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: PyTorch (Machine Learning Library), Convolutional Neural Networks, Deep Learning, Supervised Learning, Model Optimization, Artificial Neural Networks, Model Training, Model Evaluation, Decision Tree Learning, Machine Learning Algorithms, Machine Learning
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Supervised Learning, Regression Analysis, Applied Machine Learning, Predictive Modeling, Machine Learning Methods, Model Training, Statistical Machine Learning, Machine Learning, Machine Learning Algorithms, Statistical Modeling, Model Evaluation, Data Preprocessing, Feature Engineering, Model Optimization, Statistical Analysis, Statistical Methods, Classification Algorithms
Intermediate · Course · 1 - 3 Months

Johns Hopkins University
Skills you'll gain: Responsible AI, Autoencoders, Model Training, Convolutional Neural Networks, Recurrent Neural Networks (RNNs), Data Ethics, Model Optimization, Deep Learning, Artificial Neural Networks, Reinforcement Learning, Generative AI, Generative Adversarial Networks (GANs), Machine Learning Algorithms, Model Deployment, Generative Model Architectures, Debugging, Machine Learning Methods, Artificial Intelligence, Image Analysis, Unsupervised Learning
Intermediate · Specialization · 3 - 6 Months

University of Colorado Boulder
Skills you'll gain: Theoretical Computer Science, Algorithms, Computational Thinking, Data Structures, Design Strategies, Quantum computing, Applied Mathematics, Python Programming, Analysis
Build toward a degree
Advanced · Course · 1 - 4 Weeks

Microsoft
Skills you'll gain: People Analytics, Employee Engagement, Employee Surveys, Power BI, Team Performance Management, Organizational Effectiveness, Employee Coaching, Driving engagement, User Feedback, Performance Metric, Constructive Feedback, Performance Measurement, Workforce Planning, Workforce Management, Workforce Development, Dashboard, Human Resource Strategy, Drive Engagement, Data Analysis, Data Analysis Software
Intermediate · Course · 1 - 3 Months

Coursera
Skills you'll gain: Operations Research, Revenue Management, Demand Planning, Process Optimization, Process Improvement and Optimization, Simulation and Simulation Software, Logistics, Model Optimization, Microsoft Excel, Logistics Management, Business Analytics, Transportation, Supply Chain, and Logistics, Forecasting, Supply Chain, Risk Analysis, Regulatory Compliance, Cost Reduction
Intermediate · Course · 1 - 4 Weeks

Microsoft
Skills you'll gain: Marketing Analytics, Data-Driven Marketing, Content Performance Analysis, Marketing Effectiveness, Campaign Management, Digital Analysis, Marketing Channel, Performance Measurement, Sales Pipelines, Social Media Campaigns, Performance Analysis, Marketing Budgets, Key Performance Indicators (KPIs), Performance Metric, Dashboard Creation, Dashboard, Data Storytelling, Power BI, Business Metrics, Cross-Channel Marketing
Intermediate · Course · 1 - 3 Months

Microsoft
Skills you'll gain: AI Personalization, Data Storytelling, Conversion Funnel Analysis, Data Presentation, Power BI, Upselling, Marketing Automation, Dashboard, Dashboard Creation, Personalized Campaigns, Sales Pipelines, Microsoft Copilot, Journey Mapping, Lead Generation, Management Reporting, Business Process Automation, Performance Reporting, Return On Investment, Customer Analysis, Prospecting and Qualification
Beginner · Course · 1 - 3 Months

University of California, Irvine
Skills you'll gain: Supply Chain Planning, Supply Chain Management, Inventory and Warehousing, Process Optimization, Resource Utilization, Demand Planning, Capacity Planning, Resource Planning, Resource Allocation, Capacity Management, Operational Efficiency, Microsoft Excel, Cost Reduction, Simulation and Simulation Software, Decision Making
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Dashboard, Business Intelligence, Key Performance Indicators (KPIs), Business Intelligence Software, Data Visualization, Data Presentation, Performance Measurement, Business Analytics, Performance Metric, Business Metrics, Business Logic, Interactive Data Visualization, Operational Analysis, Operational Performance Management, Performance Analysis, Analytics, Performance Tuning, Exploratory Data Analysis, Data Validation, Data Quality
Intermediate · Course · 1 - 4 Weeks

Johns Hopkins University
Skills you'll gain: Applied Mathematics, Model Optimization, Estimation, Calculus, Cost Estimation, Mathematical Modeling, Derivatives, Analysis
Intermediate · Course · 1 - 3 Months

DeepLearning.AI
Skills you'll gain: Model Optimization, Machine Learning Methods, Applied Mathematics, Calculus, Applied Machine Learning, Numerical Analysis, Machine Learning Algorithms, Software Visualization, Machine Learning, Python Programming, Advanced Mathematics, Artificial Neural Networks, Deep Learning, Computer Programming, Derivatives
Intermediate · Course · 1 - 4 Weeks