Machine Learning Courses and Certifications

Machine Learning and Knowledge Discovery

Learn supervised, unsupervised, and deep learning models — SVMs, hidden Markov models, CNNs, GANs, transfer learning, transformers — and implement them in PyTorch through practice exercises.

• XuetangX
• Self-Paced
• Free Online Course

Career Certificate

Intermediate Machine Learning

Builds intermediate machine learning skills through advanced supervised models, hyperparameter tuning, ensemble methods, dimensionality reduction, and a portfolio project.

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

University of Victoria

Machine Learning for Music Information Retrieval

Apply machine learning to music: classify genre, mood and instruments, auto-tag tracks with naive Bayes, decision trees, SVMs and neural networks, and regress emotion ratings.

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

NITTTR

Machine Learning Techniques for Social Media Data Analytics

Apply machine learning, NLP, and sentiment analysis to social media data through Python-based case studies in trend prediction, misinformation, and influencer detection.

• Swayam
• 8 weeks
• Available until Oct 31, 2026
• Free Online Course

MGH Institute of Health Professions

Advanced Principles & Topics in AI & Machine Learning in Healthcare

In this course, you will dive deeper into advanced theories, designs, and real-world healthcare applications of Artificial Intelligence (AI) and Machine Learning (ML). This part of the course focuses

• edX
• 4 weeks, 2-4 hours a week
• Self-Paced
• Free Certificate

Journey into Machine Learning with Sklearn and Tensorflow

Build practical machine learning skills with scikit-learn and TensorFlow, from data preparation and feature engineering to neural networks and model optimization.

• edX
• 5 weeks, 2-4 hours a week
• Self-Paced
• Free Online Course (Audit)

MathWorks

Machine Learning with MATLAB

Train, validate, and improve machine learning models in MATLAB: k-means and hierarchical clustering, classification trees, SVMs, cross validation, feature selection, and regression.

• MATLAB Academy
• 12 hours
• Self-Paced
• Paid Course

MathWorks Career Certificate

Machine Learning for Manufacturing Operations

Develop machine learning skills used by engineers to detect issues, analyze system performance, and optimize manufacturing operations.

• edX
• Self-Paced
• Paid Course

Learn to apply Transactional AI with machine learning on IBM z/OS, prepare data and models, deploy and score in transactions, and monitor trustworthy MLOps.

• IBM Training
• 8 hours
• Self-Paced
• Free Online Course

AI and Machine Learning Algorithms and Techniques

Master advanced ML algorithms, deep transfer learning (Transformers and CNNs), unsupervised clustering, automated hyperparameter optimisation, and Responsible AI explainability, all within Azure Machi

• edX
• 2 weeks, 5-10 hours a week
• Self-Paced
• Free Online Course (Audit)

Improving Machine Learning and Deep Learning Models

Learn how to improve the performance of machine learning and deep learning models through a structured, hands-on path. This series covers model evaluation, regularization, hyperparameter tuning, and n

• edX
• 1 week, 2-4 hours a week
• Self-Paced
• Free Online Course (Audit)

Career Certificate

Machine Learning with Hugging Face Bootcamp: Zero to Mastery

Three end-to-end Hugging Face projects — text classification, a custom object detector, and a fine-tuned small language model — each shipped as a public Gradio demo on Spaces.

• Zero To Mastery
• 18 hours
• Self-Paced
• Paid Course

The Nuts and Bolts of Machine Learning

Build and evaluate supervised and unsupervised machine learning models in Python, including Naive Bayes, K-means, decision trees, random forests, and boosting.

• Google Skills
• 34 hours
• Self-Paced
• Paid Course

Amazon Web Services;  Amazon

Planning a Machine Learning Project

Decide whether machine learning fits a business problem: assess data readiness, gauge the impact on project timelines, and ask the right early deployment questions.

• AWS Skill Builder
• Self-Paced
• Free Certificate

Amazon Web Services;  Amazon

Building a Machine Learning Ready Organization (한국어)

조직이 기계 학습을 도입할 준비를 갖추고 데이터 전략, 협업 문화, 파일럿 팀을 정비하는 방법을 다룹니다.

• AWS Skill Builder
• 30 minutes
• Self-Paced
• Free Certificate