Explore Machine Learning Techniques, Different Predictive Models, and its Applications Ê KEY FEATURESÊÊ _ Extensive coverage of real examples on implementation and working of ML models. _ Includes different strategies used in Machine Learning by leading data scientists. _ Focuses on Machine Learning concepts and their evolution to algorithms. DESCRIPTIONÊ This book covers basic concepts of Machine Learning, various learning paradigms, different architectures and algorithms used in these paradigms. You will learn the power of ML models by exploring different predictive modeling techniques such as Regression, Clustering, and Classification. You will also get hands-on experience on methods and techniques such as Overfitting, Underfitting, Random Forest, Decision Trees, PCA, and Support Vector Machines. In this book real life examples with fully working of Python implementations are discussed in detail. At the end of the book you will learn about the unsupervised learning covering Hierarchical Clustering, K-means Clustering, Dimensionality Reduction, Anomaly detection, Principal Component Analysis.Ê WHAT YOU WILL LEARN _ Learn to perform data engineering and analysis. _ Build prototype ML models and production ML models from scratch. _ Develop strong proficiency in using scikit-learn and Python. _ Get hands-on experience with Random Forest, Logistic Regression, SVM, PCA, and Neural Networks. WHO THIS BOOK IS FORÊÊ This book is meant for beginners who want to gain knowledge about Machine Learning in detail. This book can also be used by Machine Learning users for a quick reference for fundamentals in Machine Learning. Readers should have basic knowledge of Python and Scikit-Learn before reading the book. TABLE OF CONTENTS 1. Introduction to Machine Learning 2. Linear Regression 3. Classification Using Logistic Regression 4. Overfitting and Regularization 5. Feasibility of Learning 6. Support Vector Machine 7. Neural Network 8. Decision Trees 9. Unsupervised Learning 10. Theory of Generalization 11. Bias and Fairness in ML
Design and deploy cross-platform apps with Flutter and Dart KEY FEATURES ● Get familiar with the fundamentals of Flutter, as a development framework, and Dart, as a programming language. ● Learn how to build a single mobile app that runs smoothly on several operating systems. ● A step-by-step guide that will help you build and deploy cross-platform apps with Google's Flutter SDK. DESCRIPTION Flutter and Dart are quickly becoming the go-to tools for building scalable native mobile apps. Whether you're a beginner looking to get started with mobile development or an experienced developer looking to add Flutter and Dart to your toolkit, this book has something for you. In this practical guide, you'll learn everything you need to know to get started with Flutter and Dart and build your cross-platform mobile apps. The book starts with an overview of the Flutter and Dart framework. It then takes you through the basics of app development, and gives you a solid foundation to build upon. The book then focuses on how to design and build user interfaces with Flutter, including how to use widgets, layouts, and themes. It then helps you understand how to manage app state and handle data in Flutter, as well as how to optimize performance and integrate with native code. In addition to the core concepts, the book covers advanced topics to help you build robust and reliable apps. Lastly, it explores real-world case studies and examples of Flutter and Dart apps, providing inspiration and guidance for your projects. By the end of the book, you'll be able to build stunning multi-platform mobile apps with Flutter and Dart. WHAT YOU WILL LEARN ● Learn how to design and build user interfaces with Flutter. ● Discover techniques for managing app state and handling data in Flutter. ● Learn how to use Flutter and Dart for network programming and asynchronous programming. ● Get tips for testing and debugging Flutter and Dart apps. ● Explore best practices for optimizing app performance and integrating with native code. WHO THIS BOOK IS FOR This book is for Mobile app developers, Cross-platform developers, and App developers who want to build and deploy cross-platform apps with Flutter and Dart. TABLE OF CONTENTS 1. Introduction to Flutter 2. Installing the Flutter SDK 3. Introduction to Dart 4. Classes and Functions in Dart 5. Introduction to Widgets 6. Using Common Widgets 7. Building Flutter Application 8. Introduction to Packages 9. Building Layouts 10. Flutter Database Concepts
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