Linux Basics Big Data Introduction Apache ZooKeeper MapReduce Programming Pig & Pig Latin NoSQL HBase Sqoop Flume Oozie Scala 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 Apache Spark - Key Value RDD Spark Streaming Spark On Cluster Adv Spark Programming Loading and Saving Data Java Essentials Spark Project - Log Parsing Graph Processing With Spark SQL Tutorial Project - Hive - Visualization with Tableau Project - Hive - NYSE Hive Building Realtime Analytics Dashboard using Apache Spark Introduction to ML Support Vector Machines Classification Training Models Decision Trees Ensemble Learning and XGBoost End-to-End Project- Self contained Dimensionality Reduction Project - Forecast Bike Rentals Unsupervised Machine Learning 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 Forecast Bikes Rental Demands Project - Noise removal from images Foundations of Python Project - Building Spam Classifier Project - Predicting Titanic Passenger Survival using Machine Learning and Python What's Next? End-to-End ML Project - California Housing Analytics and Data Sciences End to End Project - Regression The underpinnings of ML Challenges in Machine Learning Project Unsupervised Machine Learning Generalized AI and Real Life Large Projects End to End Project - Classification Design & Constructs Understanding Computer Vision (Complimentary Lecture) Pandas for Machine Learning Getting Started with Git Project - Building Cat vs Non-Cat Image Classifier using NumPy and ANN 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 - 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 - 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 Project - Building a CNN Classifier using TensorFlow 2 for MNIST Fashion Dataset Git Version Control (Basic to Advanced) Project - Stock Closing Price Prediction using Deep Learning, TensorFlow2 & Keras Recurrent Neural Networks Natural Language Processing Autoencoders and GANs Reinforcement Learning Project - How to Build a Sentiment Classifier using Python and IMDB Reviews Project - Autoencoders for MNIST Fashion Project - Hive - Visualization Project - Hive - NYSE Convolutional Neural Network for NLP Specialization Introduction to DevOps and it's tools Docker Container Docker Swarm Kubernetes Artificial Neural Networks - MCQs Jenkins Monitoring tools - Graffana and Prometheus Docker MCQs Artificial Neural Networks 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 Getting Started with Numpy Getting Started with Pandas ML Prerequisites - Matplotlib End to End Project - Classification (Studio Recorded) Getting Started with various Tools Problems on Data Cleaning and Processing For Machine Learning