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.

Michigan State University
Skills you'll gain: Unity Engine, 3D Modeling, Color Theory, Animation and Game Design, Autodesk Maya, Video Game Development, Computer Graphics, Adobe Photoshop, Creativity
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Education Software and Technology, Google Workspace, Digital pedagogy
Beginner · Guided Project · Less Than 2 Hours

Skills you'll gain: Payroll, HR Tech, Compensation Strategy, Human Resources Software, Compensation and Benefits, Benefits Administration, Human Resources Information System (HRIS), Payroll Systems, Compensation Analysis, Compensation Management, Payroll Processing, Human Resources, Operational Efficiency, Responsible AI, AI Enablement, Data Ethics, Workforce Management, AI Personalization, Benefits Enrollment Processes, Employee Engagement
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Infrastructure As A Service (IaaS), Azure Active Directory, Microsoft Azure, Virtual Machines, .NET Framework, Kubernetes, Docker (Software), Cloud Development, Cloud Applications, Containerization, Microsoft SQL Servers, Application Deployment, Platform As A Service (PaaS), Microsoft Visual Studio, NoSQL, Serverless Computing, Cloud Storage, Authentications, Authorization (Computing), Scalability
Intermediate · Course · 3 - 6 Months

Skills you'll gain: Model Deployment, Tensorflow, Model Evaluation, Data Preprocessing, Image Analysis, Artificial Neural Networks, Convolutional Neural Networks, Applied Machine Learning, Machine Learning Methods, Computer Vision, Deep Learning
Beginner · Guided Project · Less Than 2 Hours
Duke University
Skills you'll gain: Pandas (Python Package), Bash (Scripting Language), Version Control, Jupyter, Linux Commands, Git (Version Control System), Shell Script, Linux, Web Scraping, Linux Administration, Data Manipulation, MySQL, Microservices, AWS SageMaker, SQL, JSON, Cloud Engineering, Python Programming, Big Data, Data Science
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Generative AI, Generative Adversarial Networks (GANs), AI Enablement, Recurrent Neural Networks (RNNs), Data Preprocessing, Model Evaluation
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Open Web Application Security Project (OWASP), Application Security, Security Testing, Secure Coding, System Monitoring, DevSecOps, Application Performance Management, Continuous Monitoring, Code Review, Threat Modeling, Vulnerability Scanning, Vulnerability Assessments, Prometheus (Software), Software Development Life Cycle, Grafana
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Healthcare Project Management, Clinical Documentation, Generative AI, Responsible AI, Resource Utilization, Patient Flow, Lean Methodologies, Operational Efficiency, Data Ethics, Operations Management, Health Care Procedure and Regulation, Informed Consent, Project Risk Management, Performance Metric, Continuous Improvement Process, Medical Privacy, AI Security, Healthcare Ethics, Generative AI Agents, Health Informatics
Intermediate · Specialization · 3 - 6 Months

Google Cloud
Skills you'll gain: Responsible AI, Data Ethics, AI Security, Artificial Intelligence and Machine Learning (AI/ML), Ethical Standards And Conduct, Model Evaluation, Human Centered Design, Data Quality
Intermediate · Course · 1 - 3 Months
University of Illinois Urbana-Champaign
Skills you'll gain: Extract, Transform, Load, Exploratory Data Analysis, Business Analytics, Data Presentation, Analytical Skills, Business Intelligence, Analytics, Data Analysis, Data Visualization Software, Data Processing, Data Transformation, Data Cleansing, Pandas (Python Package), Data Manipulation, Python Programming
Build toward a degree
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Blockchain, Digital Assets, Financial Inclusion, FinTech, Emerging Technologies, E-Commerce, Cryptography, Distributed Computing, Payment Systems, Financial Services, Cryptographic Protocols, Network Security, Process Design, Data Integrity, Computer Security, Transaction Processing, Scalability, Contract Management, Governance
Beginner · Course · 1 - 3 Months