Machine Learning Courses and Certifications

Machine Learning for All

3535 ratings at Coursera

This course is designed to introduce you to Machine Learning without needing any programming.

• Coursera
• 20 hours 36 minutes
• On-Demand
• Paid Course

AI & ML Made Easy: From Basic to Advanced (2025)

642 ratings at Udemy

Learn AI, Machine Learning & Deep Learning from Scratch with Real Projects, NLP, and Industry-Focused Applications

• Udemy
• 7 hours 10 minutes
• On-Demand
• Paid Course

Fundamentals of Machine Learning for Healthcare

620 ratings at Coursera

Explore machine learning's potential in healthcare, covering fundamental concepts, use cases, evaluation metrics, and best practices for developing and implementing ML applications in medical settings.

• Coursera
• 14 hours 3 minutes
• On-Demand
• Paid Course

Data Science: Building Machine Learning Models

120 ratings at edX

Build a movie recommendation system and learn the science behind one of the most popular and successful data science techniques.

• edX
• 8 weeks, 2-4 hours a week
• On-Demand
• Free Online Course (Audit)

Microcredential

Mastering Clustering in Machine Learning

16 ratings at CodeSignal

Master clustering algorithms and validation techniques for unsupervised machine learning, from K-means and DBSCAN to hierarchical methods and performance metrics.

• CodeSignal
• 9 hours
• On-Demand
• Free Certificate
• 4 courses

Intro to Unsupervised Machine Learning

Master unsupervised machine learning through hands-on practice with clustering, dimensionality reduction, and advanced algorithms using the Iris dataset for practical data analysis applications.

• CodeSignal
• 5 hours
• On-Demand
• Free Certificate

Introduction to Supervised Machine Learning

Master supervised machine learning through hands-on wine quality prediction, implementing linear and logistic regression models while exploring feature analysis, gradient descent, and model evaluation techniques.

• CodeSignal
• 4 hours
• On-Demand
• Free Certificate

Data Cleaning and Preprocessing in Machine Learning

Master data preprocessing techniques using the Titanic dataset, covering cleaning, handling missing values, outlier detection, feature engineering, and model training with Python and Pandas for effective machine learning preparation.

• CodeSignal
• 4 hours
• On-Demand
• Free Certificate

Foundational Machine Learning Models with Sklearn

Master fundamental machine learning algorithms using Sklearn and the Iris dataset, from linear regression to decision trees, with hands-on implementation, evaluation metrics, and model optimization techniques.

• CodeSignal
• 4 hours
• On-Demand
• Free Certificate

Feature Engineering for Machine Learning

Master feature engineering techniques using the Abalone Dataset to improve ML model performance through extraction, selection, and transformation methods for uncovering meaningful patterns in data.

• CodeSignal
• 3 hours
• On-Demand
• Free Certificate

Intro to Model Optimization in Machine Learning

Master machine learning optimization techniques using real medical data, from hyperparameter tuning to advanced ensemble methods, enhancing your ability to build accurate predictive models.

• CodeSignal
• 3 hours
• On-Demand
• Free Certificate

Training Your First Machine Learning Model from Scratch

Master linear regression fundamentals by building a model from scratch using scikit-learn, covering data preparation, training, evaluation, and real-world applications with California housing data.

• CodeSignal
• 3 hours
• On-Demand
• Free Certificate

Data Preprocessing For Machine Learning

Master essential data preprocessing techniques for machine learning, from handling missing values and encoding features to scaling data and creating effective train-test splits.

• CodeSignal
• 3 hours
• On-Demand
• Free Certificate

Ensembles in Machine Learning

Master ensemble learning techniques like bagging, boosting, and stacking to enhance predictive modeling performance, from Random Forests to Gradient Boosting and AdaBoost implementations.

• CodeSignal
• 3 hours
• On-Demand
• Free Certificate

Preparing Financial Data for Machine Learning

Master essential techniques for preparing financial time series data through feature engineering, scaling, and proper train-test splitting to build effective machine learning models for stock price prediction.

• CodeSignal
• 2 hours
• On-Demand
• Free Certificate