Courses in Math for Machine Learning can help you learn linear algebra, calculus, probability, and statistics. You can build skills in data analysis, model evaluation, and algorithm optimization. Many courses introduce tools like Python libraries such as NumPy and SciPy, that support implementing mathematical concepts in AI and artificial intelligence projects. You'll also explore techniques like gradient descent and matrix factorization, which are crucial for developing effective machine learning models.

University of Colorado Boulder
Skills you'll gain: Database Design, SQL, Database Management Systems, Database Development, NoSQL, Relational Databases, Data Warehousing, Database Theory, Database Systems, Database Architecture and Administration, Databases, Database Software, Database Administration, Data Store, Database Management, Data Modeling, Query Languages, Big Data, Data Architecture, Database Application
Build toward a degree
Beginner · Specialization · 3 - 6 Months
Madecraft
Skills you'll gain: Business Analytics, Analytics, Data Analysis, Dashboard Creation, Dashboard, Business Intelligence, Marketing Analytics, Analytical Skills, Analysis, Data-Driven Decision-Making, Data Presentation, Excel Formulas, Data Literacy, Data Visualization, Business Analysis, Microsoft Excel, Predictive Analytics, Key Performance Indicators (KPIs), Descriptive Analytics, Statistical Reporting
Beginner · Course · 1 - 3 Months

Skills you'll gain: Presentations, Storytelling, Public Speaking, Oral Expression, Verbal Communication Skills, Professional Development, Composure, Communication, Communication Strategies, Constructive Feedback, Target Audience, Leadership, Coaching
Beginner · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: HubSpot CRM, Customer Relationship Management (CRM) Software, Data Cleansing, Customer Relationship Management, Data Quality, Data Maintenance, Customer Data Management, Data-Driven Marketing, Marketing Automation, Data Integrity, Workflow Management, Data Validation, Auditing, Records Management, Record Keeping
Beginner · Course · 1 - 4 Weeks

University of California, Davis
Skills you'll gain: Fundraising, Proposal Writing, Grant Writing, Philanthropy, Fundraising and Crowdsourcing, Proposal Development, Gift Accounting, Prospecting and Qualification, Campaign Management, Grant Applications, Tax Planning, Ethical Standards And Conduct, Marketing Planning, Customer Relationship Building, Direct Marketing, Advertising Mail, Business Writing, Developing Training Materials, Campaign Planning, Tax Management
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Tensorflow, Keras (Neural Network Library), Model Deployment, Data Pipelines, Google Cloud Platform, Data Preprocessing, Model Training, Deep Learning, Data Processing, Model Optimization, Cloud Deployment, Machine Learning Methods, Applied Machine Learning, Data Transformation, Artificial Neural Networks
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Debugging, Application Development, Artificial Intelligence, Generative AI
Beginner · Course · 1 - 4 Weeks
Madecraft
Skills you'll gain: Pivot Tables And Charts, Microsoft Excel, Cash Flow Forecasting, Excel Formulas, Financial Modeling, Cash Management, Spreadsheet Software, Financial Forecasting, Financial Reporting, Financial Data, Accounting and Finance Software, Cash Flows, Finance, Forecasting, Dashboard Creation, Business Reporting, Financial Analysis, Management Reporting, Data Analysis, Business Operations
Beginner · Course · 1 - 3 Months

Skills you'll gain: PyTorch (Machine Learning Library), Fine-tuning, Convolutional Neural Networks, Deep Learning, Natural Language Processing, Embeddings, Hugging Face, Computer Vision, Supervised Learning, Classification Algorithms, Data Preprocessing, Predictive Modeling, Machine Learning, Data Processing, Artificial Intelligence and Machine Learning (AI/ML), Statistical Methods, Probability & Statistics, Machine Learning Algorithms
Advanced · Specialization · 3 - 6 Months

University of Colorado Boulder
Skills you'll gain: Sustainable Business, Corporate Sustainability, Stakeholder Engagement, Environmental Social And Corporate Governance (ESG), Sustainability Reporting, Stakeholder Management, Performance Measurement, Strategic Partnership, Sustainable Development, Sustainable Systems, Corporate Strategy, Sustainability Standards, Stakeholder Analysis, Drive Engagement, Procurement, Business Strategies, Communication Planning, Supply Chain Management, Systems Thinking, Communication
Beginner · Specialization · 1 - 3 Months

University of California, Davis
Skills you'll gain: Employee Coaching, Management Training And Development, Coaching, Accountability Frameworks, Team Performance Management, Organizational Change, Expectation Management, Performance Management, Key Performance Indicators (KPIs), Accountability, Employee Performance Management, People Management, Leadership and Management, Organizational Development, People Development, Performance Metric, Process Development, Performance Analysis, Leadership, Communication
Intermediate · Specialization · 3 - 6 Months

Skills you'll gain: Robotics, Artificial Intelligence, Image Analysis, Artificial Intelligence and Machine Learning (AI/ML), Computer Vision, Convolutional Neural Networks, AI Integrations, Natural Language Processing, Artificial Neural Networks, Reinforcement Learning, Model Training, Machine Learning, Python Programming, Automation, Algorithms
Intermediate · Course · 1 - 3 Months