TensorFlow Machine Learning Projects

Implement TensorFlows offerings such as TensorBoard TensorFlow.js TensorFlow Probability and TensorFlow Lite to build smart automation projectsKey FeaturesUse machine learning and deep learning principles to build real-world projectsGet to grips with TensorFlows impressive range of module offeringsImplement projects on GANs reinforcement learning and capsule networkBook DescriptionTensorFlow has transformed the way machine learning is perceived. TensorFlow Machine Learning Projects teaches you how to exploit the benefits―simplicity efficiency and flexibility―of using TensorFlow in various real-world projects. With the help of this book you’ll not only learn how to build advanced projects using different datasets but also be able to tackle common challenges using a range of libraries from the TensorFlow ecosystem.To start with you’ll get to grips with using TensorFlow for machine learning projects; you’ll explore a wide range of projects using TensorForest and TensorBoard for detecting exoplanets TensorFlow.js for sentiment analysis and TensorFlow Lite for digit classification.As you make your way through the book you’ll build projects in various real-world domains incorporating natural language processing (NLP) the Gaussian process autoencoders recommender systems and Bayesian neural networks along with trending areas such as Generative Adversarial Networks (GANs) capsule networks and reinforcement learning. You’ll learn how to use the TensorFlow on Spark API and GPU-accelerated computing with TensorFlow to detect objects followed by how to train and develop a recurrent neural network (RNN) model to generate book scripts.By the end of this book you’ll have gained the required expertise to build full-fledged machine learning projects at work.What you will learnUnderstand the TensorFlow ecosystem using various datasets and techniquesCreate recommendation systems for quality product recommendationsBuild projects using CNNs NLP and Bayesian neural networksPlay Pac-Man using deep reinforcement learningDeploy scalable TensorFlow-based machine learning systemsGenerate your own book script using RNNsWho this book is forTensorFlow Machine Learning Projects is for you if you are a data analyst data scientist machine learning professional or deep learning enthusiast with basic knowledge of TensorFlow. This book is also for you if you want to build end-to-end projects in the machine learning domain using supervised unsupervised and reinforcement learning techniques