysis.

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

Institute for Advanced Study

Geodesically Convex Optimization - Can We Prove P!=NP Using Gradient Descent - Avi Wigderson

Explore Geodesically Convex Optimization with Avi Wigderson from the Institute for Advanced Study. Dive into computer science and discrete mathematics in this 1-2 hour seminar.

• YouTube
• 1 hour 58 minutes
• On-Demand
• Free Online Course

Paul Hand

Gradient Descent and Stochastic Gradient Descent

Explore gradient descent in deep neural networks with Paul Hand's lecture from Northeastern University. Learn about learning rates and convergence for convex functions in under an hour.

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

Practical Predictive Analytics: Models and Methods

314 ratings at Coursera

Learn practical predictive analytics, experiment design, and modern methods of data analysis with this 4-week course from the University of Washington.

• Coursera
• 6 hours 33 minutes
• On-Demand
• Free Online Course (Audit)

Introduction to Machine Learning

3444 ratings at Coursera

Duke University's 4-week course offers foundational understanding of machine learning models, their applications, and hands-on experience with PyTorch.

• Coursera
• 1 day 1 hour 32 minutes
• On-Demand
• Free Online Course (Audit)

AI skills for Engineers: Supervised Machine Learning

Learn the fundamentals of machine learning to help you correctly apply various classification and regression machine learning algorithms to real-life problems using the Python toolbox scikit-learn.

• edX
• 6 weeks, 6-8 hours a week
• On-Demand
• Free Online Course (Audit)

Operations Research (2): Optimization Algorithms

114 ratings at Coursera

Explore optimization algorithms in business, economics, and engineering with this 6-week course from National Taiwan University. Learn to solve linear, integer, and nonlinear programs.

• Coursera
• 12 hours
• On-Demand
• Free Online Course (Audit)

Deep Learning Prerequisites: Linear Regression in Python

6320 ratings at Udemy

Data science, machine learning, and artificial intelligence in Python for students and professionals

• Udemy
• 6 hours 20 minutes
• On-Demand
• Paid Course

Unsupervised Machine Learning Hidden Markov Models in Python

3939 ratings at Udemy

Learn to apply Hidden Markov Models to sequence data in Python, with applications in stock price analysis, language modeling, web analytics, biology, and PageRank. 10-hour workload.

• Udemy
• 9 hours 47 minutes
• On-Demand
• Paid Course

A deep understanding of deep learning (with Python intro)

3577 ratings at Udemy

Master deep learning in PyTorch using an experimental scientific approach, with lots of examples and practice problems.

• Udemy
• 2 days 9 hours 20 minutes
• On-Demand
• Paid Course

Deep Learning Foundation : Linear Regression and Statistics

1362 ratings at Udemy

Learn linear regression from scratch, Statistics, R-Squared, Python, Gradient descent, Deep Learning, Machine Learning

• Udemy
• 7 hours
• On-Demand
• Paid Course