Courses in Math for Machine Learning often teach linear algebra, calculus, probability, and statistics, providing a solid foundation for understanding algorithms. You can build skills in optimization techniques, data analysis, and model evaluation, which are crucial for effective machine learning applications. Many courses introduce tools like Python libraries such as NumPy and TensorFlow, which help you implement mathematical concepts in AI projects and enhance your ability to work with data-driven models.
University of Illinois Urbana-Champaign
Skills you'll gain: Sustainable Development, Design Thinking, Environmental Issue, Sustainable Business, Solution Design, Innovation, Product Development, Entrepreneurship, Human Centered Design, Business Planning, Market Analysis, Market Research, Business Development, Consumer Behaviour, Needs Assessment, Cultural Sensitivity
Build toward a degree
Beginner · Course · 1 - 4 Weeks
University of Illinois Urbana-Champaign
Skills you'll gain: Entrepreneurship, Financial Modeling, Financial Forecasting, Business Planning, Business Metrics, New Business Development, Entrepreneurial Finance, Growth Strategies, Financial Planning, Key Performance Indicators (KPIs), Presentations, Go To Market Strategy, Business Development, Business Valuation, Market Opportunities, Team Building, Staff Management, Target Market, Customer Acquisition Management, Fundraising
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Data Storytelling, Data Presentation, Data-Driven Decision-Making, Strategic Decision-Making, Product Management, Customer Insights, Data Analysis, Forecasting, A/B Testing, Business Analytics, Analytics, Prioritization, Statistical Analysis, Business Metrics, User Research, Customer Retention, Machine Learning Methods, Root Cause Analysis, Statistical Methods, Stakeholder Communications
Intermediate · Specialization · 3 - 6 Months

Duke University
Skills you'll gain: MySQL, Bash (Scripting Language), Scripting, Database Management, Relational Databases, Command-Line Interface, SQL, Databases, Data Import/Export, Database Application, Data Pipelines, Data Manipulation, Python Programming, Linux
Beginner · Guided Project · Less Than 2 Hours

Salesforce
Skills you'll gain: Verbal Communication Skills, Interviewing Skills, Professional Development, Communication, Storytelling, Sales Development, Presentations, Portfolio Management, Professional Networking, Branding, Personal Attributes, LinkedIn, Brand Strategy, Empathy
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Organizational Change, Agentic Workflows, AI Enablement, Generative AI Agents, Workflow Management, Predictive Analytics, Cash Management, Responsible AI, Performance Tuning, Fraud detection, Accounting and Finance Software, Financial Reporting
Intermediate · Course · 1 - 4 Weeks

National Taiwan University
Skills you'll gain: Reinforcement Learning, Deep Learning, Theoretical Computer Science, Classification Algorithms, Artificial Neural Networks, Artificial Intelligence, Machine Learning, Model Evaluation, Autoencoders, Convolutional Neural Networks, Supervised Learning, Computer Science, Decision Tree Learning, Algorithms
Intermediate · Course · 1 - 3 Months

University at Buffalo
Skills you'll gain: Classroom Management, Teaching, Instructional Strategies, Student Engagement, Psychiatric Assessments, Parent Communication, Behavior Management, Positive Behavior Support, Working With Children, Clinical Assessment, Mental Health Diseases and Disorders, Treatment Planning, Diagnostic Tests, Child Development, Planning, Communication
Beginner · Course · 1 - 4 Weeks

Rice University
Skills you'll gain: Engineering Documentation, Concision, Electronic Media, Report Writing, Writing, Engineering Management, Technical Documentation, Editing, Collaboration, Professionalism, Communication, Planning
Beginner · Course · 1 - 3 Months

Utrecht University
Skills you'll gain: Social Justice, Court Systems, Political Sciences, Immigration Law, Law, Regulation, and Compliance, Diversity Awareness, European History, Cultural Diversity, Social Sciences, Civil Law, Case Law, Media and Communications
Beginner · Course · 1 - 3 Months

Fundação Instituto de Administração
Skills you'll gain: Business Analytics, Regression Analysis, Descriptive Statistics, Data Analysis, Data-Driven Decision-Making, Statistical Inference, Statistical Methods, Analytics, Statistics, Strategic Decision-Making, Analysis, Business Analysis, Statistical Analysis, Data Science, Probability & Statistics
Intermediate · Course · 1 - 3 Months

AI CERTs
Skills you'll gain: Blockchain, Business Leadership, FinTech, Strategic Leadership, Leadership, Business Transformation, Emerging Technologies, Business, Health Technology, Regulatory Compliance, Business Planning, Legal Risk, Supply Chain Management, Compliance Management, Payment Systems, Cloud Computing, Cryptography, Distributed Computing, Cloud Computing Architecture, Artificial Intelligence
Intermediate · Course · 3 - 6 Months