Mathematics for machine learning courses can help you learn linear algebra, calculus, probability, and statistics. You can build skills in optimization techniques, data analysis, and algorithm development. Many courses introduce tools like Python libraries such as NumPy and SciPy, that support implementing mathematical concepts in AI applications. You'll also explore key topics like regression analysis, dimensionality reduction, and neural networks, all of which are crucial for developing effective machine learning models.

Skills you'll gain: Data Structures, Algorithms, Graph Theory, Programming Principles, Theoretical Computer Science, Computer Science, Computer Programming, Python Programming, Pandas (Python Package), Machine Learning Algorithms, Computational Thinking, C++ (Programming Language), Data Architecture, Random Forest Algorithm, Performance Tuning, Object Oriented Programming (OOP), Network Analysis, Program Development, Problem Solving, Debugging
Intermediate · Specialization · 3 - 6 Months

Skills you'll gain: PyTorch (Machine Learning Library), Data Preprocessing, Transfer Learning, Fine-tuning, Model Training, Convolutional Neural Networks, Medical Imaging, Radiology, Image Analysis, Deep Learning, Python Programming
Intermediate · Guided Project · Less Than 2 Hours

Skills you'll gain: Unity Engine, Video Game Development, Game Design, C# (Programming Language), Object Oriented Programming (OOP), Artificial Intelligence, Scripting
Mixed · Course · 1 - 4 Weeks

LearnKartS
Skills you'll gain: Distributed Denial-Of-Service (DDoS) Attacks, Penetration Testing, Security Testing, Cyber Security Assessment, Cybersecurity, Network Security, Cyber Attacks, Cryptography, Vulnerability Scanning, Kubernetes, Application Security, Cloud Infrastructure, Cyber Security Strategy, Cyber Threat Intelligence, Cyber Threat Hunting, Cyber Operations, Security Controls, Security Awareness, Cyber Risk, Security Strategy
Beginner · Specialization · 1 - 3 Months

Skills you'll gain: Retrieval-Augmented Generation, Vector Databases, Embeddings, Development Environment, OpenAI API, AI Integrations, Large Language Modeling, Database Management Systems, Databases, OpenAI, Artificial Intelligence, System Configuration
Intermediate · Course · 1 - 4 Weeks

University of Minnesota
Skills you'll gain: Usability Testing, User Interface (UI), Usability, User Research, UI/UX Research, Human Computer Interaction, User Interface (UI) Design, User Centered Design, Test Planning
Mixed · Course · 1 - 3 Months

Starweaver
Skills you'll gain: Lean Manufacturing, Lean Methodologies, Kaizen Methodology, Process Mapping, Cross-Functional Collaboration, Kanban Principles, Process Analysis, Cross-Functional Team Leadership, Employee Engagement, Process Optimization, Operational Excellence, Operational Efficiency, Continuous Improvement Process, Process Improvement and Optimization, Quality Management, Process Improvement, Business Process, Workflow Management, Culture Transformation, Leadership
Beginner · Course · 1 - 4 Weeks

École Polytechnique Fédérale de Lausanne
Skills you'll gain: Torque (Physics), Mechanics, Engineering Analysis, Structural Analysis, Differential Equations, Applied Mathematics, Physics, Mathematical Modeling
Mixed · Course · 1 - 3 Months

Skills you'll gain: Google Sheets, Data Visualization, User Feedback, Customer experience improvement, Spreadsheet Software, Customer Insights, Customer Analysis, Customer Service, Google Workspace, Trend Analysis, Analysis
Intermediate · Guided Project · Less Than 2 Hours

Imperial College London
Skills you'll gain: Microbiology, Public Health and Disease Prevention, Public Health, Sanitation, Infection Control, Infectious Diseases, Environment Health And Safety, Epidemiology, Preventative Care, Emergency Response, Water Resources, Hand Hygiene, Healthcare Ethics, Community Health, Water Quality, Radiation Protection, Environmental Science, Environmental Issue, Immunology
Beginner · Course · 1 - 4 Weeks

IE Business School
Skills you'll gain: Data-Driven Marketing, Marketing Analytics, Brand Management, Data-Driven Decision-Making, Marketing Management, Product Management, Strategic Marketing, Integrated Marketing Communications, Brand Strategy, Marketing, Product Planning, Marketing Strategies, Marketing Communications, Marketing Channel, Strategic Decision-Making, Marketing Effectiveness, Promotional Strategies, Marketing Planning, Product Strategy, Presentations
Intermediate · Course · 1 - 3 Months

Skillshare
Skills you'll gain: Logo Design, Packaging and Labeling, Adobe Illustrator, Brand Strategy, Competitive Analysis, Graphic and Visual Design, Presentations, Content Creation, Target Audience, Web Presence, Storytelling, Branding, Color Theory, Social Media Content, Typography, Design Strategies, Graphic Design, Animations, Design Software, Graphical Tools
Beginner · Specialization · 3 - 6 Months