Название: Twisted Python Projects: 12 wacky, useful, tricky, cool, fun things to do (MEAP v2)
Автор: Dan Aldred
Издательство: Manning Publications
Год: 2023
Страниц: 140
Язык: английский
Формат: pdf, epub
Размер: 13.7 MB

You won’t find these Python projects in a programming textbook! Each twisted task teaches you Python GUI skills you’ll use again and again—even for serious things like a job! Are you a Python beginner wondering where to go next? Twisted Python Projects has some wicked answers! You’ll build the kind of projects you’d never find in computer class, and learn important Python development skills as you do. Start with a fart soundboard, create a joke machine, and build a device to Rick-Roll your friends. You’ll quickly move on to advanced projects that will test and evolve your skills, including a pixel art program and a reflex tester. You’ll learn to use functions, loops, variables, lists, and layouts; and master making interactive GUIs. Most important of all, these twisted projects will teach you a very important lesson—coding can be really fun! For Python beginners who know the absolute basics, and experienced Python programmers looking for fun projects to try.

Название: Hacking Cryptography: Write, break, and fix real-world solutions (MEAP v4)
Автор: Kamran Khan, Bill Cox
Издательство: Manning Publications
Год: 2023
Язык: английский
Формат: pdf (true)
Размер: 10.2 MB

Learn how the good guys implement cryptography and how the bad guys exploit it. Theoretically strong cryptography often becomes vulnerable to exploitation as soon as it’s built into real applications and networks. Hacking Cryptography details dozens of practical cryptographic implementations and then breaks down the flaws that adversaries use to exploit them. You’ll learn just what it takes to write cryptographically secure code, build an intuition for spotting potential vulnerabilities, and master techniques to avoid the pitfalls that leave your systems at risk. Everything we do in the digital world is protected by cryptography. It is the final and most reliable defense of our data, and it is often impossible to break in its pure mathematical form. Unfortunately, life is different outside the lab. Implementing cryptography in code and hardware is never perfect, and any crack is an invitation for a would-be attacker’s exploitation.

Название: Grokking Algorithms, Second Edition (MEAP v1)
Автор: Aditya Bhargava
Издательство: Manning Publications
Год: 2023
Страниц: 176
Язык: английский
Формат: pdf (true)
Размер: 10.2 MB

A friendly, fully-illustrated introduction to the most important computer programming algorithms. Grokking Algorithms, Second Edition makes it easy to learn. You’ll never be bored—complex concepts are all explained through fun cartoons and memorable examples that make them stick. You'll start with tasks like sorting and searching, then build your skills to tackle more advanced problems like data compression and artificial intelligence. This revised second edition contains brand new coverage of trees, including binary search trees, balanced trees, B-trees and more. You’ll also discover fresh insights on data structure performance that takes account of modern CPUs. Plus, the book’s fully annotated code samples have been updated to Python 3. By the time you reach the last page, you’ll have mastered the most widely applicable algorithms, know when and how to use them, and be fully prepared when you’re asked about them on your next job interview. Suitable for self-taught programmers, engineers, job seekers, or anyone who wants to brush up on algorithms.

Название: Прикладная линейная алгебра для исследователей данных: От ключевых концепций до приложений с использованием Python
Автор: Maйк Икc Koэн
Издательство: ДМК Пресс
Год: 2023
Страниц: 329
Язык: русский
Формат: pdf
Размер: 14.0 MB

Линейная алгебра, предметом которой являются матрицы и операции на них, составляет математическую основу почти всех алгоритмов и методов анализа, реализованных в компьютерах. Но в учебниках десятилетней давности она преподносится без учета того, как профессионалы применяют линейную алгебру сегодня для решения реальных задач. В книге рассказывается о ключевых концепциях линейной алгебры, реализованных на Python, и о том, как их использовать в науке о данных, машинном и глубоком обучении и вычислительном моделировании. Вооружившись этими знаниями, вы сможете понять, как внедрять и адаптировать под свои задачи целый ряд современных методов анализа и алгоритмов. Данная книга посвящена линейно-алгебраическим приложениям в рабочем коде. Я написал эту книгу, ориентируясь на Python, потому что Python в настоящее время является наиболее широко используемым языком в науке о данных, машинном обучении и смежных областях. Если вы предпочитаете другие языки, такие как MATLAB, R, C или Julia, то я надеюсь, что вам будет легко переложить рабочий код Python на эти языки. Я постарался сделать код Python как можно проще, оставляя его при этом релевантным для приложений.

Название: High-Order Models in Semantic Image Segmentation
Автор: Ismail Ben Ayed
Издательство: Academic Press/Elsevier
Год: 2023
Страниц: 250
Язык: английский
Формат: epub (true)
Размер: 10.1 MB

High-Order Models in Semantic Image Segmentation reviews recent developments in optimization-based methods for image segmentation, presenting several geometric and mathematical models that underlie a broad class of recent segmentation techniques. Focusing on impactful algorithms in the Computer Vision community in the last 10 years, the book includes sections on graph-theoretic and continuous relaxation techniques, which can compute globally optimal solutions for many problems. The book provides a practical and accessible introduction to these state-of-the-art segmentation techniques that is ideal for academics, industry researchers, and graduate students in Computer Vision, Machine Learning and medical imaging.

