Courses in Math for Machine Learning can help you learn linear algebra, calculus, probability, and statistics. You can build skills in data analysis, model evaluation, and algorithm optimization. Many courses introduce tools like Python libraries such as NumPy and SciPy, that support implementing mathematical concepts in AI and artificial intelligence projects. You'll also explore techniques like gradient descent and matrix factorization, which are crucial for developing effective machine learning models.

Skills you'll gain: Interviewing Skills, Storytelling, Problem Solving, Oral Expression, Professional Development, Persuasive Communication, Team Leadership, Initiative and Leadership, Concision, Verbal Communication Skills, Teamwork, Professionalism, Job Analysis, Communication, Business Writing
Beginner · Guided Project · Less Than 2 Hours

Skills you'll gain: Prompt Engineering, Apache Spark, Large Language Modeling, Retrieval-Augmented Generation, PyTorch (Machine Learning Library), Computer Vision, Unsupervised Learning, Generative Model Architectures, Prompt Patterns, Generative AI, PySpark, Model Optimization, Keras (Neural Network Library), Supervised Learning, LLM Application, Vector Databases, Fine-tuning, Machine Learning, Python Programming, Data Science
Build toward a degree
Intermediate · Professional Certificate · 3 - 6 Months

Microsoft
Skills you'll gain: Microsoft Excel, Excel Formulas, Spreadsheet Software, Data Analysis Software, Power BI, Data Analysis, Data Synthesis, Data Transformation, Timelines, Data Manipulation, Data Management
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Power BI, Data Transformation, Data Preprocessing, Data Manipulation, Data Cleansing, Data Integration, Data Wrangling, Predictive Modeling
Beginner · Guided Project · Less Than 2 Hours

Google Cloud
Skills you'll gain: Virtual Machines, Virtualization and Virtual Machines, Cloud Infrastructure, Google Cloud Platform, Infrastructure As A Service (IaaS), Virtualization, Cloud Computing, Cloud Management, Command-Line Interface, System Configuration, Configuration Management
Beginner · Project · Less Than 2 Hours

Skills you'll gain: PyTorch (Machine Learning Library), Convolutional Neural Networks, Recurrent Neural Networks (RNNs), Generative AI, Model Optimization, Deep Learning, Generative Model Architectures, Computer Vision, Artificial Neural Networks, Generative Adversarial Networks (GANs), Model Training, Artificial Intelligence and Machine Learning (AI/ML), Machine Learning Methods, Autoencoders, Network Architecture, Model Evaluation, Debugging
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Microsoft Excel, Excel Formulas, Spreadsheet Software, Power BI, Data Analysis, Timelines, Data Management, Data Entry, Data Presentation
Beginner · Course · 1 - 4 Weeks
University of Leeds
Skills you'll gain: Critical Thinking, Collaboration, Collaborative Software, Learning Strategies, Personal Development, digital literacy, Communication, Self-Awareness, Digital Communications
Beginner · Course · 1 - 4 Weeks

KodeKloud
Skills you'll gain: Docker (Software), Containerization, Cloud-Native Computing, Cloud Deployment, Development Environment, Cloud Infrastructure, Virtualization, Cloud Development, Virtual Machines, Cloud Services, Application Development
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, Sampling (Statistics), Model Optimization, Probability Distribution, Probability & Statistics
Intermediate · Course · 1 - 3 Months

Coursera
Skills you'll gain: Interactive Learning, Education Software and Technology, Digital pedagogy
Beginner · Guided Project · Less Than 2 Hours

Skills you'll gain: Prompt Engineering, Prompt Patterns, AI Product Strategy, ChatGPT, Generative AI, Commercialization, Product Management, AI Enablement, Google Gemini, Product Lifecycle Management, Stakeholder Communications, Technical Product Management, LLM Application, AI literacy, Customer experience improvement, Team Building, Responsible AI, Stakeholder Engagement, Artificial Intelligence and Machine Learning (AI/ML), Creativity
Intermediate · Specialization · 1 - 3 Months