Convex optimization courses can help you learn linear programming, duality theory, and gradient descent methods. You can build skills in formulating optimization problems, analyzing convex sets, and applying algorithms to practical work. Many courses introduce tools like MATLAB, Python libraries, and optimization software, that support implementing solutions in fields such as machine learning, artificial intelligence, and operations research.

Johns Hopkins University
Skills you'll gain: Computer Vision, Model Evaluation, Supervised Learning, Image Analysis, Data Preprocessing, Applied Machine Learning, Machine Learning Methods, Feature Engineering, Machine Learning Algorithms, Data Processing, Model Training, Model Optimization, Machine Learning, Data Cleansing, Scikit Learn (Machine Learning Library), Machine Learning Software, Data Integration, Data Transformation, Classification Algorithms, Dimensionality Reduction
★ 3.7 (12) · Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Model Training, Artificial Intelligence and Machine Learning (AI/ML), Computer Vision, Artificial Intelligence, Image Analysis, Machine Learning Methods, Machine Learning Algorithms, AI powered creativity, AWS SageMaker, Responsible AI, Applied Machine Learning, Model Optimization, Natural Language Processing, Generative AI, Machine Learning, Prompt Engineering Tools, Prompt Engineering, Cloud Deployment, Customer experience improvement, AI Integrations
★ 4.8 (13) · Beginner · Specialization · 1 - 3 Months

Skills you'll gain: Prompt Engineering, Prompt Engineering Tools, LLM Application, OpenAI API, Token Optimization, OpenAI, Anthropic Claude, Authentications, Large Language Modeling, Command-Line Interface, Key Management, Development Environment, Application Programming Interface (API), Python Programming, Virtual Environment
Intermediate · Course · 1 - 4 Weeks
Skills you'll gain: Responsible AI, Data Ethics, HR Tech, AI Personalization, Automation, Employee Surveys, Employee Onboarding, Human Resource Strategy, AI Integrations, Generative AI, Ethical Standards And Conduct, Document Management, ChatGPT, Employee Engagement, Data Analysis
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: C++ (Programming Language), Software Documentation, Performance Tuning, Application Design, Technical Documentation, Application Development, Memory Management, Data Structures, Generative AI, Algorithms, Scalability
Beginner · Course · 1 - 3 Months

Skills you'll gain: Data Storytelling, Search Engine Optimization, Content Scheduling, Content Optimization, Blogs, Web Analytics and SEO, TikTok, Social Media Content, Campaign Management, Social Media Management, Content Development and Management, Content Performance Analysis, Digital Advertising, Google Ads, Email Marketing, Email Automation, Constructive Feedback, Content Management, Project Management, Performance Reporting
Intermediate · Specialization · 3 - 6 Months

Skills you'll gain: Kanban Principles, Workflow Management, Agile Software Development, Agile Project Management, Project Estimation, Agile Methodology, Estimation, Process Optimization, Backlogs, Agile Product Development, User Story, Process Improvement, Resource Utilization
★ 4 (7) · Beginner · Course · 1 - 3 Months

Skills you'll gain: Model Evaluation, Model Training, Google Cloud Platform, Model Optimization, Model Deployment, Data Preprocessing, MLOps (Machine Learning Operations), Predictive Modeling, Google Analytics, Applied Machine Learning, Cloud Deployment, Cloud Storage, Machine Learning, Data Management
Intermediate · Project · Less Than 2 Hours

Skills you'll gain: Fine-tuning, Model Evaluation, Context Engineering, LLM Application, Token Optimization, Large Language Modeling, Hugging Face, Transfer Learning, Model Optimization, Model Training, Context Management
Beginner · Course · 1 - 3 Months

Skills you'll gain: Financial Analysis, Portfolio Management, Financial Modeling, Portfolio Risk, Correlation Analysis, Investment Management, Variance Analysis, Model Optimization
Intermediate · Guided Project · Less Than 2 Hours

University of Colorado Boulder
Skills you'll gain: Value Propositions, Social Media Campaigns, Social Media, Social Media Marketing, Social Media Strategy, Strategic Planning, Search Engine Optimization, Competitive Analysis, Business Modeling, Marketing Planning, Search Engine Marketing, Digital Media Strategy, Web Analytics and SEO, Technology Strategies, Business Planning, Strategic Marketing, Campaign Management, Business Analysis Tools, Marketing Strategies, Google Ads
★ 4.4 (7) · Beginner · Course · 1 - 3 Months

Skills you'll gain: Lean Methodologies, Process Improvement, Quality Improvement, Lean Manufacturing, Lean Six Sigma, Process Improvement and Optimization, Statistical Process Controls, Continuous Improvement Process, Process Optimization, Six Sigma Methodology, Quality Control, Quality Monitoring, Employee Training, Operational Efficiency, Waste Minimization, Data-Driven Decision-Making, Training Programs
★ 4.5 (10) · Beginner · Course · 1 - 3 Months