Big Data Introduction MapReduce Programming HBase Sqoop Flume Oozie Yarn MapReduce Basics HDFS - Hadoop Distributed File System Lab Overview Project - Sentiment Analysis in Hive Spark Streaming Spark On Cluster Support Vector Machines Loading and Saving Data Training Models Decision Trees Dimensionality Reduction SQL Tutorial Analytics and Data Sciences End to End Project - Regression End to End Project - Classification Project - Forecast Bike Rentals Machine Learning Prerequisites (Numpy) Pandas for Machine Learning Big Data Introduction MapReduce Programming Hive NoSQL HBase Sqoop Flume Oozie Apache Spark Basics Yarn MapReduce Basics HDFS Spark Streaming Spark On Cluster Loading and Saving Data Java Essentials Project - Churn Emails Inbox with Python Git Version Control (Advanced Git Topics) Getting Started with Git Foundations of Python Artificial Neural Networks - MCQs Data Visualization with Matplotlib Introduction to ML Artificial Neural Networks 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 - MCQs 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 End-to-End ML Project - California Housing Project - How to Deploy an Image Classification Model using Flask Convolutional Neural Network for NLP Specialization Course Overview Classification Artificial Neural Networks Processing Sequences with RNNs and CNNs Git Version Control (Basic to Advanced) Getting Started with Numpy Getting Started with Pandas ML Prerequisites - Matplotlib End to End Project - Classification (Studio Recorded) Training Models MCQs Support Vector Machines MCQs Decision Trees MCQs Ensemble Learning and XGBoost MCQs