Big Data Introduction Pig & Pig Latin NoSQL Sqoop Flume Oozie Scala 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 Loading and Saving Data Java Essentials Spark Project - Log Parsing Graph Processing With Spark Hive Project - Visualization NumPy for Machine Learning Project - Deploy Machine Learning models to production Introduction to ML Support Vector Machines Pandas for Machine Learning Reinforcement Learning Classification Project - Bike Rental Forecasting - Basic 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 Big Data Introduction Pig & Pig Latin NoSQL 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 Introduction to ML Support Vector Machines Classification Loading and Saving Data Java Essentials Training Models Decision Trees Ensemble Learning and XGBoost Graph Processing With Spark Dimensionality Reduction Project - Forecast Bike Rentals Unsupervised Machine Learning Project - Classify Clothes from Fashion MNIST Dataset using Machine Learning Techniques Machine Learning Prerequisites Project - Deploy Machine Learning models to production Pandas for Machine Learning Project - Hive - Visualization Project - Churn Emails Inbox with Python Foundations of Python 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 - 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 - Mask R-CNN with OpenCV for Object Detection Introduction to Artificial Intelligence, Machine Learning and Deep Learning References