
Skills you'll gain: Data Storytelling, Interactive Data Visualization, Data Visualization, IBM Cognos Analytics, Data Wrangling, Data Cleansing, Data Visualization Software, Data Analysis, Big Data, Pivot Tables And Charts, Statistical Analysis, Excel Formulas, Business Intelligence, Microsoft Excel, Apache Hadoop, Tree Maps, Dashboard, Scatter Plots, Apache Hive, Data Processing
Build toward a degree
Beginner · Specialization · 3 - 6 Months

University of Michigan
Skills you'll gain: Matplotlib, Network Analysis, Social Network Analysis, Feature Engineering, Data Visualization, Pandas (Python Package), Plot (Graphics), Data Visualization Software, Interactive Data Visualization, Model Evaluation, Applied Machine Learning, Supervised Learning, Text Mining, Scikit Learn (Machine Learning Library), Statistical Analysis, Data Manipulation, Graph Theory, Data Preprocessing, Natural Language Processing, Python Programming
Intermediate · Specialization · 3 - 6 Months

Skills you'll gain: Data Wrangling, Big Data, Data Analysis, Statistical Analysis, Data Cleansing, Apache Hadoop, Apache Hive, Data Processing, Data Mart, Data Science, Data Warehousing, Apache Spark, Data Visualization, Data Lakes, Data Collection, Data Visualization Software, Microsoft Excel
Beginner · Course · 1 - 3 Months

DeepLearning.AI
Skills you'll gain: Generative AI, Large Language Modeling, Generative Model Architectures, LLM Application, Prompt Engineering, Model Deployment, Python Programming, Applied Machine Learning, Scalability, Natural Language Processing, Responsible AI, Machine Learning, Model Evaluation, Reinforcement Learning
Intermediate · Course · 1 - 4 Weeks
University of Michigan
Skills you'll gain: File I/O, Data Structures, Python Programming, Programming Principles, Data Processing, Data Manipulation, Development Environment, Software Installation, Virtual Environment
Beginner · Course · 1 - 3 Months

Skills you'll gain: Generative AI, AI Enablement, Artificial Intelligence and Machine Learning (AI/ML), Machine Learning, Natural Language Processing, Innovation, Critical Thinking
Beginner · Course · 1 - 4 Weeks
Duke University
Skills you'll gain: File I/O, Java Programming, Software Design, Computer Programming, Software Engineering, Javascript, Encryption, Algorithms, AI Personalization, Software Development, Data Processing, Problem Solving, Data Preprocessing, Classification Algorithms, Integrated Development Environments, Program Development, Data Ethics, Debugging, Cascading Style Sheets (CSS), Data Analysis
Beginner · Specialization · 3 - 6 Months
DeepLearning.AI
Skills you'll gain: Tensorflow, Transfer Learning, Recurrent Neural Networks (RNNs), Convolutional Neural Networks, Natural Language Processing, Computer Vision, Time Series Analysis and Forecasting, Keras (Neural Network Library), Embeddings, Image Analysis, Deep Learning, Scalability, Applied Machine Learning, Predictive Modeling, Artificial Intelligence, Data Preprocessing, Artificial Neural Networks, Text Mining, Forecasting, Machine Learning
Intermediate · Professional Certificate · 3 - 6 Months

Coursera
Skills you'll gain: Statistical Hypothesis Testing, Data-Driven Decision-Making, LLM Application, Performance Metric, Statistical Analysis, Test Script Development, Large Language Modeling, Business Metrics, Model Evaluation, Prompt Engineering, Natural Language Processing
Intermediate · Course · 1 - 4 Weeks

AI CERTs
Skills you'll gain: Natural Language Processing, Digital Signal Processing, Data Ethics, Tensorflow, Responsible AI, Augmented Reality, Artificial Intelligence, AI Personalization, Music, Multimedia, Music Performance, Deep Learning, Information Privacy, Creativity
Beginner · Course · 1 - 3 Months
University of Michigan
Skills you'll gain: Text Mining, Data Preprocessing, Natural Language Processing, Pandas (Python Package), Scikit Learn (Machine Learning Library), Classification Algorithms, Feature Engineering, Data Manipulation, Python Programming, Unsupervised Learning, Supervised Learning
Intermediate · Course · 1 - 4 Weeks

Skills you'll gain: PyTorch (Machine Learning Library), Keras (Neural Network Library), Convolutional Neural Networks, Deep Learning, Unsupervised Learning, Model Evaluation, Recurrent Neural Networks (RNNs), Tensorflow, Vision Transformer (ViT), Generative Adversarial Networks (GANs), Transfer Learning, Image Analysis, Autoencoders, Applied Machine Learning, Artificial Neural Networks, Generative AI, Time Series Analysis and Forecasting, Reinforcement Learning, Artificial Intelligence and Machine Learning (AI/ML), Model Deployment
Intermediate · Professional Certificate · 3 - 6 Months