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.

Skills you'll gain: Package and Software Management, User Accounts, Unix Commands, Unix, Unix Shell, Bash (Scripting Language), Command-Line Interface, Kubernetes, Git (Version Control System), User Provisioning, GitHub, OS Process Management, Firewall, Ubuntu, Docker (Software), Containerization, Network Monitoring, File Systems, TCP/IP, Version Control
Beginner · Specialization · 3 - 6 Months

Coursera
Skills you'll gain: Google Gemini, Gemini, Application Deployment, Responsible AI, Software Development Tools, Cloud Development, Google Cloud Platform, Cloud Deployment, Generative AI, AI literacy, Prompt Engineering, AI Integrations, Debugging, Application Development
Intermediate · Course · 1 - 4 Weeks

Macquarie University
Skills you'll gain: Time Series Analysis and Forecasting, Forecasting, Model Evaluation, Regression Analysis, Microsoft Excel, Excel Formulas, Trend Analysis, Case Studies, Business Metrics, Predictive Modeling, Strategic Thinking, Data Presentation, Statistical Visualization, Graphing, Data-Driven Decision-Making, Statistical Modeling, Model Optimization, Business Analytics, Statistical Analysis, Decision Making
Intermediate · Specialization · 3 - 6 Months

Skills you'll gain: Marketing Analytics, Data-Driven Marketing, Marketing Effectiveness, A/B Testing, Target Audience, Marketing Strategies, Marketing, Marketing Planning, Marketing Strategy and Techniques, Online Advertising, Customer Analysis, Conversion Funnel Analysis, Marketing Channel, Advertising Campaigns, Persona Development, Customer Insights, Regression Analysis, Model Evaluation, Data Analysis, Descriptive Analytics
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Vibe coding, Prompt Engineering, Prompt Patterns, AWS SageMaker, AI Integrations, Generative AI Agents, Amazon Web Services, Infrastructure as Code (IaC), Prompt Engineering Tools, AI Security, AI Enablement, Generative AI, AI Personalization, AWS CloudFormation, AI Workflows, Computer Programming, Computer Programming Tools, Artificial Intelligence, Autoencoders, Building Codes
Beginner · Specialization · 3 - 6 Months

Johns Hopkins University
Skills you'll gain: Bioinformatics, R (Software), Data Analysis Software, Big Data, R Programming, Statistical Programming, Statistical Software, Statistical Analysis, Data Preprocessing, Data Processing, Data Manipulation, Data Structures, Software Installation, Data Import/Export, Data Access
Mixed · Course · 1 - 4 Weeks

University of Colorado System
Skills you'll gain: Concision, Grant Writing, Sample Size Determination, Institutional Review Board (IRB), Grant Applications, Proposal Writing, Biostatistics, Proposal Development, Writing, Clinical Research Ethics, Medical Science and Research, Statistical Analysis, Persuasive Communication, Data Analysis, Clinical Research, Statistical Methods, Research Design, Science and Research, Resource Allocation, Data Collection
Intermediate · Specialization · 3 - 6 Months

Google Cloud
Skills you'll gain: Cloud Deployment, Application Deployment, Amazon Web Services, Load Balancing, Google Cloud Platform, Amazon CloudWatch, Cloud Applications, Kubernetes, Application Performance Management, Virtual Machines, Cloud Storage, AWS Identity and Access Management (IAM), Cloud Engineering, Amazon Elastic Compute Cloud, Virtual Private Networks (VPN), Public Cloud, Amazon S3, Cloud Infrastructure, Hybrid Cloud Computing, Identity and Access Management
Intermediate · Specialization · 1 - 3 Months

Skills you'll gain: Campaign Planning, Campaign Management, Email Marketing, Marketing Analytics, Copywriting, Marketing Automation, Target Audience, Data-Driven Marketing, Email Automation, Program Standards, Quality Assurance, Quality Assessment, Web Analytics and SEO, Marketing Effectiveness, Brand Management, Personalized Campaigns, Digital Marketing, Marketing Communications, Market Analysis, Market Intelligence
Beginner · Course · 1 - 4 Weeks

HubSpot Academy
Skills you'll gain: Closing (Sales), Booking (Sales), Overcoming Objections, Sales Management, Prospecting and Qualification, Inside Sales, Sales Enablement, Sales Process, Sales Training, Selling Techniques, Sales Prospecting, HubSpot CRM, Lead Generation, Sales, Consultative Approaches, General Sales Practices, Sales Strategy, Consultative Selling, Consumer Behaviour, Management Training And Development
Beginner · Specialization · 1 - 3 Months

University of Washington
Skills you'll gain: Oral Expression, Negotiation, Proposal Writing, Presentations, Events and Conferences, Verbal Communication Skills, Persuasive Communication, Event Planning, Sales Presentations, Event Management, Proposal Development, Peer Review, Business Communication, Business Writing, Business Planning, Meeting Facilitation, Communication Strategies, Business Correspondence, Professional Networking, English Language
Intermediate · Specialization · 3 - 6 Months

University of Colorado Boulder
Skills you'll gain: Logo Design, Color Theory, Design Elements And Principles, Graphic Design, Graphic and Visual Design Software, Graphic and Visual Design, Visual Storytelling, Design Software, Typography, Color Matching, Storytelling, Layout Design, User Experience Design, Digital Design, Creative Design, Image Quality, Visual Design, Design, Adobe InDesign, Graphics Software
Beginner · Specialization · 3 - 6 Months