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.

University of Pennsylvania
Skills you'll gain: AI Personalization, Machine Learning Methods, Fraud detection, Generative AI, Responsible AI, Data Ethics, Data Management, Data Strategy, People Analytics, HR Tech, Generative Model Architectures, AI Enablement, Human Resource Management, AI Product Strategy, Data Governance, Human Resources Management and Planning, Personalized Campaigns, Big Data, Machine Learning, Analytics
Beginner · Specialization · 3 - 6 Months

Google Cloud
Skills you'll gain: Google Cloud Platform, Google Gemini, MLOps (Machine Learning Operations), Generative AI, Generative AI Agents, Cloud Infrastructure, AI Workflows, Artificial Intelligence, Prompt Engineering, Natural Language Processing, Large Language Modeling, Applied Machine Learning, Agentic Workflows, Model Deployment, Model Training, Machine Learning, Data Preprocessing, Model Evaluation
Beginner · Course · 1 - 3 Months

University of Illinois Urbana-Champaign
Skills you'll gain: Deep Learning, Convolutional Neural Networks, Autoencoders, Recurrent Neural Networks (RNNs), Image Analysis, Embeddings, Model Deployment, Applied Machine Learning, Artificial Neural Networks, Health Informatics, Medical Science and Research, Unsupervised Learning, Medical Imaging, Dimensionality Reduction, Network Architecture
Advanced · Course · 1 - 4 Weeks

Berklee
Skills you'll gain: Music, Active Listening, Musical Composition, Choral Music, Meditation & Breathwork, Self-Awareness, Stress Management, World Music, Personal Care, Mental Health, Mental Concentration, Emotional Intelligence, Resilience
Beginner · Course · 1 - 4 Weeks

Deep Teaching Solutions
Skills you'll gain: Lifelong Learning, Learning Strategies, Collaboration, Productivity, Human Learning, Learning Theory, Mental Concentration, Open Mindset, Time Management, Interactive Learning, Creativity, Growth Mindedness, Cognitive flexibility, Self-Awareness, Habit Formation
Mixed · Course · 1 - 3 Months

Google Cloud
Skills you'll gain: MLOps (Machine Learning Operations), Model Deployment, Data Management, AI Workflows, Model Training, Workflow Management, Data Governance, Google Cloud Platform, Model Evaluation, Data Pipelines, Model Optimization, Data Preprocessing, Tensorflow, Machine Learning, Feature Engineering
Intermediate · Course · 1 - 3 Months

Khalifa University
Skills you'll gain: Oral Comprehension, Language Learning, Language Competency, Culture, Vocabulary, Cultural Sensitivity, Grammar, Oral Expression, Literacy, Verbal Communication Skills, Language Interpretation, Translation, and Studies, Student-Centred Learning
Beginner · Specialization · 3 - 6 Months

MathWorks
Skills you'll gain: Computer Vision, Model Evaluation, Image Analysis, Convolutional Neural Networks, Deep Learning, Model Training, Matlab, Fine-tuning, Data Preprocessing, Software Visualization, Transfer Learning, Model Optimization, Data Analysis, Network Architecture
Beginner · Course · 1 - 4 Weeks

University of Colorado Boulder
Skills you'll gain: Autoencoders, Convolutional Neural Networks, Generative Adversarial Networks (GANs), Generative Model Architectures, Model Deployment, Model Training, Unsupervised Learning, Dimensionality Reduction, Classification Algorithms
Build toward a degree
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: Prompt Engineering, Prompt Patterns, ChatGPT, Generative AI, Responsible AI, Generative Model Architectures, IBM Cloud, AI Workflows, LLM Application, Workflow Management, AI literacy, No-Code Development, Machine Learning Software, Natural Language Processing, Business Workflow Analysis, Artificial Intelligence, Self Service Technologies, Machine Learning, Deep Learning, Data Science
Beginner · Specialization · 3 - 6 Months

Skills you'll gain: Google Cloud Platform, Model Deployment, Tensorflow, MLOps (Machine Learning Operations), Machine Learning Methods, Cloud API, Applied Machine Learning, Unstructured Data, Model Training, Machine Learning, Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Prompt Engineering, Prompt Patterns, ChatGPT, Generative AI, Generative Model Architectures, AI Personalization, Responsible AI, Data Ethics, Education Software and Technology, AI literacy, LLM Application, Digital pedagogy, Artificial Intelligence and Machine Learning (AI/ML), AI Workflows, AI Integrations, Augmented and Virtual Reality (AR/VR), Ethical Standards And Conduct, Information Privacy, Machine Learning, Data Synthesis
Beginner · Specialization · 1 - 3 Months