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.

Skills you'll gain: Data Cleansing, Pandas (Python Package), Financial Data, Data Wrangling, Data Transformation, Data Preprocessing, Data Quality, Data Structures, Financial Forecasting, Technical Communication, Data Validation, Jupyter, Data Integrity, Exploratory Data Analysis, Data Import/Export, Descriptive Statistics, Project Documentation
Intermediate · Course · 1 - 4 Weeks

Northeastern University
Skills you'll gain: Time Series Analysis and Forecasting, Correlation Analysis, Probability & Statistics, Text Mining, Statistical Analysis, Probability Distribution, Data Analysis, Network Analysis, Statistical Methods, Feature Engineering, Probability, Data Structures, Unstructured Data, Data Processing, Data Cleansing, Network Model, Data Preprocessing, Graph Theory, Natural Language Processing
Beginner · Course · 1 - 3 Months

Skills you'll gain: A/B Testing, Pandas (Python Package), Matplotlib, Plotly, Data Visualization, GitHub, Data Manipulation, Statistical Hypothesis Testing, Version Control, Statistical Analysis, Data Science, Interactive Data Visualization, Python Programming, NumPy, Statistics, Data Analysis, Git (Version Control System), Collaborative Software, AI Workflows, Data Transformation
★ 3.7 (9) · Beginner · Course · 1 - 3 Months

Michigan State University
Skills you'll gain: Design Thinking, Ideation, Innovation, Market Opportunities, Creativity, Entrepreneurship, Commercialization, Resource Planning, Market Research, Customer Insights
★ 4.6 (326) · Mixed · Course · 1 - 4 Weeks

British Standards Institution
Skills you'll gain: AI Security, Data Ethics, Responsible AI, Risking, Risk Management Framework, Artificial Intelligence, AI literacy, Data Governance, Risk Management, Compliance Management, Operational Risk, Regulatory Compliance, Business Risk Management, Governance Risk Management and Compliance, Compliance Training, Risk Analysis, Quality Management Systems, Governance, Trustworthiness, Auditing
★ 3.4 (16) · Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Amazon Bedrock, Cloud Computing Architecture, AI Workflows, Generative AI, Amazon Web Services, Cloud Computing, IT Automation, AI Integrations, Applied Machine Learning, Cloud Deployment, Cloud Security, Model Deployment, AWS Identity and Access Management (IAM), Cloud Management, Scalability
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Canva (Software), Graphical Tools, Graphic and Visual Design, Video Production, Graphic and Visual Design Software, Photo/Video Production and Technology, Graphic Design, Social Media, Social Media Marketing, Content Creation
★ 4.8 (9) · Beginner · Guided Project · Less Than 2 Hours

DeepLearning.AI
Skills you'll gain: Artificial Intelligence and Machine Learning (AI/ML), AI Product Strategy, Artificial Intelligence, AI Enablement, Artificial Neural Networks, Digital Transformation, AI literacy, Deep Learning, Data Strategy, Technical Management, Applied Machine Learning, Machine Learning, Responsible AI, Business Transformation
★ 4.7 (308) · Beginner · Course · 1 - 3 Months

Skills you'll gain: Learning Management Systems, Web Content Accessibility Guidelines, Educational Materials, Instructional Design, Education Software and Technology, Test Tools
Beginner · Guided Project · Less Than 2 Hours

Logical Operations
Skills you'll gain: Tableau Software, Report Writing, Data Visualization Software, Dashboard, Data Visualization, Data Analysis, Data-Driven Decision-Making, Dashboard Creation, Data Presentation, Ad Hoc Reporting, Interactive Data Visualization, Microsoft Excel, Data Manipulation, Data Sharing, Microsoft PowerPoint, Data Management, Decision Making, Productivity Software
Mixed · Course · 1 - 3 Months

Skills you'll gain: Containerization, Restful API, Event-Driven Programming, DevOps, Data Integration, z/OS, Solution Architecture, Cloud Applications, Enterprise Architecture, IBM Cloud, Cloud-Based Integration, Application Lifecycle Management, Cloud-Native Computing, Application Design, Systems Integration, Hybrid Cloud Computing, Software Architecture, Application Programming Interface (API), Mainframe Computing
★ 4.8 (12) · Beginner · Course · 1 - 3 Months

Board Infinity
Skills you'll gain: Application Lifecycle Management, Power Apps Component Framework, Microsoft Power Platform, Power Platform Architecture & Technical Design, Azure DevOps Pipelines, Integration Testing, Microsoft Power Automate/Flow, Azure DevOps, Power Platform CLI, Microsoft Development Tools, DevOps, Enterprise Application Management, Application Deployment, Database Design, Development Environment, No-Code Development, Email Automation, Data Modeling, Microsoft Copilot, Power BI
Intermediate · Specialization · 1 - 3 Months