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: Convolutional Neural Networks, Transfer Learning, Model Evaluation, Tensorflow, Keras (Neural Network Library), Model Training, Computer Vision, Fine-tuning, Classification Algorithms, Image Analysis, Applied Machine Learning, Deep Learning, Model Optimization, Machine Learning, Data Preprocessing
Intermediate · Course · 1 - 4 Weeks

Vanderbilt University
Skills you'll gain: Prompt Engineering, Generative AI, Prompt Patterns, AI powered creativity, ChatGPT, Ideation, Verification And Validation, AI literacy, Creative Problem-Solving, AI Enablement, Responsible AI, Risking, AI Personalization, Image Analysis, LLM Application, Innovation, Brainstorming, Game Design, Organizational Skills, Lesson Planning
Beginner · Specialization · 1 - 3 Months

Skills you'll gain: Keras (Neural Network Library), Deep Learning, Transfer Learning, Artificial Neural Networks, Recurrent Neural Networks (RNNs), Convolutional Neural Networks, Model Optimization, Machine Learning Methods, Image Analysis, Applied Machine Learning, Autoencoders, Model Training, Regression Analysis, Network Architecture, Natural Language Processing, Machine Learning
Intermediate · Course · 1 - 3 Months

Google Cloud
Skills you'll gain: Model Deployment, Google Cloud Platform, Natural Language Processing, Tensorflow, Model Optimization, Model Evaluation, MLOps (Machine Learning Operations), Computer Vision, Large Language Modeling, Reinforcement Learning, Convolutional Neural Networks, Model Training, Image Analysis, Transfer Learning, Keras (Neural Network Library), Systems Design, Applied Machine Learning, AI Personalization, Cloud Deployment, Machine Learning
Advanced · Specialization · 3 - 6 Months

Skills you'll gain: Lean Six Sigma, Six Sigma Methodology, Kaizen Methodology, Operational Excellence, Lean Manufacturing, Operational Efficiency, Lean Methodologies, Process Flow Diagrams, Process Improvement, Process Improvement and Optimization, Quality Improvement, Process Mapping, Pareto Chart, Process Analysis, Continuous Improvement Process, Process Optimization, Process Management, Service Improvement, Quality Management, Data Collection
Beginner · Course · 1 - 3 Months

University of Colorado Boulder
Skills you'll gain: Reinforcement Learning, Markov Model, Machine Learning Algorithms, Decision Intelligence, Machine Learning, Artificial Intelligence and Machine Learning (AI/ML), Algorithms, Statistical Machine Learning, Theoretical Computer Science, Sampling (Statistics), Applied Mathematics, Model Optimization, Probability Distribution, Probability & Statistics
Intermediate · Course · 1 - 3 Months

Microsoft
Skills you'll gain: Star Schema, Power BI, Data Modeling, Data Analysis Expressions (DAX), Model Optimization, Snowflake Schema, Database Design, Performance Tuning, Data Analysis, Business Intelligence, Data Visualization, Time Series Analysis and Forecasting
Beginner · Course · 1 - 4 Weeks

Google Quantum AI
Skills you'll gain: Quantum computing, Emerging Technologies, Hardware Architecture, Mathematical Software, Failure Analysis, Computer Programming Tools, Simulation and Simulation Software, Theoretical Computer Science, Mathematical Modeling, Estimation, Simulations
Intermediate · Course · 1 - 4 Weeks

University of Pennsylvania
Skills you'll gain: Machine Learning Methods, Generative AI, Data Management, Generative Model Architectures, Big Data, Statistical Machine Learning, Applied Machine Learning, Machine Learning Algorithms, Generative Adversarial Networks (GANs), AI Enablement, Machine Learning, Artificial Intelligence and Machine Learning (AI/ML), Large Language Modeling, Customer Data Management, AI literacy, Autoencoders, Model Optimization, Deep Learning, Model Evaluation, Algorithms
Mixed · Course · 1 - 3 Months

Korea Advanced Institute of Science and Technology(KAIST)
Skills you'll gain: Structural Analysis, Materials science, Semiconductors, Chemical Engineering, Electrical Engineering, Mathematical Modeling, Coordination, Analytical Chemistry, Laboratory Research, Applied Mathematics
Intermediate · Course · 1 - 3 Months

Universidad Austral
Skills you'll gain: Excel Macros, Microsoft Excel, Excel Formulas, Spreadsheet Software, Operations Research, Analysis, Data Validation, Business Analysis, Data Import/Export, Resource Utilization, Process Optimization, Data Sharing, Trend Analysis, Data Integration, Automation
Intermediate · Course · 1 - 3 Months
DeepLearning.AI
Skills you'll gain: Generative Adversarial Networks (GANs), Autoencoders, Generative AI, Tensorflow, Computer Vision, Image Analysis, Transfer Learning, Convolutional Neural Networks, Generative Model Architectures, Fine-tuning, Deep Learning, Keras (Neural Network Library), Model Training, Model Optimization, Applied Machine Learning, Artificial Neural Networks, Classification Algorithms, Model Evaluation, Distributed Computing, Visualization (Computer Graphics)
Intermediate · Specialization · 3 - 6 Months