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Learn to implement gradient descent optimization algorithm using Python programming in this 12-minute tutorial. Explore the mathematical foundations of gradient descent and discover how to code this fundamental machine learning algorithm from scratch. Master the step-by-step process of finding optimal parameters by iteratively moving in the direction of steepest descent. Understand how to calculate gradients, set learning rates, and implement the algorithm to minimize cost functions. Gain practical experience writing Python code that demonstrates gradient descent in action, making this essential optimization technique accessible for machine learning applications.
Syllabus
Gradient Descent using python
Taught by
NPTEL-NOC IITM