Название: A Beginner's Guide to Introduce Artificial Intelligence in Teaching and Learning
Автор: Muralidhar Kurni, Mujeeb Shaik Mohammed, Srinivasa K.G.
Издательство: Springer
Год: 2023
Страниц: 236
Язык: английский
Формат: pdf (true), epub
Размер: 12.2 MB

This book reimagines education in today’s Artificial Intelligence (AI) world and the Fourth Industrial Revolution. Artificial intelligence will drastically affect every industry and sector, and education is no exception. This book aims at how AI may impact the teaching and learning process in education. This book is designed to demystify AI for teachers and learners. This book will help improve education and support institutions in the phenomena of the emergence of AI in teaching and learning. This book presents a comprehensive study of how AI improves teaching and learning, from AI-based learning platforms to AI-assisted proctored examinations. What Is Artificial Intelligence? Artificial Intelligence, or AI, is the study of using data in large quantities to program intelligent machines. Incorporating previous knowledge and experience, these systems can mimic human performance. It improves how quickly, accurately, and successfully humans can complete tasks. In order to create autonomous devices, AI researchers and developers employ elaborate algorithms and techniques. The foundations of AI are the techniques of Machine Learning and Deep Learning.

Название: README. Суровые реалии разработчиков
Автор: Крис Риккомини, Дмитрий Рябой
Издательство: Питер
Год: 2023
Страниц: 304
Язык: русский
Формат: pdf
Размер: 10.6 MB

Начинающим программистам требуется нечто большее, чем навыки программирования. Столкнувшись с реальной работой, вы моментально понимаете, что самым нужным вещам, имеющим критическое значение для карьеры, не обучают ни в университетах, ни на курсах. Книга «Readme. Суровые реалии разработчиков» призвана восполнить этот пробел. Познакомьтесь с важнейшими практиками инжиниринга, которым обучают разработчиков в ведущих компаниях. В издании описаны современные методы создания, тестирования и эксплуатации программного обеспечения, а также нормы поведения и подходы, повышающие эффективность командной работы. Мы дадим вам практические советы о том, как получать помощь, писать проектную документацию, работать со старым кодом, поддерживать связь во время дежурств, планировать свою нагрузку и взаимодействовать с руководством и остальной командой. Темы достаточно сложные, поэтому в конце каждой главы вы найдете раздел «Повышение уровня» с рекомендуемыми источниками для получения дополнительной информации.

Название: Neural Networks and Deep Learning: A Textbook, 2nd Edition
Автор: Charu C. Aggarwal
Издательство: Springer
Год: 2023
Страниц: 541
Язык: английский
Формат: pdf (true), epub
Размер: 46.8 MB

Neural networks were developed to simulate the human nervous system for Machine Learning tasks by treating the computational units in a learning model in a manner similar to human neurons. Neural networks were developed soon after the advent of computers in the fifties and sixties. Rosenblatt’s perceptron algorithm was seen as a fundamental cornerstone of neural networks, which caused an initial period of euphoria — it was soon followed by disappointment as the initial successes were somewhat limited. Eventually, at the turn of the century, greater data availability and increasing computational power lead to increased successes of neural networks, and this area was reborn under the new label of “Deep Learning.” Although we are still far from the day that Artificial Intelligence (AI) is close to human performance, there are specific domains like image recognition, self-driving cars, and game playing, where AI has matched or exceeded human performance. It is also hard to predict what AI might be able to do in the future. For example, few computer vision experts would have thought two decades ago that any automated system could ever perform an intuitive task like categorizing an image more accurately than a human.

Название: Amazon Stock Price: Visualization, Forecasting, and Prediction Using Machine Learning with Python GUI, Second Edition
Автор: Vivian Siahaan, Rismon Hasiholan Sianipar
Издательство: Balige Publishing
Год: 2023
Страниц: 355
Язык: английский
Формат: epub
Размер: 21.0 MB

The Machine Learning models used predict Amazon stock daily returns as target variable are K-Nearest Neighbor classifier, Random Forest classifier, Naive Bayes classifier, Logistic Regression classifier, Decision Tree classifier, Support Vector Machine classifier, LGBM classifier, Gradient Boosting classifier, XGB classifier, MLP classifier, and Extra Trees classifier. Finally, you will develop GUI to plot boundary decision, distribution of features, feature importance, predicted values versus true values, confusion matrix, learning curve, performance of the model, and scalability of the model.

Название: Anatomy of Deep Learning Principles: Writing a Deep Learning Library from Scratch
Автор: Hongwei Dong
Издательство: Independently published
Год: 2023
Страниц: 664
Язык: английский
Формат: epub
Размер: 22.1 MB

This book introduces the basic principles and implementation process of Deep Learning in a simple way, and uses Python's Numpy library to build its own Deep Learning library from scratch instead of using existing Deep Learning libraries. On the basis of introducing basic knowledge of Python programming, calculus, and probability statistics, the core basic knowledge of Deep Learning such as regression model, neural network, convolutional neural network, recurrent neural network, and generative network is introduced in sequence according to the development of Deep Learning. While analyzing the principle in a simple way, it provides a detailed code implementation process. It is like not teaching you how to use weapons and mobile phones, but teaching you how to make weapons and mobile phones by yourself. This book is not a tutorial on the use of existing Deep Learning libraries, but an analysis of how to develop Deep Learning libraries from 0. This method of combining the principle from 0 with code implementation can enable readers to better understand the basic principles of Deep Learning and the design ideas of popular Deep Learning libraries.