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Competitive Programming 4 Book 1

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Competitive Programming 4 Book 1

Competitive Programming 4   Book 1 Book
Author : Steven Halim,Felix Halim,Suhendry Effendy
Publisher : Unknown
Release : 2018-12-03
ISBN : 9781716745522
File Size : 55,8 Mb
Language : En, Es, Fr and De

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Competitive Programming 4 Book 1 Book PDF/Epub Download

This Competitive Programming book, 4th edition (CP4) is a must have for every competitive programmer. Mastering the contents of this book is a necessary (but admittedly not sufficient) condition if one wishes to take a leap forward from being just another ordinary coder to being among one of the world's finest competitive programmers. Typical readers of Book 1 (only) of CP4 would include: (1). Secondary or High School Students who are competing in the annual International Olympiad in Informatics (IOI) (including the National or Provincial Olympiads) as Book 1 covers most of the current IOI Syllabus, (2). Casual University students who are using this book as supplementary material for typical Data Structures and Algorithms courses, (3). Anyone who wants to prepare for typical fundamental data structure/algorithm part of a job interview at top IT companies. Typical readers of both Book 1 + Book 2 of CP4 would include: (1). University students who are competing in the annual International Collegiate Programming Contest (ICPC) Regional Contests (including the World Finals) as Book 2 covers much more Computer Science topics that have appeared in the ICPCs, (2). Teachers or Coaches who are looking for comprehensive training materials, (3). Anyone who loves solving problems through computer programs. There are numerous programming contests for those who are no longer eligible for ICPC, including Google CodeJam, Facebook Hacker Cup, TopCoder Open, CodeForces contest, Internet Problem Solving Contest (IPSC), etc.

Competitive Programming 4 Book 2

Competitive Programming 4   Book 2 Book
Author : Steven Halim,Felix Halim,Suhendry Effendy
Publisher : Unknown
Release : 2020-07-18
ISBN : 9781716745515
File Size : 20,7 Mb
Language : En, Es, Fr and De

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Competitive Programming 4 Book 2 Book PDF/Epub Download

This Competitive Programming book, 4th edition (CP4) is a must have for every competitive programmer. Mastering the contents of this book is a necessary (but admittedly not sufficient) condition if one wishes to take a leap forward from being just another ordinary coder to being among one of the world's finest competitive programmers. Typical readers of Book 1 (only) of CP4 would include: (1). Secondary or High School Students who are competing in the annual International Olympiad in Informatics (IOI) (including the National or Provincial Olympiads) as Book 1 covers most of the current IOI Syllabus, (2). Casual University students who are using this book as supplementary material for typical Data Structures and Algorithms courses, (3). Anyone who wants to prepare for typical fundamental data structure/algorithm part of a job interview at top IT companies. Typical readers of both Book 1 + Book 2 of CP4 would include: (1). University students who are competing in the annual International Collegiate Programming Contest (ICPC) Regional Contests (including the World Finals) as Book 2 covers much more Computer Science topics that have appeared in the ICPCs, (2). Teachers or Coaches who are looking for comprehensive training materials, (3). Anyone who loves solving problems through computer programs. There are numerous programming contests for those who are no longer eligible for ICPC, including Google CodeJam, Facebook Hacker Cup, TopCoder Open, CodeForces contest, Internet Problem Solving Contest (IPSC), etc.

Guide to Competitive Programming

Guide to Competitive Programming Book
Author : Antti Laaksonen
Publisher : Springer
Release : 2018-01-02
ISBN : 3319725475
File Size : 47,5 Mb
Language : En, Es, Fr and De

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Guide to Competitive Programming Book PDF/Epub Download

