A Den Mate For Dylan Indigo

Federated Learning

This book provides a comprehensive and self-contained introduction to federated learning, ranging from the basic knowledge and theories to various key applications. Privacy and incentive issues are the focus of this book. It is timely as federated learning is becoming popular after the release of the General Data Protection Regulation (GDPR). Since federated learning aims to enable a machine model to be collaboratively trained without each party exposing private data to others. This setting adheres to regulatory requirements of data privacy protection such as GDPR. This book contains three main parts. Firstly, it introduces different privacy-preserving methods for protecting a federated learning model against different types of attacks such as data leakage and/or data poisoning. Secondly, the book presents incentive mechanisms which aim to encourage individuals to participate in the federated learning ecosystems. Last but not least, this book also describes how federated learning can be applied in industry and business to address data silo and privacy-preserving problems. The book is intended for readers from both the academia and the industry, who would like to learn about federated learning, practice its implementation, and apply it in their own business. Readers are expected to have some basic understanding of linear algebra, calculus, and neural network. Additionally, domain knowledge in FinTech and marketing would be helpful.”

Wildland Fire in Ecosystems

7 Ways

INCLUDING RECIPES FROM JAMIE'S HIT CHANNEL 4 TV SHOW KEEP COOKING FAMILY FAVOURITES Make everyday meals more exciting with the No. 1 bestselling cookbook, featuring 120 exciting and tasty new recipes _______ Jamie has done his research to find out exactly what we, as a nation, love to eat. He's taken 18 of our favourite ingredients and created 7 new, easy and delicious ways to cook them. We're talking about those meal staples we pick up without thinking - chicken breast, salmon fillet, mince, eggs, potatoes, broccoli, mushrooms, to name but a few. Jamie will share 7 achievable, exciting and tasty ways to cook each of these hero foods, requiring minimal time, effort and a maximum of only 8 ingredients. Jamie's fun, delicious and nutritious recipes include: · Crispy Salmon Tacos · Prosciutto Pork Fillet · Pepper & Chicken Jalfrezi · Mushroom Cannelloni · Beef & Guinness Hotpot · Broccoli & Cheese Pierogi With everything from fakeaways and traybakes to family and freezer favourites, you'll find bags of inspiration to help you mix things up in the kitchen. Discover 7 Ways, the most straight-forward cookbook Jamie has ever written. _______ Readers can't stop cooking from Jamie's brilliant 7 Ways: 'The new 5 Ingredients!' · 'By far the best cook book I have ever bought' 'Might just be the best Jamie book ever' · 'The best book ever' 'One of Jamie's best ideas' · 'The best cook book I've owned' 'Best Jamie book ever' · 'My favourite Jamie Oliver book' _______ 'Easy, achievable and delicious; Oliver has created another fail-safe cookbook for families and those of us who are stretched for time' Daily Telegraph 'This is perfect for anyone stuck in a cookery rut and in need of some inspiration' Daily Mail 'Simple, affordable and delicious food designed for all the family' i 'Cooking dinner just got easier (and tastier) with Jamie's brilliant new book 7 Ways' Mail on Sunday