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: Generative AI, Gemini, Google Gemini, MLOps (Machine Learning Operations), Google Cloud Platform, Artificial Intelligence and Machine Learning (AI/ML), Model Deployment, AI Workflows, Artificial Intelligence, Model Training, Applied Machine Learning, Cloud Infrastructure, Machine Learning, Data Preprocessing
Beginner · Course · 1 - 3 Months

Google Cloud
Skills you'll gain: Feature Engineering, Model Optimization, Tensorflow, Google Cloud Platform, Machine Learning, Machine Learning Methods, Machine Learning Software, Model Deployment, Applied Machine Learning, Data Preprocessing, Data Quality, Keras (Neural Network Library), Model Training, Machine Learning Algorithms, Embeddings, Fine-tuning, Cloud Deployment, MLOps (Machine Learning Operations), PyTorch (Machine Learning Library), Dataflow
★ 4.4 (152) · Intermediate · Specialization · 3 - 6 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
★ 4.7 (145) · Beginner · Specialization · 3 - 6 Months

University of North Texas
Skills you'll gain: Arithmetic, Graphing, Geometry, Statistics, Algebra, Descriptive Statistics, General Mathematics, Applied Mathematics, Statistical Visualization
★ 4.5 (327) · Beginner · Course · 1 - 4 Weeks

Google Cloud
Skills you'll gain: MLOps (Machine Learning Operations), Data Management, Model Optimization, Data Governance, Model Deployment, Google Cloud Platform, Model Training, Workflow Management, Enterprise Modeling, AI Workflows, Data Preprocessing, Data Pipelines, Machine Learning Methods, Model Evaluation, Machine Learning, Feature Engineering
Intermediate · Course · 1 - 3 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
★ 4.9 (13) · Beginner · Course · 1 - 4 Weeks

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
★ 4.7 (1.9K) · Beginner · Specialization · 3 - 6 Months

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
★ 4.5 (25) · 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
★ 4.7 (36K) · Beginner · Specialization · 3 - 6 Months

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
★ 4.9 (1.7K) · Mixed · 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
★ 3.9 (15) · Advanced · Course · 1 - 4 Weeks

Google Cloud
Skills you'll gain: Google Cloud Platform, Generative AI, Generative AI Agents, Artificial Intelligence and Machine Learning (AI/ML), MLOps (Machine Learning Operations), AI Workflows, Cloud Infrastructure, Artificial Intelligence, Agentic Workflows, Prompt Engineering, Data Infrastructure, Model Training, Model Deployment, Machine Learning, Model Evaluation
Beginner · Course · 1 - 3 Months