This invaluable textbook presents a comprehensive introduction to modern competitive programming. The text highlights how competitive programming has proven to be an excellent way to learn algorithms, by encouraging the design of algorithms that actually work, stimulating the improvement of programming and debugging skills, and reinforcing the type of thinking required to solve problems in a competitive setting. The book contains many “folklore” algorithm design tricks that are known by experienced competitive programmers, yet which have previously only been formally discussed in online forums and blog posts. Topics and features: reviews the features of the C++ programming language, and describes how to create efficient algorithms that can quickly process large data sets; discusses sorting algorithms and binary search, and examines a selection of data structures of the C++ standard library; introduces the algorithm design technique of dynamic programming, and investigates elementary graph algorithms; covers such advanced algorithm design topics as bit-parallelism and amortized analysis, and presents a focus on efficiently processing array range queries; surveys specialized algorithms for trees, and discusses the mathematical topics that are relevant in competitive programming; examines advanced graph techniques, geometric algorithms, and string techniques; describes a selection of more advanced topics, including square root algorithms and dynamic programming optimization. This easy-to-follow guide is an ideal reference for all students wishing to learn algorithms, and practice for programming contests. Knowledge of the basics of programming is assumed, but previous background in algorithm design or programming contests is not necessary. Due to the broad range of topics covered at various levels of difficulty, this book is suitable for both beginners and more experienced readers.

Competitive Programming in Python

Competitive Programming in Python Book
Author : Christoph Dürr,Jill-Jênn Vie
Publisher : Cambridge University Press
Release : 2020-12-17
ISBN : 1108716822
File Size : 44,9 Mb
Language : En, Es, Fr and De

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Competitive Programming in Python Book PDF/Epub Download

All the algorithms, proofs, and implementations in Python you need to know for tech job interviews and coding competitions.

Programming Challenges

Programming Challenges Book
Author : Steven S Skiena,Miguel A. Revilla
Publisher : Springer Science & Business Media
Release : 2006-04-18
ISBN : 038722081X
File Size : 45,9 Mb
Language : En, Es, Fr and De

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Programming Challenges Book PDF/Epub Download

There are many distinct pleasures associated with computer programming. Craftsmanship has its quiet rewards, the satisfaction that comes from building a useful object and making it work. Excitement arrives with the flash of insight that cracks a previously intractable problem. The spiritual quest for elegance can turn the hacker into an artist. There are pleasures in parsimony, in squeezing the last drop of performance out of clever algorithms and tight coding. The games, puzzles, and challenges of problems from international programming competitions are a great way to experience these pleasures while improving your algorithmic and coding skills. This book contains over 100 problems that have appeared in previous programming contests, along with discussions of the theory and ideas necessary to attack them. Instant online grading for all of these problems is available from two WWW robot judging sites. Combining this book with a judge gives an exciting new way to challenge and improve your programming skills. This book can be used for self-study, for teaching innovative courses in algorithms and programming, and in training for international competition. The problems in this book have been selected from over 1,000 programming problems at the Universidad de Valladolid online judge. The judge has ruled on well over one million submissions from 27,000 registered users around the world to date. We have taken only the best of the best, the most fun, exciting, and interesting problems available.

Algorithmic Thinking

Algorithmic Thinking Book
Author : Daniel Zingaro
Publisher : No Starch Press
Release : 2020-12-15
ISBN : 1718500815
File Size : 28,5 Mb
Language : En, Es, Fr and De

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Algorithmic Thinking Book PDF/Epub Download

A hands-on, problem-based introduction to building algorithms and data structures to solve problems with a computer. Algorithmic Thinking will teach you how to solve challenging programming problems and design your own algorithms. Daniel Zingaro, a master teacher, draws his examples from world-class programming competitions like USACO and IOI. You'll learn how to classify problems, choose data structures, and identify appropriate algorithms. You'll also learn how your choice of data structure, whether a hash table, heap, or tree, can affect runtime and speed up your algorithms; and how to adopt powerful strategies like recursion, dynamic programming, and binary search to solve challenging problems. Line-by-line breakdowns of the code will teach you how to use algorithms and data structures like: • The breadth-first search algorithm to find the optimal way to play a board game or find the best way to translate a book • Dijkstra's algorithm to determine how many mice can exit a maze or the number of fastest routes between two locations • The union-find data structure to answer questions about connections in a social network or determine who are friends or enemies • The heap data structure to determine the amount of money given away in a promotion • The hash-table data structure to determine whether snowflakes are unique or identify compound words in a dictionary NOTE: Each problem in this book is available on a programming-judge website. You'll find the site's URL and problem ID in the description. What's better than a free correctness check?

