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.

Skills you'll gain: Generative AI, Gemini, Google Gemini, MLOps (Machine Learning Operations), Google Cloud Platform, Artificial Intelligence and Machine Learning (AI/ML), Model Deployment, AI Workflows, Artificial Intelligence, Model Training, Applied Machine Learning, Cloud Infrastructure, Machine Learning, Data Preprocessing
Beginner · Course · 1 - 3 Months

Johns Hopkins University
Skills you'll gain: Linear Algebra, Algebra, Applied Mathematics, Advanced Mathematics, Artificial Intelligence and Machine Learning (AI/ML), Engineering Analysis, Mathematical Theory & Analysis, Geometry, Applied Machine Learning, Markov Model
★ 4.7 (231) · Beginner · Specialization · 3 - 6 Months

Universitat Politècnica de València
Skills you'll gain: Linear Algebra, Algebra, Geometry, General Mathematics, Applied Mathematics
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Model Optimization, Feature Engineering, Tensorflow, Model Deployment, Model Training, Google Cloud Platform, Data Quality, Model Evaluation, Exploratory Data Analysis, Keras (Neural Network Library), Data Strategy, Machine Learning, Embeddings, Machine Learning Methods, Cloud Deployment, Data Preprocessing, Statistical Machine Learning, Data Analysis, Applied Machine Learning, Dataflow
★ 4.7 (92) · Intermediate · Specialization · 3 - 6 Months

Skills you'll gain: Google Cloud Platform, Google Gemini, MLOps (Machine Learning Operations), Generative AI, Generative AI Agents, Generative Model Architectures, Artificial Intelligence and Machine Learning (AI/ML), AI Workflows, Cloud Infrastructure, Agentic Workflows, Big Data, Model Deployment, Natural Language Processing, Prompt Engineering, Model Training, Applied Machine Learning, Large Language Modeling, Machine Learning, Feature Engineering, Model Evaluation
Beginner · Course · 1 - 3 Months

Special Competitive Studies Project
Skills you'll gain: Large Language Modeling, Responsible AI, LLM Application, AI Integrations, Google Gemini, Data Ethics, Artificial Intelligence, AI Workflows, Gemini, AI literacy, Governance, ChatGPT, Public Administration, Generative AI, Decision Intelligence, Human Machine Interfaces, Ethical Standards And Conduct
Beginner · Course · 1 - 4 Weeks
Northeastern University
Skills you'll gain: Journey Mapping, Decision Support Systems, Business Solutions, AI Product Strategy, Predictive Analytics, Data-Driven Decision-Making, Artificial Intelligence and Machine Learning (AI/ML), Analytics, Predictive Modeling, Customer Analysis, AI Integrations, Applied Machine Learning, Healthcare Industry Knowledge, Artificial Intelligence, Machine Learning, Machine Learning Algorithms, Model Evaluation
★ 4.4 (84) · Intermediate · Course · 1 - 4 Weeks

LearnQuest
Skills you'll gain: Package and Software Management, Linux Administration, Linux, Linux Commands, Virtual Private Networks (VPN), Linux Servers, System Monitoring, Operating System Administration, Public Key Infrastructure, Ubuntu, Version Control, File Management, Command-Line Interface, Intrusion Detection and Prevention, Git (Version Control System), File Systems, User Accounts, Firewall, Cloud Computing Architecture, DevOps
★ 4.5 (1.2K) · Beginner · Specialization · 3 - 6 Months

University of Michigan
Skills you'll gain: Database Design, Data Processing, Debugging, Web Scraping, File I/O, Data Store, Data Visualization, Database Software, Relational Databases, Restful API, Web Services, SQL, Databases, Data Visualization Software, JSON, Data Presentation, Data Structures, Programming Principles, Python Programming, Program Development
★ 4.8 (280K) · Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Google Cloud Platform, Model Deployment, Unstructured Data, Big Data, Data Pipelines, Model Training, Applied Machine Learning, Artificial Intelligence and Machine Learning (AI/ML), Cloud Deployment, Jupyter, Machine Learning, Artificial Intelligence, Natural Language Processing
Intermediate · Course · 1 - 3 Months

Google Cloud
Skills you'll gain: Feature Engineering, Model Optimization, Tensorflow, Machine Learning, Machine Learning Methods, Google Cloud Platform, Machine Learning Software, Model Deployment, Applied Machine Learning, Data Preprocessing, Cloud Storage, Data Quality, Cloud Computing, Model Training, Keras (Neural Network Library), Machine Learning Algorithms, Statistical Machine Learning, Embeddings, Fine-tuning, Dataflow
★ 4.4 (152) · Intermediate · Specialization · 3 - 6 Months

Macquarie University
Skills you'll gain: Instructional Design, Multimedia, Pedagogy, Discussion Facilitation, Presentations, Student Engagement, Design Reviews, Teaching, Peer Review, Visual Design, Graphic Design, Classroom Management, Media Production, Creative Design, Collaborative Software, Photo/Video Production and Technology, Learning Strategies, Security Controls, Augmented Reality, Information Privacy
★ 4.7 (429) · Beginner · Specialization · 3 - 6 Months