Linux Basics Big Data Introduction Apache ZooKeeper MapReduce Programming Pig & Pig Latin NoSQL HBase Sqoop Flume Oozie Scala Apache Spark Basics Project - Writing Spark Applications DataFrames, Spark SQL, R Machine Learning With Spark Yarn MapReduce Basics HDFS - Hadoop Distributed File System Lab Overview Project - Sentiment Analysis in Hive 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 SQL Tutorial Project - Hive - Visualization with Tableau Project - Hive - NYSE Hive Dimensionality Reduction Project - Forecast Bike Rentals Project - Classify Clothes from Fashion MNIST Dataset using Machine Learning Techniques Machine Learning Prerequisites (Numpy) 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 Project - Image Classification with Pre-trained InceptionV3 Network Analytics and Data Sciences End to End Project - Regression The underpinnings of ML End to End Project - Classification Design & Constructs Git Version Control (Advanced Git Topics) Getting Started with Git 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) Project - Hive - Visualization Project - Hive - NYSE Project - Introduction to Transfer Learning (Cat vs Non-cats Project) Convolutional 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 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 Convolutional Neural Network for NLP Specialization Artificial Neural Networks - MCQs Getting Started with Numpy Getting Started with Pandas ML Prerequisites - Matplotlib End to End Project - Classification (Studio Recorded) Big Data Introduction Spark Project - Log Parsing Project- Iris Flowers Classification using Deep Learning & Keras Hive Introduction to ML Artificial Neural Networks - MCQs Project- Predicting Noisy Images using KNN Classifier Project- Find the Celebrity who Looks like You using Computer Vision Apache Spark Basics with Python Classification Processing Sequences with RNNs and CNNs Autoencoders and GANs End-to-End Machine Learning Project Session Recordings - Executive PG Certificate Programs in AI, DS, and MLOps Artificial Neural Network Machine Learning Algorithms Training Models MCQs Support Vector Machines MCQs Decision Trees MCQs Ensemble Learning and XGBoost MCQs Big Data Q/A Session Recordings Data Visualization with Matplotlib