Genetic Programming IV

Genetic Programming IV Book
Author : John R. Koza,Martin A. Keane,Matthew J. Streeter,William Mydlowec,Jessen Yu,Guido Lanza
Publisher : Springer Science & Business Media
Release : 2006-03-04
ISBN : 0387264175
File Size : 54,9 Mb
Language : En, Es, Fr and De

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Genetic Programming IV Book PDF/Epub Download

Genetic Programming IV: Routine Human-Competitive Machine Intelligence presents the application of GP to a wide variety of problems involving automated synthesis of controllers, circuits, antennas, genetic networks, and metabolic pathways. The book describes fifteen instances where GP has created an entity that either infringes or duplicates the functionality of a previously patented 20th-century invention, six instances where it has done the same with respect to post-2000 patented inventions, two instances where GP has created a patentable new invention, and thirteen other human-competitive results. The book additionally establishes: GP now delivers routine human-competitive machine intelligence GP is an automated invention machine GP can create general solutions to problems in the form of parameterized topologies GP has delivered qualitatively more substantial results in synchrony with the relentless iteration of Moore's Law

Competitive Programming

Competitive Programming Book
Author : Steven Halim,Felix Halim
Publisher : Unknown
Release : 2010
ISBN : 0987650XXX
File Size : 46,6 Mb
Language : En, Es, Fr and De

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Competitive Programming Book PDF/Epub Download

Download Competitive Programming book written by Steven Halim,Felix Halim and published by with total hardcover pages 140 . Available in PDF, EPUB, and Kindle, read book directly with any devices anywhere and anytime.

Learn to Code by Solving Problems

Learn to Code by Solving Problems Book
Author : Daniel Zingaro
Publisher : No Starch Press
Release : 2021-06-29
ISBN : 1718501331
File Size : 35,5 Mb
Language : En, Es, Fr and De

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Learn to Code by Solving Problems Book PDF/Epub Download

Learn to Code by Solving Problems is a practical introduction to programming using Python. It uses coding-competition challenges to teach you the mechanics of coding and how to think like a savvy programmer. Computers are capable of solving almost any problem when given the right instructions. That’s where programming comes in. This beginner’s book will have you writing Python programs right away. You’ll solve interesting problems drawn from real coding competitions and build your programming skills as you go. Every chapter presents problems from coding challenge websites, where online judges test your solutions and provide targeted feedback. As you practice using core Python features, functions, and techniques, you’ll develop a clear understanding of data structures, algorithms, and other programming basics. Bonus exercises invite you to explore new concepts on your own, and multiple-choice questions encourage you to think about how each piece of code works. You’ll learn how to: • Run Python code, work with strings, and use variables • Write programs that make decisions • Make code more efficient with while and for loops • Use Python sets, lists, and dictionaries to organize, sort, and search data • Design programs using functions and top-down design • Create complete-search algorithms and use Big O notation to design more efficient code By the end of the book, you’ll not only be proficient in Python, but you’ll also understand how to think through problems and tackle them with code. Programming languages come and go, but this book gives you the lasting foundation you need to start thinking like a programmer.

Programming Interviews Exposed

Programming Interviews Exposed Book
Author : John Mongan,Noah Suojanen Kindler,Eric Giguère
Publisher : John Wiley & Sons
Release : 2011-08-10
ISBN : 1118169387
File Size : 22,8 Mb
Language : En, Es, Fr and De

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Programming Interviews Exposed Book PDF/Epub Download

The pressure is on during the interview process but with the right preparation, you can walk away with your dream job. This classic book uncovers what interviews are really like at America's top software and computer companies and provides you with the tools to succeed in any situation. The authors take you step-by-step through new problems and complex brainteasers they were asked during recent technical interviews. 50 interview scenarios are presented along with in-depth analysis of the possible solutions. The problem-solving process is clearly illustrated so you'll be able to easily apply what you've learned during crunch time. You'll also find expert tips on what questions to ask, how to approach a problem, and how to recover if you become stuck. All of this will help you ace the interview and get the job you want. What you will learn from this book Tips for effectively completing the job application Ways to prepare for the entire programming interview process How to find the kind of programming job that fits you best Strategies for choosing a solution and what your approach says about you How to improve your interviewing skills so that you can respond to any question or situation Techniques for solving knowledge-based problems, logic puzzles, and programming problems Who this book is for This book is for programmers and developers applying for jobs in the software industry or in IT departments of major corporations. Wrox Beginning guides are crafted to make learning programming languages and technologies easier than you think, providing a structured, tutorial format that will guide you through all the techniques involved.

