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.

Fundação Lemann
Skills you'll gain: Google Workspace, Collaborative Software, Education Software and Technology, Document Management, Digital pedagogy, Data Sharing, Gmail, Learning Management Systems, Spreadsheet Software, File Management, Web Presence, Cloud Storage, Content Management Systems, Geospatial Mapping, Web Content, Virtual Environment
Mixed · Course · 1 - 3 Months

Skills you'll gain: Canva (Software), Animations, Visual Storytelling, Content Creation, Social Media, Social Media Content, Graphical Tools, Design, Graphic Design, Digital Marketing
Beginner · Guided Project · Less Than 2 Hours

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

DeepLearning.AI
Skills you'll gain: Tensorflow, Model Optimization, Deep Learning, Data Compilation, Model Training, Statistical Analysis, Artificial Neural Networks, Model Evaluation, Performance Tuning, Applied Machine Learning, Machine Learning, Algorithms, Debugging
Beginner · Course · 1 - 4 Weeks

University of Colorado Boulder
Skills you'll gain: Climate Change Mitigation, Climate Change Programs, Risk Management, Climate Change Adaptation, Mitigation, Risk Mitigation, Environmental Policy, Environmental Issue, Pollution Prevention, Energy and Utilities, Vulnerability, Policy Analysis
Beginner · Course · 1 - 4 Weeks

Packt
Skills you'll gain: TCP/IP, Network Administration, Virtual Local Area Network (VLAN), Network Routers, Network Routing, General Networking, Network Architecture, Ansible, Virtual Networking, Puppet (Configuration Management Tool), Software-Defined Networking, Local Area Networks, Computer Networking, Command-Line Interface, Network Security, Security Awareness, Network Engineering, Remote Access Systems, IT Automation, Network Troubleshooting
Intermediate · Specialization · 1 - 3 Months

Skills you'll gain: Data Preprocessing, Model Training, Applied Machine Learning, Data Processing, Predictive Modeling, Feature Engineering, MLOps (Machine Learning Operations), Artificial Intelligence and Machine Learning (AI/ML), Machine Learning Software, Advanced Analytics, Model Optimization, Exploratory Data Analysis, Data Analysis, Machine Learning, Automation, Model Evaluation, Model Deployment, Data Visualization, Virtual Environment
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Feature Engineering, Dimensionality Reduction, Data Integration, Data Preprocessing, Exploratory Data Analysis, Data Visualization, Plot (Graphics), Data Compilation, Matlab, Scientific Visualization, Data Processing, Data Cleansing, Data Wrangling, Data Manipulation, Histogram, Data Transformation, Data Science, Text Mining, Predictive Modeling, Unstructured Data
Intermediate · Course · 1 - 3 Months

Pragmatic AI Labs
Skills you'll gain: GitHub Copilot, Model Context Protocol, GitHub, Responsible AI, Git (Version Control System), Model Evaluation, AI Integrations, Object-Relational Mapping, Package and Software Management, Restful API, Open Source Technology, CI/CD, AI Security, Security Controls, Generative AI, Agentic Workflows, Security Strategy, Enterprise Architecture, Automation Engineering, Machine Learning
Beginner · Specialization · 3 - 6 Months

DeepLearning.AI
Skills you'll gain: Generative AI, Generative Model Architectures, Jupyter, AI Personalization, Model Training, Sampling (Statistics), Artificial Neural Networks, Algorithms
Intermediate · Project · Less Than 2 Hours

Case Western Reserve University
Skills you'll gain: Leadership Development, Leadership, Organizational Change, Organizational Development, Organizational Leadership, Culture Transformation, Case Studies, Drive Engagement, Change Management, Stakeholder Engagement, Employee Engagement, Storytelling, Design Thinking, Industrial and Organizational Psychology
Mixed · Course · 1 - 3 Months

Wesleyan University
Skills you'll gain: Storytelling, Writing, Self-Awareness, English Language
Mixed · Course · 1 - 4 Weeks