Big Data Introduction NoSQL HBase Sqoop Flume Oozie DataFrames, Spark SQL, R Yarn MapReduce Basics HDFS - Hadoop Distributed File System Course Overview Project - Sentiment Analysis in Hive Introduction to ML Support Vector Machines Classification 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 Pandas for Machine Learning Big Data Introduction NoSQL HBase Sqoop Flume Oozie DataFrames, Spark SQL, R Yarn MapReduce Basics HDFS Hive - Project Spark Project - Log Parsing Project - Hive - Visualization with Tableau Project - Hive - NYSE Hive Project - Visualization Hive Project - NYSE Live Recordings - Big Data with Hadoop Live Recordings - Big Data with Spark-Scala 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 Decision Trees Ensemble Learning and XGBoost Project - End-to-End Project Training Deep Neural Nets Recurrent Neural Networks Autoencoders Dimensionality Reduction Project - Cats classifier Python Project - Churn Emails Project - Churn Emails Inbox with Python Foundations of Python Project - Noise removal from images Foundations of Python 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 - 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 - Credit Card Fraud Detection using Machine 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 What's Next? Project - Mask R-CNN with OpenCV for Object Detection Introduction to Artificial Intelligence, Machine Learning and Deep Learning References Project - Building a CNN Classifier using TensorFlow 2 for MNIST Fashion Dataset Project - Image Classification with Pre-trained InceptionV3 Network