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TinyML
Deep learning networks are getting smaller. Much smaller. The Google Assistant team can detect words with a model just 14 kilobytes in size—small enough to run on a microcontroller. With this practical book you’ll enter the field of TinyML, where deep learning and embedded systems combine to make astounding things possible with tiny devices. Pete Warden and Daniel Situnayake explain how you can train models small enough to fit into any environment. Ideal for software and hardware developers who want to build embedded systems using machine learning, this guide walks you through creating a series of TinyML projects, step-by-step. No machine learning or microcontroller experience is necessary. Build a speech recognizer, a camera that detects people, and a magic wand that responds to gestures Work with Arduino and ultra-low-power microcontrollers Learn the essentials of ML and how to train your own models Train models to understand audio, image, and accelerometer data Explore TensorFlow Lite for Microcontrollers, Google’s toolkit for TinyML Debug applications and provide safeguards for privacy and security Optimize latency, energy usage, and model and binary size
Data Source Handbook
If you're a developer looking to supplement your own data tools and services, this concise ebook covers the most useful sources of public data available today. You'll find useful information on APIs that offer broad coverage, tie their data to the outside world, and are either accessible online or feature downloadable bulk data. You'll also find code and helpful links. This guide organizes APIs by the subjects they cover—such as websites, people, or places—so you can quickly locate the best resources for augmenting the data you handle in your own service. Categories include: Website tools such as WHOIS, bit.ly, and Compete Services that use email addresses as search terms, including Github Finding information from just a name, with APIs such as WhitePages Services, such as Klout, for locating people with Facebook and Twitter accounts Search APIs, including BOSS and Wikipedia Geographical data sources, including SimpleGeo and U.S. Census Company information APIs, such as CrunchBase and ZoomInfo APIs that list IP addresses, such as MaxMind Services that list books, films, music, and products
John Warden and the Renaissance of American Air Power
Dr. John Andreas Olsen has written an insightful, compelling biography of retired U.S. Air Force colonel John A. Warden III, the brilliant but controversial air warfare theorist and architect of Operation Desert Storm s air campaign. Warden s radical ideas about air power s purposes and applications, promulgated at the expense of his own career, sparked the ongoing revolution in military affairs. Legendary in defense circles, Warden is also the author of "The Air Campaign: Planning for Combat" (republished by Brassey s, Inc. in 1989). Presenting both the positives and negatives of Warden s personality and impact in this objective portrait, Olsen offers a trenchant analysis of his revolutionary ideas and great accomplishments. "
Liberal Education: Analog Dreams in a Digital Age
The essays in this collection contemplate the various intersections and barriers between artificial intelligence along with the values and practices of liberal education. For the proponents of liberal education as a core component of undergraduate education, the study of literature, history, philosophy, and the social sciences, like their objects and their forms of practice, are perceived to be about what is essentially human. In spheres previously thought to be exclusively human domains, modern, digitally-constructed artificial intelligence has profound implications for liberal studies, how they may be practiced, and why they are important. This collection explores the implications of AI an...
The B-52 Stratofortress
Discusses history of the B-52 Stratofortress warplane and its use in the military campaigns in Afghanistan after the September 11, 2001, terrorist attacks.
AI at the Edge
Edge AI is transforming the way computers interact with the real world, allowing IoT devices to make decisions using the 99% of sensor data that was previously discarded due to cost, bandwidth, or power limitations. With techniques like embedded machine learning, developers can capture human intuition and deploy it to any target--from ultra-low power microcontrollers to embedded Linux devices. This practical guide gives engineering professionals, including product managers and technology leaders, an end-to-end framework for solving real-world industrial, commercial, and scientific problems with edge AI. You'll explore every stage of the process, from data collection to model optimization to ...
Automated Data Collection with R
A hands on guide to web scraping and text mining for both beginners and experienced users of R Introduces fundamental concepts of the main architecture of the web and databases and covers HTTP, HTML, XML, JSON, SQL. Provides basic techniques to query web documents and data sets (XPath and regular expressions). An extensive set of exercises are presented to guide the reader through each technique. Explores both supervised and unsupervised techniques as well as advanced techniques such as data scraping and text management. Case studies are featured throughout along with examples for each technique presented. R code and solutions to exercises featured in the book are provided on a supporting website.
Thick Big Data
The social sciences are becoming datafied. The questions once considered the domain of sociologists are now answered by data scientists operating on large datasets and breaking with methodological tradition, for better or worse. The traditional social sciences, such as sociology or anthropology, are under the double threat of becoming marginalized or even irrelevant, both from new methods of research which require more computational skills and from increasing competition from the corporate world which gains an additional advantage based on data access. However, unlike data scientists, sociologists and anthropologists have a long history of doing qualitative research. The more quantified data...
Facebook Nation
This book explores total information awareness empowered by social media. At the FBI Citizens Academy in February 2021, I asked the FBI about the January 6 Capitol riot organized on social media that led to the unprecedented ban of a sitting U.S. President by all major social networks. In March 2021, Facebook CEO Mark Zuckerberg, Google CEO Sundar Pichai, and Twitter CEO Jack Dorsey appeared before Congress to face criticism about their handling of misinformation and online extremism that culminated in the storming of Capitol Hill. With more than three billion monthly active users, Facebook family of apps is by far the world's largest social network. Facebook as a nation is bigger than the t...
