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.

Universidad de los Andes
Skills you'll gain: Data Integration, Data Literacy, Data Quality, Exploratory Data Analysis, Data Preprocessing, Data Transformation, Data Cleansing, Data Manipulation, Jupyter, Data Compilation, Data Visualization, Data Analysis, Data-Driven Decision-Making, Data Science, Data Management, Pandas (Python Package), Predictive Modeling, Python Programming
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Model Evaluation, Data Preprocessing, Feature Engineering, AI Personalization, Applied Machine Learning, Data Science, Machine Learning, Scalability, Data Manipulation, Python Programming, Data Transformation, Pandas (Python Package), Predictive Analytics, Machine Learning Methods, Predictive Modeling, Text Mining, Development Environment, Scikit Learn (Machine Learning Library), Machine Learning Algorithms, NumPy
Intermediate · Specialization · 1 - 3 Months

HubSpot Academy
Skills you'll gain: Prospecting and Qualification, Lead Generation, Consumer Behaviour, Sales Enablement, Sales Management, Service Level Agreement, Sales Strategy, Sales Process, Sales, Customer Acquisition Management, Content Marketing, Business Strategy, Customer experience strategy (CX), Customer Retention
Beginner · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Constructive Feedback, Writing, Education Software and Technology, Literacy
Beginner · Guided Project · Less Than 2 Hours

Skills you'll gain: Model Deployment, Responsible AI, Microsoft Azure, MLOps (Machine Learning Operations), Data Management, Cloud Management, Cloud Deployment, Applied Machine Learning, Model Evaluation, Scalability, Data Preprocessing, Machine Learning, Performance Tuning, Feature Engineering, Machine Learning Algorithms
Advanced · Course · 1 - 4 Weeks

Universitat Autònoma de Barcelona
Skills you'll gain: Service Design, Hospitality, Hospitality Management, Customer Insights, Customer experience improvement, Sustainable Business, Sustainable Development, Consumer Behaviour, Marketing Strategy and Techniques, Innovation
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Change Management, Visionary, Organizational Change, Business Transformation, Strategic Leadership, Innovation, Process Analysis, Leadership and Management, Business Process Reengineering, Business Workflow Analysis, Adaptability
Intermediate · Guided Project · Less Than 2 Hours

Alibaba Cloud Academy
Skills you'll gain: Data Visualization Software, Big Data, Apache Hadoop, Apache Spark, Apache Hive, Distributed Computing, Data Processing, Data Warehousing, Data Integration, Cloud Security, Cloud Technologies, Artificial Intelligence and Machine Learning (AI/ML), SQL
Intermediate · Course · 1 - 3 Months
Northeastern University
Skills you'll gain: Quality Assessment, Program Evaluation, Value-Based Care, Health Systems, Patient Safety, Quality Improvement, Performance Measurement, Health Policy, Scientific Methods, Performance Analysis, Performance Reporting
Beginner · Course · 1 - 4 Weeks

Johns Hopkins University
Skills you'll gain: Program Evaluation, Health Equity, Data Collection, Institutional Review Board (IRB), Public Health, Research Design, Health Assessment, Policy Analysis, Healthcare Ethics, Surveys, Maternal Health, Statistical Analysis
Beginner · Course · 1 - 3 Months

University of Colorado System
Skills you'll gain: Proposal Development, Sustainability Reporting, Stakeholder Engagement, Corporate Sustainability, Sustainable Business, Proposal Writing, Social Impact, Budgeting, Financial Analysis, Feasibility Studies, Operational Analysis, Project Implementation, Case Studies, Cost Benefit Analysis
Intermediate · Course · 1 - 4 Weeks

Coursera
Skills you'll gain: Data Manipulation, Data Transformation, Pivot Tables And Charts, Data Wrangling, Data Cleansing, Data Integration, R Programming, Data Preprocessing
Intermediate · Guided Project · Less Than 2 Hours