By Mahmoud AbuAwd - AI/ML Engineer - LinkedIn Profile : www.linkedin.com

Foundations of Data Analytics

• Python Basics
• Data Analysis Libraries
• Exemplary Data Analysis Workflow
• Jupyter Notebooks in Machine Learning Workflows

Foundations of Machine Learning

• Introduction to ML
• Machine Learning vs Deep Learning vs GenAI
• The Machine Learning Pipeline
• Statistical Foundations for Machine Learning

Foundations of DevOps

• Traditional Development Models and Their Limitations
• Understanding the Three Pillars of DevOps: People, Practices, and Tools
• Understanding Continuous Integration
• Understanding Continuous Delivery
• Understanding Microservices
• Infrastructure as Code (IaC) Explained
• Monitoring, Logging, and Observability in DevOps
• Collaboration and Culture in DevOps