Learn Python 3 the Hard Way

Learn Python 3 the Hard Way Book
Author : Zed A. Shaw
Publisher : Addison-Wesley Professional
Release : 2017-06-26
ISBN : 0134693906
File Size : 51,6 Mb
Language : En, Es, Fr and De

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Learn Python 3 the Hard Way Book PDF/Epub Download

You Will Learn Python 3! Zed Shaw has perfected the world’s best system for learning Python 3. Follow it and you will succeed—just like the millions of beginners Zed has taught to date! You bring the discipline, commitment, and persistence; the author supplies everything else. In Learn Python 3 the Hard Way, you’ll learn Python by working through 52 brilliantly crafted exercises. Read them. Type their code precisely. (No copying and pasting!) Fix your mistakes. Watch the programs run. As you do, you’ll learn how a computer works; what good programs look like; and how to read, write, and think about code. Zed then teaches you even more in 5+ hours of video where he shows you how to break, fix, and debug your code—live, as he’s doing the exercises. Install a complete Python environment Organize and write code Fix and break code Basic mathematics Variables Strings and text Interact with users Work with files Looping and logic Data structures using lists and dictionaries Program design Object-oriented programming Inheritance and composition Modules, classes, and objects Python packaging Automated testing Basic game development Basic web development It’ll be hard at first. But soon, you’ll just get it—and that will feel great! This course will reward you for every minute you put into it. Soon, you’ll know one of the world’s most powerful, popular programming languages. You’ll be a Python programmer. This Book Is Perfect For Total beginners with zero programming experience Junior developers who know one or two languages Returning professionals who haven’t written code in years Seasoned professionals looking for a fast, simple, crash course in Python 3

Binary Tree Problems

Binary Tree Problems Book
Author : Ue Kiao,Srishti Guleria,Aditya Chatterjee
Publisher : Unknown
Release : 2021-05-12
ISBN : 0987650XXX
File Size : 36,9 Mb
Language : En, Es, Fr and De

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Binary Tree Problems Book PDF/Epub Download

This book "Binary Tree Problems" is carefully crafted to present you the knowledge and practice (around the data structure, Binary Tree) needed to ace Coding Interviews and Competitive Coding Contests. The book takes you through the fundamentals of Binary Tree, presents how to implement it in a good and secure way, make you practice key problems, present variants like Threaded Binary Tree, Binary Space Partitioning Tree, Skewed Binary Tree, AVL Tree, Treap and much more. The content covered is deep and is not covered by any other standard book. Each chapter is followed by a brief note of insight which wraps up your though in the correct direction and is a feast for budding Independent Researchers. If you aspire you to a good Software Developer, you should definitely get this book. You will be prepared to apply Binary Tree is designing solutions to key real life problems like designing an Excel sheet or making Game Graphics render fast. Authors: Aditya Chatterjee; Srishti Guleria; Ue Kiao; Contributors (16): Benjamin QoChuk, Hrithik Shrivastava, Parth Maniyar, Priyanshi Sharma, Rohit Topi, Amruta U. Koshe, Ayush Sonare, Akshay Gopani, Rashmitha, Manasvi Singh, Sahil Silare, Vaibhav Gupta, Vishnu S Reddy, Kyatham Srikanth, Rupali Kavale, Yash Aggarwal; The topics covered in this book include: About this book Binary Tree Properties of Binary Tree Implementation of Binary Tree Implementation of Binary Tree with no NULL Intuitive View of a Binary Tree Traversing a Binary Tree (Preorder, Postorder, Inorder) Convert Inorder+Preorder to Binary Tree (+ other combinations) Find height or depth of a binary tree Find Level of each node from root node Diameter of a Binary Tree Finding Diameter of a Tree using DFS Check if a Binary Tree is Balanced by Height Find number of Universal Value subtrees in a Binary Tree Counting subtrees where nodes sum to a specific value Find if a given Binary Tree is a Sub-Tree of another Binary Tree Check if a Binary Tree has duplicate values Find nodes which are at a distance k from root in a Binary Tree Finding nodes at distance K from a given node Find ancestors of a given node in a binary tree Largest Independent Set in Binary Tree Copy a binary tree where each node has a random pointer Serialization and Deserialization of Binary Tree 0-1 Encoding of Binary Tree ZigZag Traversal of Binary Tree Check if 2 Binary Trees are isomorphic Convert Binary Tree to Circular Doubly Linked list Introduction to Skewed Binary Tree Check if Binary Tree is skewed or not Change Binary Tree to Skewed Binary Tree Threaded Binary Tree Operations in Threaded Binary Tree Convert Binary Tree to Threaded Binary Tree Binary Search Tree Converting a Sorted Array to Binary Tree Minimum number of swaps to convert a binary tree to binary search tree Find minimum or maximum element in Binary Search Tree Convert Binary Search Tree to Balanced Binary Search Tree Find k-th smallest element in Binary Search Tree Sum of k smallest elements in Binary Search Tree Different Self Balancing Binary Trees AVL Tree Splay Tree Binary Space Partitioning Tree Binary Heap Treap Some real problems Applications & Concluding Note Published: May 2021 © iq.OpenGenus.org

