Machine Learning Courses and Certifications

Career Certificate

Data Analytics & AI Certificate

1181 ratings at Noble Desktop

Master data analytics and AI by building predictive models, creating applications with Python, and developing interactive dashboards using industry-leading tools.

• Noble Desktop
• 210 hours
• Self-Paced
• $6,995.00

Explore ensemble techniques like bagging, boosting, and stacking to enhance machine learning model performance using random forests and advanced methods.

• Codecademy
• 2 hours
• Self-Paced
• Free Trial Available

Master The Machine Learning Interview As A Software Engineer

1 rating at Taro

**Everyone wants to break into machine learning. Very few actually do.** ML roles are some of the most coveted—and competitive—jobs in tech. But here’s the truth: most software engineers trying to transition into ML fail the interview. Not because they’…

• Taro
• 2 hours 1 minute
• Self-Paced
• Paid Course

IIT Guwahati;  NPTEL

Machine Learning and Deep learning - Fundamentals and Applications

Explore machine learning and deep learning fundamentals, from traditional approaches to modern architectures. Gain practical skills to apply these techniques in solving real-world problems across various domains.

• Swayam
• 12 weeks
• Self-Paced
• Free Online Course

IIT Kanpur;  NPTEL

Artificial Intelligence and Machine Learning in Materials Engineering

Explore AI and ML applications in materials engineering, from basic concepts to advanced techniques for accelerated material design, property optimization, and autonomous experiments.

• Swayam
• 12 weeks
• Self-Paced
• Free Online Course

University of Victoria

Machine Learning for Music Information Retrieval

An introduction to data mining through the lens of music information retrieval. Topics explored include classification (genre, mood, instrument), multi-label classification (tagging), and regression (emotion/mood).

• Kadenze
• 50 hours
• Self-Paced
• Free Online Course

Mathematical Foundations for Machine Learning

Gain insights into the mathematical foundations of machine learning, covering linear algebra, probability, statistics, and calculus through intuitive visualizations and practical applications for ML algorithms.

• Swayam
• 12 weeks
• Self-Paced
• Free Online Course

Linear Algebra for Machine Learning and Quantum Computing

Master linear algebra concepts—from vector spaces and SVD to PCA and quantum circuits—with applications in machine learning, data science, and quantum computing.

• Swayam
• Available until Sep 11, 2026
• Free Online Course

IIT Roorkee;  NPTEL

Essential Mathematics for Machine Learning

Explore essential mathematical concepts for machine learning, including linear algebra, calculus, optimization, and probability theory. Gain foundational knowledge to develop new algorithms and understand ML applications.

• Swayam
• 12 weeks
• Self-Paced
• Free Online Course

IIT Kharagpur;  NPTEL

Mathematics for Machine Learning

Explore advanced mathematical concepts essential for developing robust machine learning algorithms, including optimization, regularization, and statistical modeling techniques.

• Swayam
• 12 weeks
• Self-Paced
• Free Online Course

IIT Kanpur;  NPTEL

Applied Linear Algebra for Signal Processing, Data Analytics and Machine Learning

Explore linear algebra applications in signal processing, data analytics, and machine learning. Gain practical skills for diverse fields like wireless communication, robotics, and finance.

• Swayam
• 12 weeks
• Self-Paced
• Free Online Course

IIT Bombay;  NPTEL

Distributed Optimization and Machine Learning

Comprehensive overview of distributed optimization algorithms and their applications to machine learning, covering graph theory, iterative methods, consensus algorithms, and recent advancements in the field.

• Swayam
• 12 weeks
• Self-Paced
• Free Online Course

Statistical and Machine Learning Methods: Basics and Applications

Master statistical and machine learning fundamentals, from probability basics and random variables to joint distributions, copula modeling, and data-driven ML models for engineering challenges.

• Swayam
• Self-Paced
• Free Online Course

Career Certificate

Machine Learning Model Optimization

Master advanced techniques for optimizing ML models through quantization, pruning, compression, and hardware acceleration to deploy efficient, scalable solutions.

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

Deploying a Machine Learning Model with FastAPI

Master FastAPI deployment techniques for machine learning models using real Census data, covering development, monitoring, and production launch strategies.

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