Apache ZooKeeper Big Data Introduction 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 Hive - Project Apache Spark - Key Value RDD Spark Streaming Spark On Cluster Adv Spark Programming Loading and Saving Data Java Essentials Spark Project - Log Parsing Graph Processing With Spark NumPy for Machine Learning Project - Deploy Machine Learning models to production Introduction to ML Support Vector Machines Pandas for Machine Learning Reinforcement Learning Classification 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 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? End-to-End ML Project - California Housing Project - Building a CNN Classifier using TensorFlow 2 for MNIST Fashion Dataset Project - Image Classification with Pre-trained InceptionV3 Network Linux Basics Getting Started with Git Foundations of Python 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 Multi-Container App on Minikube and GKE Big Data Introduction NoSQL HBase Sqoop Flume Oozie 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 Introduction to ML Support Vector Machines Classification Loading and Saving Data Training Models Decision Trees Ensemble Learning and XGBoost End-to-End Project- Self contained 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 (Numpy) Project - Deploy Machine Learning models to production Pandas for Machine Learning Project - Churn Emails Inbox with Python Hive Project - Introduction to Transfer Learning (Cat vs Non-cats Project) Project - Stock Closing Price Prediction using Deep Learning, TensorFlow2 & Keras 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 - Image Classification with Pre-trained Keras models Project - Mask R-CNN with OpenCV for Object Detection Analytics and Data Sciences Artificial Neural Networks - MCQs Artificial Neural Networks Getting Started with Numpy Getting Started with Pandas ML Prerequisites - Matplotlib Data Visualization with Matplotlib ML Algorithms - MCQs Introduction to ML End-to-End Project Classification Machine Learning Algorithms Artificial Neural Networks Training Deep Neural Networks Loading and Preprocessing Data with TensorFlow Convolutional Neural Network Processing Sequences with RNNs and CNNs Natural Language Processing Autoencoders and GANs Reinforcement Learning Unsupervised Machine Learning Big Data Introduction Spark Project - Log Parsing Project- Iris Flowers Classification using Deep Learning & Keras Introduction to ML Artificial Neural Networks - MCQs Project- Predicting Noisy Images using KNN Classifier Apache Spark Basics with Python Natural Language Processing 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

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