Lab Overview Support Vector Machines Training Models Decision Trees Ensemble Learning and XGBoost Dimensionality Reduction Analytics and Data Sciences The underpinnings of ML Challenges in Machine Learning Project Generalized AI and Real Life Large Projects Project - Forecast Bike Rentals Design & Constructs Big Data Introduction Apache ZooKeeper Apache Spark Basics DataFrames, Spark SQL, R Machine Learning With Spark Java Essentials Spark Project - Log Parsing Graph Processing With Spark Git Version Control (Advanced Git Topics) Getting Started with Git Docker Container Ansible Terraform Monitoring tools - Graffana and Prometheus Introduction to ML 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 Natural Language Processing - MCQs Reinforcement Learning Reinforcement Learning - MCQs 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 - Autoencoders for MNIST Fashion Project - Image Classification with Pre-trained Keras models Project - Mask R-CNN with OpenCV for Object Detection Project - How to Deploy an Image Classification Model using Flask Natural Language Processing Course Overview Classification Artificial Neural Networks Processing Sequences with RNNs and CNNs Autoencoders and GANs Session Recordings - Machine Learning and AI Git Version Control (Basic to Advanced) ML Prerequisites - Matplotlib End to End Project - Classification (Studio Recorded)

Python a Programming Language Python Interview Questions Basic Statistics for Data Science