Linux Basics Introduction to DevOps and it's tools Git Version Control (Advanced Git Topics) Getting Started with Git Docker Container Docker Swarm Ansible Foundations of Python Kubernetes Terraform Jenkins Monitoring tools - Graffana and Prometheus Docker MCQs 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 Single Container Static App on Google Kubernetes Engine Automating Deployment of Single Container Static App on Google Kubernetes Engine with Docker & Travis CI Deploying Multi-Container App on Minikube and GKE 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 Course Overview 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 Java Essentials Training Models Decision Trees Ensemble Learning and XGBoost End-to-End Project- Self contained Graph Processing With Spark Dimensionality Reduction SQL Tutorial Project - Forecast Bike Rentals 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 Project - Noise removal from images Project - Building Spam Classifier Project - Predicting Titanic Passenger Survival using Machine Learning and Python Hive 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 - 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 - 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 Introduction to Artificial Intelligence, Machine Learning and Deep Learning References Project - Hive - Visualization Project - Hive - NYSE Building Realtime Analytics Dashboard using Apache Spark Introduction to AI and Machine Learning Machine Learning Process Analytics and Data Sciences The underpinnings of ML Challenges in Machine Learning Project Unsupervised Machine Learning Generalized AI and Real Life Large Projects Design & Constructs Big Data Introduction Apache ZooKeeper MapReduce Programming Pig & Pig Latin Hive NoSQL HBase Sqoop Flume Oozie Scala Apache Spark Basics Writing Spark Applications DataFrames, Spark SQL, R Machine Learning With Spark Yarn MapReduce Basics HDFS 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 Project - Hive - Visualization with Tableau Project - Hive - NYSE Project- Iris Flowers Classification using Deep Learning & Keras Introduction to ML Project - Building Cat vs Non-Cat Image Classifier using NumPy and ANN Artificial Neural Networks - MCQs Natural Language Processing - MCQs Reinforcement Learning - MCQs Project - Credit Card Fraud Detection using Machine Learning Project- How to Host an Image Classification App on Heroku Project - Building a CNN Classifier using TensorFlow 2 for MNIST Fashion Dataset Project- Predicting Noisy Images using KNN Classifier Project- Find the Celebrity who Looks like You using Computer Vision Project - Image Classification with Pre-trained InceptionV3 Network Project- How to build low-latency deep-learning-based flask app Natural Language Processing Course Overview Classification Artificial Neural Networks Processing Sequences with RNNs and CNNs Autoencoders and GANs End-to-End Machine Learning Project Session Recordings - Machine Learning and AI Git Version Control (Basic to Advanced) Getting Started with Numpy Getting Started with Pandas ML Prerequisites - Matplotlib End to End Project - Regression (Studio Recorded) End to End Project - Classification (Studio Recorded)

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