Lab Overview Introduction to ML Support Vector Machines Classification Training Models Decision Trees Ensemble Learning and XGBoost End-to-End Project- Self contained Dimensionality Reduction Analytics and Data Sciences Challenges in Machine Learning Project Unsupervised Machine Learning Unsupervised Machine Learning Machine Learning Prerequisites (Numpy) Project - Deploy Machine Learning models to production Pandas for Machine Learning Introduction to DevOps and it's tools Project - Churn Emails Inbox with Python Git Version Control (Advanced Git Topics) Docker Container Docker Swarm Project - Noise removal from images Ansible Kubernetes Project - Building Spam Classifier Project - Predicting Titanic Passenger Survival using Machine Learning and Python Terraform Jenkins Monitoring tools - Graffana and Prometheus Docker MCQs What's Next? End-to-End ML Project - California Housing Deploying Single Container Static App with Docker & Travis CI on AWS Elastic Beanstalk Deploying Multi Container Flask App with Docker & Travis CI on AWS Elastic Beanstalk Deploying Single Container Flask app with Docker, Travis CI, AWS RDS & AWS ElastiCache on AWS Elastic Beanstalk Deploying Single Container Static App on Google Kubernetes Engine Automating Deployment of Single Container Static App on Google Kubernetes Engine with Docker & Travis CI Git Version Control (Basic to Advanced) Getting Started with Numpy Getting Started with Pandas