Data Structure Practice

Data Structure Practice Book
Author : Yonghui Wu,Jiande Wang
Publisher : CRC Press
Release : 2016-02-22
ISBN : 1482215403
File Size : 35,9 Mb
Language : En, Es, Fr and De

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Data Structure Practice Book PDF/Epub Download

Combining knowledge with strategies, Data Structure Practice for Collegiate Programming Contests and Education presents the first comprehensive book on data structure in programming contests. This book is designed for training collegiate programming contest teams in the nuances of data structure and for helping college students in computer-related

Data Structures and Algorithms in Java

Data Structures and Algorithms in Java Book
Author : Michael T. Goodrich,Roberto Tamassia,Michael H. Goldwasser
Publisher : John Wiley & Sons
Release : 2014-01-28
ISBN : 1118771338
File Size : 44,8 Mb
Language : En, Es, Fr and De

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Data Structures and Algorithms in Java Book PDF/Epub Download

The design and analysis of efficient data structures has long been recognized as a key component of the Computer Science curriculum. Goodrich, Tomassia and Goldwasser's approach to this classic topic is based on the object-oriented paradigm as the framework of choice for the design of data structures. For each ADT presented in the text, the authors provide an associated Java interface. Concrete data structures realizing the ADTs are provided as Java classes implementing the interfaces. The Java code implementing fundamental data structures in this book is organized in a single Java package, net.datastructures. This package forms a coherent library of data structures and algorithms in Java specifically designed for educational purposes in a way that is complimentary with the Java Collections Framework.

R for Data Science

R for Data Science Book
Author : Hadley Wickham,Garrett Grolemund
Publisher : "O'Reilly Media, Inc."
Release : 2016-12-12
ISBN : 1491910364
File Size : 23,9 Mb
Language : En, Es, Fr and De

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R for Data Science Book PDF/Epub Download

Learn how to use R to turn raw data into insight, knowledge, and understanding. This book introduces you to R, RStudio, and the tidyverse, a collection of R packages designed to work together to make data science fast, fluent, and fun. Suitable for readers with no previous programming experience, R for Data Science is designed to get you doing data science as quickly as possible. Authors Hadley Wickham and Garrett Grolemund guide you through the steps of importing, wrangling, exploring, and modeling your data and communicating the results. You'll get a complete, big-picture understanding of the data science cycle, along with basic tools you need to manage the details. Each section of the book is paired with exercises to help you practice what you've learned along the way. You'll learn how to: Wrangle—transform your datasets into a form convenient for analysis Program—learn powerful R tools for solving data problems with greater clarity and ease Explore—examine your data, generate hypotheses, and quickly test them Model—provide a low-dimensional summary that captures true "signals" in your dataset Communicate—learn R Markdown for integrating prose, code, and results

7 days with Dynamic Programming

7 days with Dynamic Programming Book
Author : Aditya Chatterjee,Ue Kiao, PhD
Publisher : OpenGenus
Release : 2020-08-24
ISBN : 0987650XXX
File Size : 36,5 Mb
Language : En, Es, Fr and De

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7 days with Dynamic Programming Book PDF/Epub Download

