Big Data Introduction NoSQL HBase Sqoop Flume Oozie 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 Loading and Saving Data Spark Project - Log Parsing Graph Processing With Spark SQL Tutorial Hive Introduction to ML Support Vector Machines Reinforcement Learning Classification Training Models Decision Trees Ensemble Learning and XGBoost End-to-End Project- Self contained Hands On with TensorFlow Artificial Neural Network Training Deep Neural Nets Convolutional Neural Nets Recurrent Neural Networks Autoencoders Dimensionality Reduction Project - Classify Clothes Project - Cats classifier 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 Pandas for Machine Learning Project - Churn Emails Inbox with Python 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 The underpinnings of ML Challenges in Machine Learning Project Unsupervised Machine Learning End to End Project - Classification Design & Constructs Introduction to DevOps and it's tools Git Version Control (Advanced Git Topics) Getting Started with Git Docker Container Terraform 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 Deploying Single Container Static App on Google Kubernetes Engine Automating Deployment of Single Container Static App on Google Kubernetes Engine with Docker & Travis CI Deploying Multi-Container App on Minikube and GKE Artificial Neural Networks - MCQs Data Visualization with Matplotlib Project- Iris Flowers Classification using Deep Learning & Keras Course Overview Doubt Session Recordings End-to-End Project Introduction to ML Classification ML Algorithms Artificial Neural Networks Project - Building Cat vs Non-Cat Image Classifier using NumPy and ANN Training Deep Neural Networks Project - Stock Closing Price Prediction using Deep Learning, TensorFlow2 & Keras ML Algorithms - MCQs Custom Models and Training with Tensorflow Loading and Preprocessing Data with TensorFlow Project - Credit Card Fraud Detection using Machine Learning Convolutional Neural Network Project - Introduction to Neural Style Transfer using Deep Learning & TensorFlow 2 (Art Generation Project) Processing Sequences with RNNs and CNNs Natural Language Processing Autoencoders and GANs Reinforcement Learning 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 Project - Building a CNN Classifier using TensorFlow 2 for MNIST Fashion Dataset Git Version Control (Basic to Advanced) 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 Convolutional Neural Network for NLP Specialization Big Data Introduction Apache ZooKeeper Hive NoSQL HBase Sqoop Flume Oozie Scala Apache Spark Basics DataFrames, Spark SQL, R Machine Learning With Spark Yarn MapReduce Basics HDFS Apache Spark - Key Value RDD Spark Streaming Spark On Cluster Adv Spark Programming Loading and Saving Data Spark Project - Log Parsing Graph Processing With Spark Artificial Neural Networks - MCQs Natural Language Processing - MCQs Reinforcement Learning - MCQs Course Overview Classification Artificial Neural Networks Processing Sequences with RNNs and CNNs Autoencoders and GANs Session Recordings - Machine Learning and AI Getting Started with Numpy Getting Started with Pandas ML Prerequisites - Matplotlib End to End Project - Classification (Studio Recorded)