
Skills you'll gain: Google Cloud Platform, Distributed Denial-Of-Service (DDoS) Attacks, Site Reliability Engineering, Kubernetes, Incident Management, Google App Engine, Load Balancing, Identity and Access Management, Cloud Infrastructure, Network Monitoring, Cloud Computing Architecture, Application Performance Management, Network Architecture, Network Troubleshooting, System Monitoring, Virtual Networking, Role-Based Access Control (RBAC), Cloud Security, Network Security, Virtual Private Networks (VPN)
Build toward a degree
Intermediate · Professional Certificate · 3 - 6 Months

Skills you'll gain: Generative Model Architectures, Generative AI, AI Product Strategy, Large Language Modeling, Artificial Intelligence, Artificial Intelligence and Machine Learning (AI/ML), Business Strategy, Data Strategy, Data Ethics, Artificial Neural Networks, Process Improvement, Process Improvement and Optimization, Cloud Computing, Operational Efficiency, Process Optimization, Big Data, Customer Service, Natural Language Processing, User Experience, Marketing
Mixed · Course · 1 - 3 Months

Skills you'll gain: Dashboard, Data Preprocessing, Apache Airflow, Star Schema, Data Storytelling, Process Mapping, Extract, Transform, Load, Data Transformation, SQL, Data Pipelines, JSON, Apache Kafka, Data Warehousing, Data Modeling, Pandas (Python Package), Business Intelligence, Data Validation, Data Quality, Performance Improvement, Python Programming
Intermediate · Specialization · 3 - 6 Months

University of Colorado Boulder
Skills you'll gain: Recurrent Neural Networks (RNNs), Keras (Neural Network Library), Artificial Intelligence and Machine Learning (AI/ML), PyTorch (Machine Learning Library), Vision Transformer (ViT), Large Language Modeling, Embeddings, Network Architecture
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Network Security, Security Strategy, Application Security, Cybersecurity, Computer Security, Security Controls, Security Management, Security Awareness, Cryptography, Encryption, Threat Modeling, Malware Protection, Authorization (Computing), Authentications, Firewall, Identity and Access Management, Hardening
Beginner · Course · 1 - 3 Months

Skills you'll gain: GitHub, Git (Version Control System), Infrastructure as Code (IaC), Version Control, Cloud Management, Debugging, Puppet (Configuration Management Tool), Unit Testing, Infrastructure As A Service (IaaS), Bash (Scripting Language), Network Troubleshooting, Web Services, Object Oriented Programming (OOP), Application Programming Interface (API), Interviewing Skills, Applicant Tracking Systems, Data Structures, Python Programming, Configuration Management, Automation
Advanced · Professional Certificate · 3 - 6 Months

University of Toronto
Skills you'll gain: Computer Vision, Convolutional Neural Networks, Image Analysis, Control Systems, Robotics, Embedded Software, Automation, Deep Learning, Software Architecture, Simulations, Safety Assurance, Traffic Flow Optimization, Artificial Neural Networks, Global Positioning Systems, Machine Controls, Hardware Architecture, Systems Architecture, Network Routing, Estimation, Machine Learning Methods
Advanced · Specialization · 3 - 6 Months

Skills you'll gain: Computer Vision, Transfer Learning, Convolutional Neural Networks, IBM Cloud, Cloud Applications, Application Development, Cloud Deployment, Jupyter, Python Programming, Deep Learning, Classification Algorithms, Model Evaluation
Intermediate · Course · 1 - 3 Months

Skills you'll gain: Data Storytelling, Data Presentation, Data-Driven Decision-Making, Strategic Decision-Making, Product Management, Customer Insights, Data Analysis, Forecasting, A/B Testing, Business Analytics, Analytics, Prioritization, Statistical Analysis, Business Metrics, User Research, Customer Retention, Machine Learning Methods, Root Cause Analysis, Statistical Methods, Stakeholder Communications
Intermediate · Specialization · 3 - 6 Months

University of Alberta
Skills you'll gain: Reinforcement Learning, Artificial Intelligence and Machine Learning (AI/ML), Supervised Learning, Machine Learning, Sampling (Statistics), Machine Learning Algorithms, Simulations, Deep Learning, Feature Engineering, Algorithms, Artificial Neural Networks, Model Evaluation, Performance Testing, Markov Model, Pseudocode, Probability Distribution, Linear Algebra, Performance Tuning
Intermediate · Specialization · 3 - 6 Months

Skills you'll gain: Prompt Engineering, Prompt Patterns, Generative AI, ChatGPT, Data Storytelling, OpenAI, Analytics, Prompt Engineering Tools, Data Analysis, Dashboard, Data Ethics, Artificial Intelligence and Machine Learning (AI/ML), Data Visualization Software, Statistical Analysis, Python Programming, Responsible AI, Data Cleansing, Data Manipulation, Machine Learning, Context Management
Intermediate · Specialization · 1 - 3 Months
University of Michigan
Skills you'll gain: Feature Engineering, Model Evaluation, Applied Machine Learning, Supervised Learning, Scikit Learn (Machine Learning Library), Predictive Modeling, Machine Learning, Decision Tree Learning, Unsupervised Learning, Python Programming, Random Forest Algorithm, Regression Analysis, Classification Algorithms, Artificial Neural Networks
Intermediate · Course · 1 - 4 Weeks