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.

Vanderbilt University
Skills you'll gain: Database Design, Software Design Documents, Data Migration, Generative AI, Database Development, Dashboard Creation, Software Documentation, AI Workflows, Database Management, ChatGPT, Database Architecture and Administration, Relational Databases, Prompt Engineering, Query Languages, SQL, Business Reporting, Prototyping, Test Data, Performance Tuning, Performance Testing
Intermediate · Course · 1 - 4 Weeks

Duke University
Skills you'll gain: Debugging, Code Reusability, Algorithms, Microsoft Visual Studio, Problem Solving, Computer Programming Tools, Computational Logic, Python Programming, Software Development, Data Analysis, Scripting Languages
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Business Continuity Planning, Continuous Monitoring, Business Continuity, Security Management, ISO/IEC 27001, Security Controls, Threat Management, Risk Management, Law, Regulation, and Compliance, Risk Analysis, Risk Management Framework, Security Strategy, Business Risk Management, Cyber Risk, Regulation and Legal Compliance, Cyber Governance, Threat Modeling, Governance Risk Management and Compliance, NIST 800-53, Cybersecurity
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Cash Flow Forecasting, Business Valuation, Financial Modeling, Financial Forecasting, Revenue Forecasting, Equities, Risk Analysis, Financial Analysis, Forecasting, Investment Banking, Cash Flows, Presentations, Verification And Validation, Case Studies
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Encryption, Cybersecurity, Cryptography, File I/O, Python Programming, Programming Principles, Debugging, Data Mapping, Software Testing, Data Structures
Mixed · Course · 1 - 4 Weeks

Skills you'll gain: Azure Active Directory, Authentications, Microsoft Azure, Authorization (Computing), Network Security, Virtual Private Networks (VPN), Identity and Access Management, Firewall, Active Directory, Cloud Security, Network Engineering, User Provisioning, Network Administration, Infrastructure Security, IT Security Architecture, Security Management, Role-Based Access Control (RBAC), Security Controls, Virtual Networking, Kubernetes
Intermediate · Specialization · 1 - 3 Months

Skills you'll gain: Equities, Capital Markets, Investment Banking, Business Valuation, Financial Modeling, Securities (Finance), Global Marketing, Market Share, Financial Reporting, Financial Forecasting, Financial Statement Analysis, Accounting, Financial Analysis, Market Dynamics, Forecasting, Financial Statements, International Finance, Financial Regulations, Cash Flows, Underwriting
Mixed · Course · 1 - 3 Months

Skills you'll gain: Slack (Software), Productivity Software, Collaborative Software, Internal Communications, Team Building, Corporate Communications, Business Communication, Team Management, Communication Strategies, Resource Management
Beginner · Guided Project · Less Than 2 Hours

Skills you'll gain: Pandas (Python Package), Data Import/Export, Matplotlib, Plot (Graphics), Pivot Tables And Charts, Jupyter, Data Visualization Software, Microsoft Excel, Data Analysis, Spreadsheet Software, Text Mining, Data Wrangling, Data Access, Data Manipulation, Data Cleansing, Data Presentation, Data Processing, Data Integration, Programming Principles, Time Series Analysis and Forecasting
Intermediate · Specialization · 3 - 6 Months

Vanderbilt University
Skills you'll gain: Email Automation, ChatGPT, Prompt Engineering, Gmail, AI Personalization, Calendar Management, Setting Appointments, Workflow Management, Customer Communications Management, Automation, Customer Inquiries, Generative AI, Travel Arrangements
Beginner · Course · 1 - 4 Weeks

Johns Hopkins University
Skills you'll gain: Land Development, Landscape Architecture, Environmental Science, Sustainable Systems, Sustainable Development, Environment, Case Studies, Community Development, Public Works, Sustainable Design, Sustainable Architecture, Environment and Resource Management, Natural Resource Management, Land Management, Social Studies, Economic Development
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: LangGraph, AI Orchestration, Model Deployment, Retrieval-Augmented Generation, AI Workflows, Generative AI Agents, CrewAI, Agentic Workflows, LangChain, AI Integrations, LLM Application, Agentic systems, OpenAI, Systems Integration, Tool Calling, Google Gemini, Workflow Management, Automation, Prompt Engineering, Responsible AI
Intermediate · Specialization · 1 - 3 Months