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 California, Davis
Skills you'll gain: Critical Thinking and Problem Solving, Problem Solving, Brainstorming, Critical Thinking, Independent Thinking, Constructive Feedback, Decision Making, Analysis, Personal Development, Self-Awareness, Collaboration
★ 4.8 (1.3K) · Beginner · Course · 1 - 4 Weeks

DeepLearning.AI
Skills you'll gain: Retrieval-Augmented Generation, LLM Application, LangChain, Large Language Modeling, Embeddings, Prompt Engineering, Query Languages, Vector Databases, Data Storage, Unstructured Data, Graph Theory
★ 4.8 (99) · Intermediate · Project · Less Than 2 Hours

Skills you'll gain: Excel Formulas, Data Cleansing, Pivot Tables And Charts, Spreadsheet Software, Data Wrangling, Microsoft Excel, Data Analysis, Data Quality, Google Sheets, Data Manipulation, Data Integrity, Data Entry, Data Import/Export, Data Science, Information Privacy
★ 4.7 (11K) · Beginner · Course · 1 - 3 Months

Johns Hopkins University
Skills you'll gain: Training Programs, Education and Training, Smart Goals, Community Health, Train The Trainer, Educational Materials, Health Education, Adult Education, Needs Assessment, Planning, Case Management
★ 4.7 (91) · Beginner · Course · 1 - 3 Months

Skills you'll gain: Key Performance Indicators (KPIs), Power BI, Dashboard Creation, Dashboard, Data Visualization, Interactive Data Visualization, Data Storytelling, Performance Metric, Business Metrics, Performance Analysis, Data Visualization Software, Data Import/Export, Business Intelligence, Regional Sales
★ 4.7 (92) · Beginner · Guided Project · Less Than 2 Hours

Vanderbilt University
Skills you'll gain: Generative AI Agents, Agentic systems, Agentic Workflows, Generative AI, Email Automation, Prompt Engineering, AI Workflows, ChatGPT, AI Personalization, Expense Management, Expense Reports, AI Orchestration, AI literacy, Workflow Management, Tool Calling, Google Sheets, AI Integrations, Memory Management
★ 4.6 (136) · Beginner · Course · 1 - 4 Weeks

Politecnico di Milano
Skills you'll gain: Large Language Modeling, LLM Application, Learning Strategies, Education Software and Technology, AI Personalization, AI literacy, Lifelong Learning, Human Learning, Adult Learning Principles, Student-Centred Learning, Generative AI, Critical Thinking, Goal Setting
★ 5 (9) · Beginner · Course · 1 - 4 Weeks

Vanderbilt University
Skills you'll gain: Clinical Data Management, Data Capture, Electronic Data Capture (EDC), Clinical Research, Data Management, Data Collection, Data Sharing, Data Entry, Data Strategy, Data Quality, Data Storage, Regulatory Compliance
★ 4.7 (1.9K) · Beginner · Course · 1 - 3 Months

Commonwealth Education Trust
Skills you'll gain: Lesson Planning, Teaching, Instructing, Pedagogy, Planning, Education and Training, Professional Development, Peer Review, Constructive Feedback, Instructional Strategies, Human Learning, Portfolio Management, Growth Mindedness, Rapport Building, Collaboration
★ 4.2 (18) · Mixed · Course · 1 - 4 Weeks

University of Cambridge
Skills you'll gain: Childhood Education and Development, Human Learning, Child Development, Teaching, Learning Theory, Instructional Strategies, K-12 pedagogy, Pedagogy, Learning Strategies, Developmental Disabilities, Disabilities, Autism Spectrum Disorders, Special Education, Human Development, Differentiated Instruction, Interactive Learning, Neurology, Diversity Awareness
★ 4.8 (31) · Beginner · Course · 1 - 3 Months

Skills you'll gain: AI powered creativity, Google Gemini, Visual Storytelling, Multimodal Prompts, Generative AI, AI literacy, AI Enablement, AI Personalization, AI Workflows, Creative Design, Artificial Intelligence, Google Workspace, Responsible AI
★ 4.7 (225) · Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Large Language Modeling, Natural Language Processing, Fine-tuning, Model Evaluation, Recurrent Neural Networks (RNNs), Transfer Learning, PyTorch (Machine Learning Library), Model Training, Artificial Neural Networks, Artificial Intelligence and Machine Learning (AI/ML), Deep Learning, Generative Model Architectures, Machine Learning
Intermediate · Course · 1 - 3 Months