This book is about making machine learning models and their decisions interpretable. After exploring the concepts of interpretability, you will learn about simple, interpretable models such as decision trees, decision rules and linear regression. Later chapters focus on general model-agnostic methods for interpreting black box models like feature i...
This book is aimed at computer science undergraduates late in sophomore or early in junior year, supplying a comprehensive background in qualitative and quantitative data analysis, probability, random variables, and statistical methods, including machine learning.With careful treatment of topics that fill the curricular needs for the course, Probab...
Mobile devices such as smartphones and tablets are set to become the main computers that virtually all people will own and carry with them at all times. And yet,mobile devices are not yet used for all computing tasks. A project at Microsoft Research was created to answer a simple question: "It is possible to create interesting apps directly on...
There is wide agreement on the need to change the prevalent agricultural models, given their negative impacts and their incompatibility with current societal issues. Agroecological transition has been promoted as a potential solution to the ecological, social and economic problems generated by these models. It however involves a systemic, multi-sca...
When considering "the Internet of Things," it's easy to miss the bigger pattern: we are no longer just building software for individual devices, but creating networks of intelligence and action that make it possible to completely rethink how we organize work, play, and society itself. This report provides the complete text of Tim O&#...
Every day in Mumbai 5,000 dabbawalas (literally translated as "those who carry boxes") distribute a staggering 200,000 home-cooked lunchboxes to the city's workers and students. Giving employment and status to thousands of largely illiterate villagers from Mumbai's hinterland, this co-operative has been in operation since the la...
Take pictures and shoot video with your Raspberry Pi. Connecting a High Quality Camera or Camera Module turns your favourite credit-card-sized computer into a powerful digital camera. Learn how to set up and control the camera to capture stills and video footage. Discover the numerous modes and effects available, and use the camera in a variety of ...
Even if you are an absolute beginner, this book will teach you all you need to know to write simple programs in C and start creating GUIs.
The first half of the book is an introduction to C, and covers the basics of writing simple command-line programs. The second half shows how to use the GTK user interface toolkit with C to create feature-rich...
The CSS Notes for Professionals book is compiled from Stack Overflow Documentation, the content is written by the beautiful people at Stack Overflow....
Dive in to Windows 10 with award-winning journalist and Windows Expert Ed Bott in this highly curated free eBook covering the top apps, accessories, and utilities included in the box with Windows 10.
The sheer volume of Windows programs and accessories says a lot about the power and complexity of Windows - a fact that every IT pro knows from fir...
Force.com Succinctly offers developers and business users easy access to the many benefits of this popular platform. Now anyone can build powerful enterprise apps without writing lots of code, and author Ed Freitas guides readers through the Force.com fundamentals. Developers from backgrounds such as SQL Server, .NET, and JavaScript will see quickl...
Thread-safe, reliable, and lightning-fast, Rust has been the most loved programming language on Stack Overflow for four years and counting! This open source systems language gets its amazing speed in large part from its memory safety - and without resource-greedy garbage collection. Offering freedom from a runtime requirement, a rich type system, a...
Matplotlib is a plotting library for Python. It provides object-oriented APIs for embedding plots into applications. It is similar to MATLAB in capacity and syntax.
It is an unofficial and free Python Matplotlib book created for educational purposes. All the content is extracted from Stack Overflow Documentation, which is written by many hardwor...
This project-based eBook will introduce you to Cascading Style Sheets (CSS), a stylesheet language used to control the presentation of websites, by building a personal website using our demonstration site as a model. Though our demonstration site features Sammy the Shark, you can switch out Sammy's information with your own if you wish to pers...
CSS, a shorthand for Cascading Style Sheets, is one of the main building blocks of the Web. Its history goes back to the 90's and along with HTML it has changed a lot since its humble beginnings.
This handbook is aimed at a vast audience.
- First, the beginner. I explain CSS from zero in a succinct but comprehensive way, so you can use thi...
Add buttons, boxes, pictures and colours and more to your Python programs using the guizero library, which is quick, accessible, and understandable for all.
This 156-page book is suitable for everyone, from beginners to experienced Python programmers who want to explore graphical user interfaces (GUIs).
There are ten fun projects for you to c...
