Mathematics for machine learning courses can help you learn linear algebra, calculus, probability, and statistics. You can build skills in optimization techniques, data analysis, and algorithm development. Many courses introduce tools like Python libraries such as NumPy and SciPy, that support implementing mathematical concepts in AI applications. You'll also explore key topics like regression analysis, dimensionality reduction, and neural networks, all of which are crucial for developing effective machine learning models.

Skills you'll gain: Stakeholder Engagement, Business Analysis, Stakeholder Management, Business Systems Analysis, Business Intelligence, Business Analysis Tools, Business Process, Business Planning, Stakeholder Analysis, Business Process Modeling, Process Management, Stakeholder Communications, Business Process Management, Requirements Elicitation, Enterprise Architecture, Business Analytics, Drive Engagement, Planning, Governance, Adaptability
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Lean Six Sigma, Process Mapping, Six Sigma Methodology, Process Improvement and Optimization, Quality Improvement, Root Cause Analysis, Process Improvement, Strategic Leadership, Lean Methodologies, Performance Improvement, Process Development, Business Leadership, Organizational Change, Change Management, Culture Transformation, Descriptive Statistics, Continuous Improvement Process, Process Analysis, Performance Measurement, Strategic Prioritization
Mixed · Course · 1 - 3 Months

Skills you'll gain: Social Media Analytics, Data Visualization, Plot (Graphics), Statistical Visualization, Matplotlib, Marketing Analytics, Social Media Marketing, Python Programming, Social Media, Data Presentation, Data Analysis, Data Wrangling, Exploratory Data Analysis, Data Cleansing, Seaborn, Content Performance Analysis, Jupyter
Intermediate · Guided Project · Less Than 2 Hours

Skills you'll gain: API Testing, Postman API Platform, OAuth, Application Programming Interface (API), Performance Testing, Security Testing, Software Testing, Test Tools, Authentications, Scenario Testing
Beginner · Guided Project · Less Than 2 Hours

Skills you'll gain: Timelines, Project Schedules, Google Sheets, Presentations, Google Workspace, Scheduling, Project Management
Beginner · Guided Project · Less Than 2 Hours

Skills you'll gain: Jest (JavaScript Testing Framework), CI/CD, Model View Controller, User Acceptance Testing (UAT), Continuous Integration, Cucumber (Software), Postman API Platform, Ansible, Software Testing, OAuth, Web Development Tools, Behavior-Driven Development, Application Performance Management, Prometheus (Software), Authentications, Test Driven Development (TDD), Package and Software Management, Cloud API, Javascript, Software Engineering
Beginner · Specialization · 3 - 6 Months

Coursera
Skills you'll gain: Responsible AI, AI Security, Threat Modeling, MLOps (Machine Learning Operations), Budget Management, Secure Coding, Data Ethics, Data Governance, Experimentation, Prompt Engineering, Application Security, CI/CD, Automation, Financial Forecasting, Compliance Management, Governance, Technical Documentation, Vulnerability Assessments, Risk Management, Stakeholder Communications
Intermediate · Specialization · 3 - 6 Months

Skills you'll gain: Earned Value Management, Workflow Management, Business Process Automation, Change Management, Project Management, Project Controls, Performance Measurement, Automation, Predictive Modeling, AI Enablement, Strategic Communication, Data-Driven Decision-Making, Risk Analysis, Process Improvement and Optimization, Process Optimization, Analytics, Cloud-Based Integration, Generative AI, Systems Integration, Machine Learning
Advanced · Specialization · 3 - 6 Months

Skills you'll gain: Keras (Neural Network Library), Convolutional Neural Networks, Transfer Learning, Model Evaluation, Image Analysis, Model Optimization, Model Training, Fine-tuning, Computer Vision, Deep Learning, Data Preprocessing, Jupyter
Mixed · Course · 1 - 4 Weeks

Johns Hopkins University
Skills you'll gain: Remote Access Systems, Linux, Web Applications, Security Controls, Internet Of Things, Embedded Systems, Application Programming Interface (API), Robotics, Linux Commands, Command-Line Interface, Electronics, Product Automation, System Configuration, Python Programming, Electronic Components, Software Installation
Mixed · Course · 1 - 4 Weeks

University of Michigan
Skills you'll gain: Constructive Feedback, Decision Making, Peer Review, Drive Engagement, Team Performance Management, Recognizing Others, Team Building, Teamwork, Team Management, Independent Thinking, Personal Development, Empathy, Self-Awareness, Solution Delivery, Rapport Building, Growth Mindedness, Supervision, People Management, Leadership Development, Communication
Beginner · Specialization · 3 - 6 Months

University of California, Irvine
Skills you'll gain: Case Law, Court Systems, Social Justice, Law, Regulation, and Compliance, Adjudication, Legal Proceedings, Social Studies, Appeals, Civil Law, Liberal Arts, Policy Analysis, Case Studies
Beginner · Course · 1 - 3 Months