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: Prompt Engineering, Prompt Patterns, Generative AI, ChatGPT, Generative Model Architectures, OpenAI, Data Storytelling, Analytics, Prompt Engineering Tools, AI literacy, Dashboard Creation, Data Analysis, Interactive Data Visualization, Data Ethics, Responsible AI, Data Synthesis, Artificial Intelligence and Machine Learning (AI/ML), Python Programming, Augmented and Virtual Reality (AR/VR), Data Processing
Intermediate · Specialization · 1 - 3 Months

The University of Edinburgh
Skills you'll gain: Cultural Diversity, Climate Change Programs, Cooperation, Interactive Learning, Creative Thinking, Creativity
Beginner · Course · 1 - 4 Weeks

American Psychological Association
Skills you'll gain: Learning Strategies, Learning Theory, Human Learning, Mental Concentration, Habit Formation, Productivity, Psychology, Time Management, Self-Awareness, Self-Discipline
Beginner · Course · 1 - 3 Months

Skills you'll gain: CI/CD, Infrastructure as Code (IaC), Continuous Integration, Devops Tools, Docker (Software), Microsoft Azure, DevOps, Application Deployment, GitHub, Continuous Deployment, Cloud Deployment, Containerization, Git (Version Control System), Infrastructure As A Service (IaaS), YAML, Cloud Computing, Data Sharing
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Dashboard Creation, Dashboard, Web Scraping, Data Analysis, Data Presentation, Plot (Graphics), Data Visualization Software, Graphing, Pandas (Python Package), Data Capture, Data Science, Data Wrangling, Jupyter, Data Manipulation, Python Programming, Data Collection
Intermediate · Course · 1 - 4 Weeks

Macquarie University
Skills you'll gain: Instructional Design, Multimedia, Presentations, Design Reviews, Peer Review, Visual Design, Graphic Design, Media Production, Creative Design, Photo/Video Production and Technology, Learning Strategies, Videography, Electronic Media, Communication Strategies
Beginner · Course · 1 - 3 Months

Skills you'll gain: Video Production, Digital pedagogy, Virtual Environment, User Interface and User Experience (UI/UX) Design, Virtual Reality, Teaching, User Experience Design, Education Software and Technology, User Centered Design, Adult Learning Principles, Student Engagement, Learning Styles, UI/UX Research, Online Advertising
Beginner · Course · 1 - 3 Months

Pearson
Skills you'll gain: Large Language Modeling, Prompt Engineering, Image Analysis, Model Deployment, PyTorch (Machine Learning Library), Model Optimization, Deep Learning, Tensorflow, Convolutional Neural Networks, LLM Application, Computer Vision, Fine-tuning, Responsible AI, Generative Model Architectures, Model Training, Generative AI, Multimodal Prompts, Artificial Intelligence
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Penetration Testing, Vulnerability Assessments, Vulnerability Scanning, Network Protocols, Network Analysis, Network Monitoring, Image Analysis, Virtual Machines, Virtualization and Virtual Machines, Virtual Environment, Open Source Technology, Malware Protection, Command-Line Interface, Software Installation, File Management, Microsoft Windows
Intermediate · Course · 1 - 3 Months

The State University of New York
Skills you'll gain: Lifelong Learning, Growth Mindedness, digital literacy, Web Presence, Personal Development, Critical Thinking, Emerging Technologies, Professional Development, Professionalism, Data Ethics, Habit Formation, Creativity, Security Awareness, Web Content Accessibility Guidelines, Collaboration, Communication
Beginner · Course · 1 - 3 Months

University of Houston
Skills you'll gain: Storyboarding, Storytelling, Digital pedagogy, Visual Storytelling, Content Creation, Media Production, Video Editing, Digital Publishing, Multimedia, Peer Review, Oral Expression, Editing, Music
Beginner · Course · 1 - 3 Months

Skills you'll gain: Prompt Engineering, LangChain, Retrieval-Augmented Generation, Prompt Patterns, LLM Application, Generative AI, Vector Databases, Generative AI Agents, Tool Calling, Embeddings, AI Workflows, User Interface (UI), AI Integrations, Large Language Modeling, UI Components, Database Systems, Model Evaluation, Data Storage Technologies, Database Management Systems, AI Enablement
Intermediate · Specialization · 1 - 3 Months