Become Dynamic Programming Master in 7 days Do share your review with us. It will help us help you better. 👌 Dynamic Programming is one of the most important algorithmic domains and is equally challenging. With practice and correct way of thinking, you can master it easily. If a problem takes O(2^N) time to search a solution among possible solutions, Dynamic Programming has the potential to reduce it to O(N) or polynomial time thereby reducing the search space. We will attempt one problem every day in this week and analyze the problem deeply. Our schedule: • Day 1: Introduction + Longest Increasing Subsequence • Day 2: 2D version of Day 1 problems • Day 3: Dynamic Programming on Strings • Day 4: Modified version of Day 3 problems • Day 5: Dynamic Programming for String patterns (Longest Palindromic Substring) • Day 6: Modified version of Day 4 problems • Day 7: 2 conditions on 1 data point On following this routine sincerely, you will get a strong hold on Dynamic Programming and will be able to attempt interview and real-life problems easily. #7daysOfAlgo: a 7-day investment to Algorithmic mastery.

Gentle Introduction to Dependent Types With Idris

Gentle Introduction to Dependent Types With Idris Book
Author : Boro Sitnikovski
Publisher : Unknown
Release : 2018-09-07
ISBN : 9781723139413
File Size : 47,7 Mb
Language : En, Es, Fr and De

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Gentle Introduction to Dependent Types With Idris Book PDF/Epub Download

Dependent types are a powerful concept that allow us to write proof-carrying code. Idris is a programming language that supports dependent types. We will learn about the mathematical foundations, and then write correct software and mathematically prove properties about it.This book aims to be accessible to novices, and no prior experience beyond high school mathematics is needed. Thus, this book is written in a way to be self-contained.The first part of this book serves as an introduction to the theory behind Idris, while the second part is a practical introduction to Idris with examples.

JavaScript for Kids

JavaScript for Kids Book
Author : Nick Morgan
Publisher : No Starch Press
Release : 2014-12-14
ISBN : 1593274084
File Size : 54,8 Mb
Language : En, Es, Fr and De

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JavaScript for Kids Book PDF/Epub Download

JavaScript is the programming language of the Internet, the secret sauce that makes the Web awesome, your favorite sites interactive, and online games fun! JavaScript for Kids is a lighthearted introduction that teaches programming essentials through patient, step-by-step examples paired with funny illustrations. You’ll begin with the basics, like working with strings, arrays, and loops, and then move on to more advanced topics, like building interactivity with jQuery and drawing graphics with Canvas. Along the way, you’ll write games such as Find the Buried Treasure, Hangman, and Snake. You’ll also learn how to: –Create functions to organize and reuse your code –Write and modify HTML to create dynamic web pages –Use the DOM and jQuery to make your web pages react to user input –Use the Canvas element to draw and animate graphics –Program real user-controlled games with collision detection and score keeping With visual examples like bouncing balls, animated bees, and racing cars, you can really see what you’re programming. Each chapter builds on the last, and programming challenges at the end of each chapter will stretch your brain and inspire your own amazing programs. Make something cool with JavaScript today! Ages 10+ (and their parents!)

Advanced Data Structures

Advanced Data Structures Book
Author : Peter Brass
Publisher : Cambridge University Press
Release : 2019-05-16
ISBN : 9781108735513
File Size : 26,7 Mb
Language : En, Es, Fr and De

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Advanced Data Structures Book PDF/Epub Download

Advanced Data Structures presents a comprehensive look at the ideas, analysis, and implementation details of data structures as a specialized topic in applied algorithms. Data structures are how data is stored within a computer, and how one can go about searching for data within. This text examines efficient ways to search and update sets of numbers, intervals, or strings by various data structures, such as search trees, structures for sets of intervals or piece-wise constant functions, orthogonal range search structures, heaps, union-find structures, dynamization and persistence of structures, structures for strings, and hash tables. This is the first volume to show data structures as a crucial algorithmic topic, rather than relegating them as trivial material used to illustrate object-oriented programming methodology, filling a void in the ever-increasing computer science market. Numerous code examples in C and more than 500 references make Advanced Data Structures an indispensable text. topic. Numerous code examples in C and more than 500 references make Advanced Data Structures an indispensable text.

