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Adaptive Learning Rate Optimization for Machine Learning

Adaptive Learning Rate Optimization for Machine Learning is a beginner-level online course from Udemy in Machine Learning. It is structured in 9 modules with 4 stated learning outcomes, over 19.5 hours. It costs ₹449, certificate included. 6 learners have enrolled on Udemy.

Part of our Machine Learning courses collection, where we compare it against 20 other courses. See all Machine Learning courses on Udemy.

6 learners English

Course highlights

Provider Udemy
Duration 19.5 hours
Level Beginner
Mode Self-paced
Language English
Certificate Yes — shareable certificate
Instructor Venkataramana Veeramsetty
Learners 6
Price ₹449 ₹1,419

What you’ll learn

Understand the mathematical foundations of adaptive optimization algorithms used in machine learning and deep learning.
Implement and compare adaptive optimization techniques such as AdaGrad, RMSProp, ADAM, ADAMAX, ADADELTA, and NADAM using MATLAB and Python.
Analyze convergence behavior, adaptive learning rates, oscillations, and error minimization in regression-based machine learning models.
Design and develop optimization workflows, gradient calculations, and algorithmic flowcharts for practical machine learning applications.

Level and time commitment

Udemy lists this course at Beginner level.
No prior experience in the subject is assumed — this is where the provider expects a newcomer to start.
Time commitment: 19.5 hours.
It is self-paced, so that figure is the material, not a fixed schedule.

What this course covers

9 modules

The 9-part outline Udemy publishes for this course, across 19.5 hours.

Module 1 · Introduction
Module 2 · Adagrad Optimizer
Module 3 · RMSprop (Root Mean Square Propagation) Optimizer
Module 4 · ADADELTA Optimizer
Module 5 · ADAM (Adaptive Moment Estimation) Optimizer
Module 6 · ADAMAX Optimizer
Module 7 · NADAM Optimizer
Module 8 · Adaptive Learning Rate Based Optimization Algorithms: Comparative Insights
Module 9 · Practice Tests
How this page is put together

Compiled by the CoursesGlobal editorial desk. Fees, ratings, duration and certificate details for the 1 course shown are read directly from Udemy course pages — we never estimate a price or a rating. Last verified 5 October 2026.

How we compare and rank courses · Our review policy · Affiliate disclosure

Compare with alternatives

Same topic, different trade-offs — here's who runs each one and what it's best at.

Course Provider Rating Price Duration Why pick this one
Adaptive Learning Rate Optimization for Machine Learning This Udemy ₹449 19.5 hours Most popular — 6 learners
Machine Learning Coursera 4.9★ Check price 2 months Highest rated (4.9★ from 39.5K reviews) View ↗
Machine Learning with Python Coursera 4.7★ Check price 20h 26m For learners past the basics · 20h 26m View ↗
Machine Learning: Classification Coursera 4.7★ Check price 21h 25m All Levels · 21h 25m · certificate View ↗
See all Machine Learning courses →

Where Machine Learning leads

Roles we map to Machine Learning on CoursesGlobal. This is our own mapping of subject to job, not a placement claim by Udemy.

Data Scientist

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Common questions

How much does Adaptive Learning Rate Optimization for Machine Learning cost?

It is listed at ₹449 on Udemy, last checked 5 October 2026. Course prices change and providers run discounts, so treat this as the list price and confirm on the provider page.

Does Adaptive Learning Rate Optimization for Machine Learning come with a certificate?

Yes — Udemy lists a certificate on completion. It is a course certificate, not a formal qualification or university credit.

How long does Adaptive Learning Rate Optimization for Machine Learning take?

Udemy lists it at 19.5 hours. It is self-paced, so that is the volume of material rather than a deadline — how long it actually takes depends on the hours you put in each week.

Is Adaptive Learning Rate Optimization for Machine Learning suitable for beginners?

Yes. Udemy lists it at Beginner level, so no prior experience in the subject is assumed.

What does Adaptive Learning Rate Optimization for Machine Learning cover?

It is organised into 9 modules, starting with Introduction and going on to Adagrad Optimizer, RMSprop (Root Mean Square Propagation) Optimizer, ADADELTA Optimizer, ADAM (Adaptive Moment Estimation) Optimizer, among others. The full outline is on this page.

Who teaches Adaptive Learning Rate Optimization for Machine Learning?

Venkataramana Veeramsetty, as listed by Udemy.

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