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 California, Irvine
Skills you'll gain: Learning Styles, Discussion Facilitation, Verbal Communication Skills, Public Speaking, Learning Strategies, Time Management, Communication, Writing, Honesty, Social Skills, Writing and Editing, Personal Integrity, Organizational Skills, Active Listening, Literacy, Communication Strategies, Research, Research Reports, Editing, Style Guides
Beginner · Specialization · 1 - 3 Months

Skills you'll gain: Pandas (Python Package), Data Visualization, Plot (Graphics), Data Manipulation, Statistical Visualization, Data Cleansing, Text Mining, Exploratory Data Analysis, Data Analysis, Data Preprocessing, Python Programming
Beginner · Guided Project · Less Than 2 Hours

Stanford Online
Skills you'll gain: Descriptive Statistics, Statistics, Probability & Statistics, Statistical Methods, Sampling (Statistics), Statistical Analysis, Data Analysis, Statistical Hypothesis Testing, Regression Analysis, Statistical Inference, Probability, Exploratory Data Analysis, Analysis, Statistical Machine Learning, Statistical Visualization, Data Collection, Probability Distribution, Correlation Analysis
Beginner · Course · 1 - 3 Months

Amazon Web Services
Skills you'll gain: Education Software and Technology, Generative AI, Digital pedagogy, AI literacy
Beginner · Course · 1 - 4 Weeks

Microsoft
Skills you'll gain: SQL, Microsoft SQL Servers, Relational Databases, Transact-SQL, Data Transformation, Database Theory, Data Manipulation, Databases, Query Languages, Database Development, Database Software, Database Management, Data Access, Database Design, Data Wrangling, GitHub Copilot, Generative AI Agents, Data Presentation, Maintainability
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Model Optimization, Model Training, Keras (Neural Network Library), Failure Analysis, Root Cause Analysis, Process Improvement and Optimization, Performance Analysis
Intermediate · Course · 1 - 4 Weeks

University of Colorado Boulder
Skills you'll gain: Data Visualization, Dashboard Creation, Excel Formulas, Dashboard, Pivot Tables And Charts, Plot (Graphics), Microsoft Excel, Data Validation, Data Management, Data Cleansing, Data Entry, Data Sharing, Data Import/Export, Spreadsheet Software, Data Transformation, Microsoft Office, Data Analysis Software, Analysis, Data Integrity, Problem Solving
Beginner · Specialization · 3 - 6 Months

University of California, Irvine
Skills you'll gain: Grammar, Language Competency, English Language, Vocabulary, Language Learning
Beginner · Specialization · 1 - 3 Months

Coursera
Skills you'll gain: Surveys, Employee Surveys, User Feedback, Microsoft Office, Microsoft 365
Beginner · Guided Project · Less Than 2 Hours

Università di Napoli Federico II
Skills you'll gain: Presentations, Sales Presentations, Oral Expression, Business Communication, Business Correspondence, Verbal Communication Skills, Negotiation, Workplace inclusivity, Business Writing, English Language, Interviewing Skills, Data Visualization, Writing, Communication, Report Writing, Taking Meeting Minutes, Recruitment, Interpersonal Communications, Vocabulary
Intermediate · Course · 1 - 3 Months

EDUCBA
Skills you'll gain: Microbiology, Infectious Diseases, Molecular, Cellular, and Microbiology, Taxonomy, Public Health and Disease Prevention, Infection Control, Medical Laboratory, Public Health, Laboratory Testing, Sterilization, Environmental Science, Laboratory Techniques, Biotechnology, Environment Health And Safety, Biology, Environment, Food and Beverage, Tax, Safety Culture, Culture
Mixed · Course · 1 - 3 Months

Skills you'll gain: File I/O, Memory Management, Debugging, C++ (Programming Language), C and C++, Software Documentation, Development Testing, Code Reusability, Vibe coding, Programming Principles, API Design, Program Development, Pseudocode, Software Architecture, Software Design, Functional Design, Performance Tuning, Application Design, Technical Documentation, Generative AI
Beginner · Professional Certificate · 3 - 6 Months