Learning SAS by Example

Learning SAS by Example Book
Author : Ron Cody
Publisher : SAS Institute
Release : 2018-07-03
ISBN : 1635266564
File Size : 21,8 Mb
Language : En, Es, Fr and De

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Learning SAS by Example Book PDF/Epub Download

Learn to program SAS by example! Learning SAS by Example, A Programmer’s Guide, Second Edition, teaches SAS programming from very basic concepts to more advanced topics. Because most programmers prefer examples rather than reference-type syntax, this book uses short examples to explain each topic. The second edition has brought this classic book on SAS programming up to the latest SAS version, with new chapters that cover topics such as PROC SGPLOT and Perl regular expressions. This book belongs on the shelf (or e-book reader) of anyone who programs in SAS, from those with little programming experience who want to learn SAS to intermediate and even advanced SAS programmers who want to learn new techniques or identify new ways to accomplish existing tasks. In an instructive and conversational tone, author Ron Cody clearly explains each programming technique and then illustrates it with one or more real-life examples, followed by a detailed description of how the program works. The text is divided into four major sections: Getting Started, DATA Step Processing, Presenting and Summarizing Your Data, and Advanced Topics. Subjects addressed include Reading data from external sources Learning details of DATA step programming Subsetting and combining SAS data sets Understanding SAS functions and working with arrays Creating reports with PROC REPORT and PROC TABULATE Getting started with the SAS macro language Leveraging PROC SQL Generating high-quality graphics Using advanced features of user-defined formats and informats Restructuring SAS data sets Working with multiple observations per subject Getting started with Perl regular expressions You can test your knowledge and hone your skills by solving the problems at the end of each chapter.

Machine Learning for Algorithmic Trading

Machine Learning for Algorithmic Trading Book
Author : Stefan Jansen
Publisher : Packt Publishing Ltd
Release : 2020-07-31
ISBN : 1839216786
File Size : 37,5 Mb
Language : En, Es, Fr and De

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Machine Learning for Algorithmic Trading Book PDF/Epub Download

Leverage machine learning to design and back-test automated trading strategies for real-world markets using pandas, TA-Lib, scikit-learn, LightGBM, SpaCy, Gensim, TensorFlow 2, Zipline, backtrader, Alphalens, and pyfolio. Key FeaturesDesign, train, and evaluate machine learning algorithms that underpin automated trading strategiesCreate a research and strategy development process to apply predictive modeling to trading decisionsLeverage NLP and deep learning to extract tradeable signals from market and alternative dataBook Description The explosive growth of digital data has boosted the demand for expertise in trading strategies that use machine learning (ML). This revised and expanded second edition enables you to build and evaluate sophisticated supervised, unsupervised, and reinforcement learning models. This book introduces end-to-end machine learning for the trading workflow, from the idea and feature engineering to model optimization, strategy design, and backtesting. It illustrates this by using examples ranging from linear models and tree-based ensembles to deep-learning techniques from cutting edge research. This edition shows how to work with market, fundamental, and alternative data, such as tick data, minute and daily bars, SEC filings, earnings call transcripts, financial news, or satellite images to generate tradeable signals. It illustrates how to engineer financial features or alpha factors that enable an ML model to predict returns from price data for US and international stocks and ETFs. It also shows how to assess the signal content of new features using Alphalens and SHAP values and includes a new appendix with over one hundred alpha factor examples. By the end, you will be proficient in translating ML model predictions into a trading strategy that operates at daily or intraday horizons, and in evaluating its performance. What you will learnLeverage market, fundamental, and alternative text and image dataResearch and evaluate alpha factors using statistics, Alphalens, and SHAP valuesImplement machine learning techniques to solve investment and trading problemsBacktest and evaluate trading strategies based on machine learning using Zipline and BacktraderOptimize portfolio risk and performance analysis using pandas, NumPy, and pyfolioCreate a pairs trading strategy based on cointegration for US equities and ETFsTrain a gradient boosting model to predict intraday returns using AlgoSeek's high-quality trades and quotes dataWho this book is for If you are a data analyst, data scientist, Python developer, investment analyst, or portfolio manager interested in getting hands-on machine learning knowledge for trading, this book is for you. This book is for you if you want to learn how to extract value from a diverse set of data sources using machine learning to design your own systematic trading strategies. Some understanding of Python and machine learning techniques is required.