Apache ZooKeeper Big Data Introduction MapReduce Programming Pig & Pig Latin NoSQL HBase Sqoop Flume Oozie Scala Apache Spark Basics Project - Writing Spark Applications DataFrames, Spark SQL, R Machine Learning With Spark Yarn MapReduce Basics HDFS Hive - Project Spark Streaming Spark On Cluster Adv Spark Programming Spark Project - Log Parsing Graph Processing With Spark Hive Project - Visualization Hive Project - NYSE NumPy for Machine Learning Project - Deploy Machine Learning models to production Introduction to ML Support Vector Machines Pandas for Machine Learning Reinforcement Learning Classification Unsupervised Machine Learning Project - Fashion MNIST Training Models Decision Trees Ensemble Learning and XGBoost Project - End-to-End Project Hands On with TensorFlow Artificial Neural Network Training Deep Neural Nets Convolutional Neural Nets Recurrent Neural Networks Autoencoders Dimensionality Reduction Project - Cats classifier Linux Basics Python Project - Churn Emails Foundations of Python Project - Noise removal from images Project - Building Spam Classifier Project - Predicting Titanic Passenger Survival using Machine Learning and Python Hive Project - Building Cat vs Non-Cat Image Classifier using NumPy and ANN Project - Credit Card Fraud Detection using Machine Learning Project - Introduction to Neural Style Transfer using Deep Learning & TensorFlow 2 (Art Generation Project) What's Next? Project - Building a CNN Classifier using TensorFlow 2 for MNIST Fashion Dataset Project - Image Classification with Pre-trained InceptionV3 Network Introduction to ML Machine Learning Prerequisites (Numpy) Pandas for Machine Learning Project - Churn Emails Inbox with Python Foundations of Python Introduction to DevOps and it's tools Git Version Control (Advanced Git Topics) Getting Started with Git Docker Container Docker Swarm Ansible Kubernetes Terraform 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 Analytics and Data Sciences Project - Introduction to Transfer Learning (Cat vs Non-cats Project) Image Stitching using OpenCV and Python (Creating Panorama Project) Convolutional Neural Networks Artificial Neural Networks Training Deep Neural Networks Custom Models and Training with TensorFlow Loading and Preprocessing Data with TensorFlow 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 - Image Classification with Pre-trained Keras models Project - Mask R-CNN with OpenCV for Object Detection Open CV Project - How to Deploy an Image Classification Model using Flask Introduction to Artificial Intelligence, Machine Learning and Deep Learning References Git Version Control (Basic to Advanced) Project - Stock Closing Price Prediction using Deep Learning, TensorFlow2 & Keras Recurrent Neural Networks Natural Language Processing Project - How to Build a Sentiment Classifier using Python and IMDB Reviews Convolutional Neural Network for NLP Specialization Big Data Introduction MapReduce Programming Pig & Pig Latin NoSQL HBase Sqoop Flume Oozie Project - Writing Spark Applications DataFrames, Spark SQL, R Machine Learning With Spark Yarn MapReduce Basics HDFS - Hadoop Distributed File System Course Overview Lab Overview Project - Sentiment Analysis in Hive Spark Streaming Spark On Cluster Adv Spark Programming Support Vector Machines Classification Training Models Decision Trees Ensemble Learning and XGBoost Graph Processing With Spark Dimensionality Reduction Project - Forecast Bike Rentals Unsupervised Machine Learning Project - Deploy Machine Learning models to production Project - Hive - Visualization with Tableau Project - Hive - NYSE Autoencoders and GANs Reinforcement Learning End to End Project - Regression The underpinnings of ML Challenges in Machine Learning Project End to End Project - Classification Design & Constructs Artificial Neural Networks - MCQs Artificial Neural Networks Getting Started with Numpy Getting Started with Pandas ML Prerequisites - Matplotlib End to End Project - Classification (Studio Recorded)