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.

Board Infinity
Skills you'll gain: Model Deployment, MLOps (Machine Learning Operations), Docker (Software), Containerization, Application Deployment, Restful API, Microservices, Continuous Deployment, API Design, Scalability, Application Programming Interface (API), Data Validation, Software Versioning, Performance Tuning
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Exploratory Data Analysis, Feature Engineering, Data Analysis, Data Preprocessing, Model Evaluation, Data Wrangling, Data Import/Export, Data Transformation, Predictive Modeling, Applied Machine Learning, Predictive Analytics, Statistical Methods, Regression Analysis, Model Training, Model Optimization, Artificial Neural Networks
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Cloud Computing Architecture, Cloud Applications, Software Architecture, Solution Architecture, Cloud Computing, Systems Design, Scalability, Cloud Infrastructure, System Design and Implementation, Distributed Computing, Web Applications, Cloud Security, Live Streaming, Cloud Storage, Functional Requirement, Amazon Web Services, Requirements Analysis, Real Time Data, Algorithms, Data Storage
Intermediate · Course · 3 - 6 Months

Board Infinity
Skills you'll gain: Email Marketing, Email Automation, AI Personalization, Personalized Campaigns, Data-Driven Marketing, Marketing Automation, Marketing Analytics, Content Performance Analysis, Responsible AI, Customer Analysis, Web Analytics, Google Analytics, Marketing Effectiveness, Customer Retention, Applied Machine Learning, Predictive Modeling, Predictive Analytics, Campaign Management, Data Ethics, ChatGPT
Advanced · Course · 1 - 4 Weeks

Skills you'll gain: Model Evaluation, Keras (Neural Network Library), Technical Documentation, Artificial Neural Networks, PyTorch (Machine Learning Library), Model Training, Deep Learning, Model Optimization, Applied Machine Learning, Network Model, Network Architecture, Supervised Learning
Intermediate · Course · 1 - 4 Weeks

Northeastern University
Skills you'll gain: PyTorch (Machine Learning Library), Applied Machine Learning, Unsupervised Learning, Reinforcement Learning, Supervised Learning, Machine Learning Algorithms, Machine Learning Methods, Dimensionality Reduction, Statistical Machine Learning, Machine Learning, Machine Learning Software, Convolutional Neural Networks, Artificial Neural Networks, Deep Learning, Decision Tree Learning, Classification Algorithms, Autoencoders, Predictive Modeling, Model Optimization
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Dashboard Creation, System Monitoring, Dashboard, Application Performance Management, Continuous Monitoring, Event Monitoring, Performance Tuning, Service Level, Generative AI, Business Metrics, Service Level Agreement, Incident Management, Correlation Analysis
Intermediate · Course · 1 - 4 Weeks

Google Cloud
Skills you'll gain: Model Evaluation, Generative AI, MLOps (Machine Learning Operations), Continuous Monitoring, Model Optimization, AI Security, Responsible AI
Intermediate · Course · 1 - 4 Weeks

Google Cloud
Skills you'll gain: Model Deployment, Cloud Deployment, Google Cloud Platform, Cloud Infrastructure, Infrastructure As A Service (IaaS), Cloud Computing Architecture, Cloud Computing, Model Optimization, AI Workflows, Computer Architecture, Artificial Intelligence, AI literacy, Performance Tuning, Hardware Architecture
Intermediate · Course · 1 - 4 Weeks

Google Cloud
Skills you'll gain: Gemini, Google Gemini, Prompt Engineering, Generative AI, Prompt Patterns, Prompt Engineering Tools, Multimodal Prompts, Model Optimization, Google Cloud Platform, Fine-tuning, Model Deployment, Prototyping, Application Development
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Predictive Modeling, Model Evaluation, Data Preprocessing, Predictive Analytics, Logistic Regression, Risk Modeling, Model Training, Statistical Modeling, Feature Engineering, Regression Analysis, Correlation Analysis, Classification Algorithms, Data Cleansing, Model Optimization
Mixed · Course · 1 - 3 Months

Skills you'll gain: Performance Tuning, Software Architecture, Systems Architecture, Site Reliability Engineering, Enterprise Application Management, Application Performance Management, Enterprise Architecture, Solution Architecture, Continuous Monitoring, Platform As A Service (PaaS), Maintainability, Incident Management, Scalability, Problem Management, System Monitoring, Debugging
Advanced · Course · 1 - 4 Weeks