Lab Overview Analytics and Data Sciences The underpinnings of ML End to End Project - Classification Project - Forecast Bike Rentals Machine Learning Prerequisites (Numpy) Pandas for Machine Learning Introduction to DevOps and it's tools Project - Churn Emails Inbox with Python Git Version Control (Advanced Git Topics) Getting Started with Git Docker Container Ansible Foundations of Python Kubernetes Artificial Neural Networks - MCQs Terraform Data Visualization with Matplotlib Monitoring tools - Graffana and Prometheus Docker MCQs Introduction to ML Project - Building Cat vs Non-Cat Image Classifier using NumPy and ANN Project - Introduction to Transfer Learning (Cat vs Non-cats Project) Convolutional Neural Networks Artificial Neural Networks - MCQs Training Deep Neural Networks Custom Models and Training with TensorFlow Loading and Preprocessing Data with TensorFlow Natural Language Processing - MCQs Project - How to Build a Neural Network for Image Classification with TensorFlow Project - Training from Scratch vs Transfer Learning Project - Working with Custom Loss Function Project - How to Build a Sentiment Classifier using Python and IMDB Reviews Project - Image Classification with Pre-trained Keras models Project - Mask R-CNN with OpenCV for Object Detection End-to-End ML Project - California Housing Convolutional Neural Network for NLP Specialization 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 Natural Language Processing Classification Processing Sequences with RNNs and CNNs Testing Single Container Static App Locally on Minikube End-to-End Machine Learning Project Git Version Control (Basic to Advanced) Getting Started with Numpy Getting Started with Pandas ML Prerequisites - Matplotlib End to End Project - Classification (Studio Recorded) Artificial Neural Network Machine Learning Algorithms Training Models MCQs Support Vector Machines MCQs Decision Trees MCQs Ensemble Learning and XGBoost MCQs