When you've graduated from breadboards and jumper wires it's time to tackle electronics the way the pros do it: by making your own PCBs! We'll take you from beginner to slightly more experienced beginner, with a guide to designing, debugging and manufacturing your own custom electronic creation.
- Learn the secrets of the guitaris...
As children we were told not to play with our food. As adults, we can do whatever the heck we like. Join us this month to celebrate the joy of messing around with food, whether that's grilling cheese, making coffee, or automating the construction of tacos.
- Find things to make and do with polystyrene
- Drool over a 3D printed chocolate Je...
You might think that the next big leap in 3D printing would come in the form of a pristine white box from a high-end manufacturing facility. You'd be wrong. The hot new thing in 3D printing is an open source machine you can put together yourself in your kitchen. Come with us, and find out why your next printer should be a Voron.
- Grow food...
Bodging electrical components together on a breadboard is all very well, but when it comes to making a circuit permanent, you have to learn to solder. We've rounded up the best wizarding wands to give you this magical maker power.
- Vandalism done properly
- A robot that can climb stairs
- Air-powered rocketry
- Use a laser cutter to mak...
Discover the true potential of Raspberry Pi with the new, official Handbook 2023. With over 200 pages of amazing projects, fun tutorials, practical guides, and clear reviews, it has everything you need to master Raspberry Pi!
Inside The Official Raspberry Pi Handbook 2023
- QuickStart guide to setting up your Raspberry Pi computer
- Make stuff...
Freshly updated for GTK3, the 2nd edition of An Introduction to C & GUI Programming will teach you all you need to know to write simple programs in C and start creating GUIs, even if you're an absolute beginner.
The first half of the book is an introduction to C, and covers the basics of writing simple command-line programs. The second ...
This book examines the much-debated question of how to unleash the potential of young people with promising intellectual abilities and motivation. It looks at the increasingly important topic of excellence in education, and the shift in focus towards the provision of programs to support talented students in higher education. It provides a systemati...
This book covers all facets of entity-oriented search—where "search" can be interpreted in the broadest sense of information access—from a unified point of view, and provides a coherent and comprehensive overview of the state of the art. It represents the first synthesis of research in this broad and rapidly developing area. Selected ...
This book opens up the black box of mediation in collective conflicts through the analyses and comparisons of various systems. Mediation and related third party interventions such as conciliation and facilitation are discussed as effective prevention and regulation tools for different types of collective labor conflicts. These interventions fit in...
This book constitutes the proceedings of the 21st International Conference on Fundamental Approaches to Software Engineering, FASE 2018, which took place in Thessaloniki, Greece in April 2018, held as Part of the European Joint Conferences on Theory and Practice of Software, ETAPS 2018.The 19 papers presented in this volume were carefully reviewed ...
The number of Android devices running on Intel processors has increased since Intel and Google announced, in late 2011, that they would be working together to optimize future versions of Android for Intel Atom processors. Today, Intel processors can be found in Android smartphones and tablets made by some of the top manufacturers of Android devices...
This book demystifies the models we use to simulate present and future climates, allowing readers to better understand how to use climate model results. In order to predict the future trajectory of the Earth's climate, climate-system simulation models are necessary. When and how do we trust climate model predictions? The book offers a framewor...
S-BPM stands for "subject-oriented business process management" and focuses on subjects that represent the entities (people, programs etc.) that are actively engaged in processes. S-BPM has become one of the most widely discussed approaches for process professionals. Its potential particularly lies in the integration of advanced informati...
This book gives a complete and comprehensive introduction to the fields of medical imaging systems, as designed for a broad range of applications. The authors of the book first explain the foundations of system theory and image processing, before highlighting several modalities in a dedicated chapter. The initial focus is on modalities that are clo...
This book discusses biogeochemical processes relevant to carbon and aims to provide readers, graduate students and researchers, with insight into the functioning of marine ecosystems. A carbon centric approach has been adopted, but other elements are included where relevant or needed. The book focuses on concepts and quantitative understanding of p...
GUI Design for Android Apps is the perfect - and concise - introduction for mobile app developers and designers. Through easy-to-follow tutorials, code samples, and case studies, the book shows the must-know principles for user-interface design for Android apps running on the Intel platform, including smartphones, tablets and embedded devices.
T...