Introduction to ML Support Vector Machines Classification Decision Trees Ensemble Learning and XGBoost Dimensionality Reduction Project - Forecast Bike Rentals Project - Classify Clothes from Fashion MNIST Dataset using Machine Learning Techniques Machine Learning Prerequisites (Numpy) Project - Deploy Machine Learning models to production Project - Churn Emails Inbox with Python Project - Building Spam Classifier Project - Predicting Titanic Passenger Survival using Machine Learning and Python What's Next? Analytics and Data Sciences End to End Project - Regression The underpinnings of ML Challenges in Machine Learning Project Unsupervised Machine Learning End to End Project - Classification Design & Constructs Linux Basics Python Project - Churn Emails Docker Container Docker Swarm Kubernetes Jenkins Monitoring tools - Graffana and Prometheus Docker MCQs 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 Testing Single Container Static App Locally on Minikube Automating Deployment of Single Container Static App on Google Kubernetes Engine with Docker & Travis CI Big Data Introduction NoSQL HBase Sqoop Flume Oozie DataFrames, Spark SQL, R Machine Learning With Spark Yarn MapReduce Basics Course Overview Lab Overview Spark On Cluster Graph Processing With Spark Project - Introduction to Transfer Learning (Cat vs Non-cats Project) Project - Stock Closing Price Prediction using Deep Learning, TensorFlow2 & Keras Convolutional Neural Networks Artificial Neural Networks Training Deep Neural Networks Custom Models and Training with TensorFlow Loading and Preprocessing Data with TensorFlow Recurrent Neural Networks Natural Language Processing Autoencoders and GANs Reinforcement Learning Project - Introduction to Neural Style Transfer using Deep Learning & TensorFlow 2 (Art Generation Project) 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 - Autoencoders for MNIST Fashion Project - Image Classification with Pre-trained Keras models Project - Mask R-CNN with OpenCV for Object Detection Project - How to Deploy an Image Classification Model using Flask Introduction to Artificial Intelligence, Machine Learning and Deep Learning References Convolutional Neural Network for NLP Specialization Artificial Neural Networks - MCQs Artificial Neural Networks Getting Started with Numpy ML Prerequisites - Matplotlib End to End Project - Classification (Studio Recorded)