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.

University of Science and Technology of China
Skills you'll gain: Adult Education, Quick Learning, Lifelong Learning, Learning Strategies, Willingness To Learn, Brainstorming, Productivity, Problem Solving, Information Management, Record Keeping
Mixed · Course · 1 - 3 Months

University of Colorado System
Skills you'll gain: Life Support, Emergency and Intensive Care, Patient Evaluation, First Aid, Patient Positioning, Patient Transport, Airway Management, Health Assessment, Emergency Medical Services, Mobility Assistance, Safety Assurance, Clinical Assessment, Trauma Care, Medical History Documentation, Vital Signs, Neurology, Treatment Planning, Patient Safety
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Scatter Plots, Plot (Graphics), Regression Analysis, Excel Formulas, Statistical Visualization, Microsoft Excel, Data Analysis, Statistical Modeling, Descriptive Statistics, Analytics, Statistical Analysis, Statistical Methods, Descriptive Analytics, Spreadsheet Software, Correlation Analysis, Statistics, Analysis, Exploratory Data Analysis, Predictive Modeling, Trend Analysis
Beginner · Course · 1 - 4 Weeks

AI CERTs
Skills you'll gain: Supply Chain, Supply Chain Management, Inventory Management System, Supply Chain Planning, Inventory Management, Demand Planning, Inventory Control, Supply Management, Customer Demand Planning, Forecasting, Logistics, Supplier Management, Logistics Management, AI Enablement, Supplier Relationship Management, Risking, Artificial Intelligence, Business Risk Management, Artificial Intelligence and Machine Learning (AI/ML), Generative AI Agents
Intermediate · Course · 1 - 3 Months

University of California, Santa Cruz
Skills you'll gain: World History, Public History, Social Justice, European History, Liberal Arts, Cultural Diversity, Discussion Facilitation, Storytelling, Political Sciences, Writing
Beginner · Course · 1 - 3 Months

Starweaver
Skills you'll gain: Active Listening, Non-Verbal Communication, Business Writing, Concision, Responsible AI, Team Collaboration, Writing, Cultural Sensitivity, Persuasive Communication, Interpersonal Communications, Stakeholder Engagement, Organizational Change, Google Gemini, Anthropic Claude, Change Management, Generative AI, Communication, Strategic Communication, Marketing Communications, Strategic Marketing
Intermediate · Specialization · 1 - 4 Weeks

Starweaver
Skills you'll gain: Computer-Aided Design, Engineering Design Process, Drafting and Engineering Design, Product Engineering, Engineering Software, Ideation, Engineering, Simulation and Simulation Software, Conceptual Design, Sustainable Design, Creativity, Problem Solving, Prototyping, Innovation, Analytical Skills, Automation, Artificial Intelligence and Machine Learning (AI/ML), Emerging Technologies
Beginner · Course · 1 - 4 Weeks

University of Minnesota
Skills you'll gain: Time Series Analysis and Forecasting, Model Evaluation, Predictive Modeling, Data Preprocessing, Model Training, Regression Analysis, Microsoft Excel, Forecasting, Excel Formulas, Pivot Tables And Charts, Data Manipulation, Data Transformation, Feature Engineering, Statistical Modeling, Spreadsheet Software, Predictive Analytics, Model Optimization, Data Cleansing, Statistical Methods
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Video Game Development, Game Design, Animation and Game Design, 3D Assets, Computer Graphics, Visualization (Computer Graphics), User Interface (UI), Animations, Computer Graphic Techniques, UI Components, User Interface (UI) Design, Event-Driven Programming, Python Programming
Mixed · Course · 1 - 4 Weeks

Universidad Nacional Autónoma de México
Skills you'll gain: Android Development, Android Studio, Android (Operating System), Mobile Development, Application Development, Application Lifecycle Management, User Interface (UI) Design, Data Persistence, UI Components, Authorization (Computing), Data Storage Technologies, User Interface (UI), Data Storage, Database Management, File I/O
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Lean Six Sigma, Six Sigma Methodology, Process Improvement and Optimization, Quality Improvement, Continuous Improvement Process, Data-Driven Decision-Making, Process Analysis, Process Mapping, Business Analysis, Benchmarking, Stakeholder Engagement, Stakeholder Management, Project Management
Beginner · Course · 1 - 4 Weeks

Packt
Skills you'll gain: Model Deployment, Model Evaluation, Unsupervised Learning, Transfer Learning, Tensorflow, Generative AI Agents, Keras (Neural Network Library), Fine-tuning, Model Training, Machine Learning Methods, Dimensionality Reduction, Deep Learning, Recurrent Neural Networks (RNNs), Applied Machine Learning, BeeAI, Data Preprocessing, Convolutional Neural Networks, AI Orchestration, Application Deployment, Feature Engineering
Intermediate · Specialization · 1 - 3 Months