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.

DeepLearning.AI
Skills you'll gain: Model Optimization, PyTorch (Machine Learning Library), Model Deployment
★ 4.7 (6) · Intermediate · Project · Less Than 2 Hours

MathWorks
Skills you'll gain: Model Based Systems Engineering, Systems Integration, Engineering Design Process, Engineering Practices, Simulation and Simulation Software, Robotics, Mathematical Modeling, Simulations, Engineering Software, Engineering, Electronic Systems, Mechanical Engineering, Control Systems
★ 4.8 (12) · Beginner · Course · 1 - 4 Weeks

KodeKloud
Skills you'll gain: Prompt Engineering, OpenAI, OpenAI API, Responsible AI, Multimodal Prompts, AI literacy, Data Ethics, AI powered creativity, Generative AI, Token Optimization, Tool Calling, Generative Model Architectures, AI Workflows, LLM Application, Image Analysis, Large Language Modeling, Fine-tuning, Embeddings, Computer Vision, Reinforcement Learning
Beginner · Course · 1 - 3 Months

Skills you'll gain: Model Evaluation, Supervised Learning, Machine Learning Methods, AI Personalization, Classification Algorithms, Machine Learning, Model Training, Logistic Regression, Model Optimization, Data Analysis, Driving engagement, Persona (User Experience)
Intermediate · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Google Analytics, Web Analytics, Data-Driven Marketing, Marketing Effectiveness, Conversion Funnel Analysis, Marketing Analytics, Looker (Software), Content Performance Analysis, Data Visualization, Marketing Automation, Digital Marketing Tools, Customer Insights, Campaign Management, Data-Driven Decision-Making, Business Reporting, Performance Reporting, Trend Analysis, Data Validation, Statistical Analysis, Key Performance Indicators (KPIs)
Intermediate · Specialization · 3 - 6 Months

Skills you'll gain: AWS SageMaker, Unsupervised Learning, Feature Engineering, Time Series Analysis and Forecasting, Model Deployment, Model Optimization, Cloud Deployment, Amazon Web Services, Applied Machine Learning, Model Training, Advanced Analytics, Machine Learning Methods, Amazon S3, Artificial Intelligence and Machine Learning (AI/ML), Cloud Computing, Model Evaluation, Forecasting, Data Preprocessing, Dimensionality Reduction
Beginner · Course · 1 - 3 Months

New York University
Skills you'll gain: Research Design, Research, Experimentation, Clinical Trials, Clinical Research Ethics, Science and Research, Scientific Methods, Program Evaluation, Statistical Methods, Sample Size Determination, Public Health and Disease Prevention
★ 4.9 (9) · Intermediate · Course · 1 - 3 Months

O.P. Jindal Global University
Skills you'll gain: Machine Learning Methods, Network Model, Operations Research, Mathematical Modeling, Microsoft Excel, Business Analytics, Applied Machine Learning, Classification Algorithms, Analytics, Analytical Skills, Operational Analysis, Data-Driven Decision-Making, Process Optimization, Predictive Modeling, Spreadsheet Software, Team Building, Network Routing, Model Evaluation, Model Optimization, Case Studies
Beginner · Course · 3 - 6 Months

Board Infinity
Skills you'll gain: Oral Expression, Teamwork, Storytelling, Personal Attributes, Communication, Communication Strategies, Professionalism, Persuasive Communication, Corporate Communications, Meeting Facilitation, Office Procedures, Writing and Editing, Peer Review, Writing, Process Development, Job Analysis, Recruitment Strategies, Content Optimization, Proofreading, Adaptability
★ 4.4 (22) · Beginner · Specialization · 3 - 6 Months

Skills you'll gain: AWS Identity and Access Management (IAM), Amazon CloudWatch, AWS SageMaker, Amazon DynamoDB, Amazon Web Services, Amazon Redshift, Serverless Computing, Identity and Access Management, Amazon S3, AWS CloudFormation, Cloud Management, AWS Kinesis, Infrastructure as Code (IaC), Virtual Networking, Cloud Security, Network Security, Threat Detection, Network Architecture, Kubernetes, Containerization
★ 4.2 (6) · Advanced · Specialization · 3 - 6 Months

Skills you'll gain: Retrieval-Augmented Generation, OpenAI API, Prompt Patterns, AI Workflows, Generative Model Architectures, Fine-tuning, Model Deployment, Token Optimization, AI Integrations, Applied Machine Learning, Hugging Face, Artificial Intelligence and Machine Learning (AI/ML), Application Deployment, Memory Management, Object Oriented Programming (OOP), Context Management, API Testing, Document Management, AI literacy, Model Optimization
Intermediate · Specialization · 3 - 6 Months

Northwestern University
Skills you'll gain: Robotics, Mathematical Modeling, Engineering, Mechanics, Torque (Physics), Mathematical Software, Virtual Environment, Simulation and Simulation Software, Engineering Calculations, Matlab, Control Systems, Applied Mathematics, Linear Algebra, Other Programming Languages
Intermediate · Course · 1 - 3 Months