Mathematical optimization courses can help you learn linear programming, integer programming, and nonlinear optimization techniques. You can build skills in formulating optimization problems, analyzing constraints, and applying algorithms to find optimal solutions. Many courses introduce tools like Python, R, and MATLAB, which are used to implement optimization models and analyze data effectively.

Vanderbilt University
Skills you'll gain: Prompt Engineering, Generative AI, ChatGPT, Ideation, Verification And Validation, Creative Problem-Solving, AI Enablement, Expense Reports, Responsible AI, AI Personalization, Image Analysis, Creativity, LLM Application, Innovation, Brainstorming, Game Design, Expense Management, Organizational Skills, Artificial Intelligence, Lesson Planning
Beginner · Specialization · 1 - 3 Months

University of Toronto
Skills you'll gain: Control Systems, Robotics, Embedded Software, Automation, Software Architecture, Simulations, Safety Assurance, Hardware Architecture, Systems Architecture, Computer Vision, Mathematical Modeling, Safety Standards, Global Positioning Systems
Advanced · Course · 1 - 3 Months

Skills you'll gain: Data Infrastructure, Cloud Infrastructure, Capacity Planning, Infrastructure as Code (IaC), Database Architecture and Administration, Cloud Security, Disaster Recovery, Capacity Management, Terraform, Data Security, Site Reliability Engineering, Security Requirements Analysis, Problem Management, Solution Architecture, Performance Tuning, Data Integrity, Resource Management, Business Continuity Planning, Performance Analysis, Cost Benefit Analysis
Advanced · Course · 1 - 3 Months

Skills you'll gain: Bash (Scripting Language), Shell Script, Unix Shell, Data Analysis, Data Cleansing, Unix Commands, Data Transformation, Data Preprocessing, Data Processing, Command-Line Interface, Data Quality, Scripting, Exploratory Data Analysis, Data Manipulation, Linux Commands, Scripting Languages, Query Languages
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Model Evaluation, Predictive Modeling, Tensorflow, Statistical Machine Learning, MLOps (Machine Learning Operations), Computer Vision, Applied Machine Learning, Performance Testing, Transfer Learning, Keras (Neural Network Library), Performance Tuning, Benchmarking, Feature Engineering, Scikit Learn (Machine Learning Library), Verification And Validation, Network Architecture, Failure Analysis, Deep Learning, PyTorch (Machine Learning Library), Supervised Learning
Intermediate · Specialization · 1 - 3 Months

Skills you'll gain: Stored Procedure, Database Development, SQL, Database Management, Database Architecture and Administration, Data Integrity, Query Languages, Performance Tuning, Continuous Deployment, Data Transformation, Unit Testing, Data Migration, CI/CD, Jest (JavaScript Testing Framework), Verification And Validation, Debugging, Auditing, Plan Execution, Statistical Hypothesis Testing, Computer Graphic Techniques
Advanced · Course · 1 - 3 Months

Skills you'll gain: Data Storytelling, Dashboard, Data Pipelines, Web Analytics, Strategic Prioritization, Customer Retention, Process Analysis, Customer Analysis, Product Strategy, SQL, Data Analysis, Business Intelligence, Data Warehousing, Pandas (Python Package), Performance Metric, Statistical Analysis, Scikit Learn (Machine Learning Library), Decision Making, Resource Allocation, Python Programming
Intermediate · Specialization · 3 - 6 Months

Skills you'll gain: Google Sheets, Data Visualization, Spreadsheet Software, Data Presentation, Data Analysis, Data Visualization Software, Business Analytics, Productivity Software, Business Analysis, Data Manipulation, Descriptive Statistics, Analysis, Statistics, Excel Formulas, Data Cleansing, Mathematical Software
Beginner · Guided Project · Less Than 2 Hours

AI CERTs
Skills you'll gain: AI Product Strategy, Project Management Software, Responsible AI, Project Risk Management, AI Enablement, Project Management, Project Portfolio Management, Project Management Life Cycle, Risk Analysis, Project Management Office (PMO), Project Implementation, Resource Allocation, Timelines, Project Scoping, Artificial Intelligence and Machine Learning (AI/ML), Project Performance, Project Accounting, Predictive Modeling, Generative AI Agents, Generative AI
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Splunk, Interactive Data Visualization, Data Storytelling, Pivot Tables And Charts, Data Presentation, Dashboard, Ad Hoc Reporting, Data Modeling, Data Visualization Software, Performance Tuning
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Multi-Factor Authentication, Information Architecture, Security Controls, Software Documentation, Authentications, ISO/IEC 27001, Penetration Testing, Vulnerability Assessments, Cross-Functional Collaboration, Application Security, Web Content Accessibility Guidelines, Auditing, Security Information and Event Management (SIEM), Data Security, Organizational Structure, Technical Documentation, Enterprise Security, Single Sign-On (SSO), Security Assertion Markup Language (SAML), Maintainability
Intermediate · Specialization · 3 - 6 Months

Intermediate · Course · 1 - 3 Months