The language used throughout the course, in both instruction and assessments.

University of Colorado Boulder
Skills you'll gain: Network Analysis, Unsupervised Learning, Social Network Analysis, Supervised Learning, Unstructured Data, Marketing Analytics, Deep Learning, Scikit Learn (Machine Learning Library), Machine Learning, Tensorflow, Data Science, Text Mining, Data Analysis, Predictive Modeling, Classification And Regression Tree (CART), JSON, Data Manipulation, Data Structures, Python Programming, Data Visualization
Build toward a degree
Beginner · Specialization · 3 - 6 Months

University of Illinois Urbana-Champaign
Skills you'll gain: Unsupervised Learning, Data Mining, Data Validation, Machine Learning Algorithms, Machine Learning Methods, Statistical Methods, Exploratory Data Analysis, Algorithms
Mixed · Course · 1 - 3 Months

Yonsei University
Skills you'll gain: Text Mining, Natural Language Processing, Data Cleansing, Data Analysis, Java, Unsupervised Learning, Machine Learning Methods, Supervised Learning
Intermediate · Course · 1 - 3 Months

University of Colorado Boulder
Skills you'll gain: Computer Vision, Image Analysis, Computer Graphics, Keras (Neural Network Library), Generative Model Architectures, Visualization (Computer Graphics), Artificial Intelligence and Machine Learning (AI/ML), Artificial Intelligence, Data Ethics, Generative AI, Tensorflow, Deep Learning, Applied Machine Learning, Data Processing, Linear Algebra, Unsupervised Learning, Microsoft Excel, Data Transformation, Feature Engineering, Supervised Learning
Build toward a degree
Intermediate · Specialization · 1 - 3 Months

University of Michigan
Skills you'll gain: Unsupervised Learning, Data Mining, Social Network Analysis, ChatGPT, Data Processing, Anomaly Detection, Machine Learning Methods, Data Science, Supervised Learning, Machine Learning, Data Analysis, Data Manipulation, Python Programming, Exploratory Data Analysis, Machine Learning Algorithms, Jupyter, Probability Distribution
Advanced · Specialization · 3 - 6 Months

Arizona State University
Skills you'll gain: Supervised Learning, Unsupervised Learning, Matplotlib, Generative AI, NumPy, Object Oriented Programming (OOP), Deep Learning, Image Analysis, Plot (Graphics), Machine Learning Algorithms, Object Oriented Design, Applied Machine Learning, Integrated Development Environments, Pandas (Python Package), Python Programming, Machine Learning, Development Environment, Event-Driven Programming, Programming Principles, Computer Programming
Beginner · Specialization · 3 - 6 Months

DeepLearning.AI
Skills you'll gain: Multimodal Prompts, LLM Application, Large Language Modeling, Generative AI, Image Analysis, Applied Machine Learning, Unsupervised Learning, Unstructured Data
Intermediate · Project · Less Than 2 Hours

ESSEC Business School
Skills you'll gain: Marketing Analytics, Customer Analysis, Advanced Analytics, Business Analytics, Statistical Programming, Customer Insights, R Programming, Data-Driven Decision-Making, Data Analysis Software, Target Market, Statistical Analysis, Predictive Modeling, Customer Relationship Management, Statistical Methods, Unsupervised Learning
Mixed · Course · 1 - 3 Months

University of Colorado Boulder
Skills you'll gain: User Story, Real-Time Operating Systems, SQL, New Product Development, Model Based Systems Engineering, Field-Programmable Gate Array (FPGA), Failure Analysis, Sustainable Business, Data Mining, Delegation Skills, Unsupervised Learning, Object Oriented Design, Sampling (Statistics), Supplier Management, Computer Vision, Accountability, Data Ethics, Sustainability Reporting, Proposal Writing, Generative AI
Earn a degree
Degree · 1 - 4 Years

University of Cape Town
Skills you'll gain: Blockchain, Cryptography, FinTech, Emerging Technologies, Ledgers (Accounting), Machine Learning, Financial Data, Artificial Intelligence, Financial Systems, Financial Services, Supervised Learning, Data Structures, Information Privacy, Personally Identifiable Information, Entrepreneurship, Technology Strategies, Unsupervised Learning, Distributed Computing, Reinforcement Learning
Beginner · Course · 1 - 4 Weeks

Skills you'll gain: Marketing Analytics, Marketing Effectiveness, A/B Testing, Target Audience, Marketing Strategies, Marketing, Marketing Planning, Sales Pipelines, Customer Analysis, Marketing Channel, Advertising Campaigns, Regression Analysis, Forecasting, Data Analysis, Unsupervised Learning, Key Performance Indicators (KPIs), Return On Investment
Beginner · Course · 1 - 4 Weeks

University of California San Diego
Skills you'll gain: Data Presentation, Data Processing, Big Data, Apache Spark, Splunk, Data Analysis, Unstructured Data, Data Storytelling, Analytics, Network Analysis, Data Modeling, Unsupervised Learning
Mixed · Course · 1 - 3 Months

Professional Certificate

IBM
Build toward a degree
Professional Certificate

University of London
Specialization

DeepLearning.AI
Specialization

Professional Certificate

IBM
Build toward a degree
Professional Certificate

Multiple educators
Specialization

Multiple educators
Specialization

University of Michigan
Course

Northeastern University
Course

Course

University of Colorado Boulder
Build toward a degree
Specialization