Approaching (Almost) Any Machine Learning Problem

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Author :
Publisher : Abhishek Thakur
ISBN 13 : 8269211508
Total Pages : 300 pages
Book Rating : 4.04/5 ( download)

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Book Synopsis Approaching (Almost) Any Machine Learning Problem by : Abhishek Thakur

Download or read book Approaching (Almost) Any Machine Learning Problem written by Abhishek Thakur and published by Abhishek Thakur. This book was released on 2020-07-04 with total page 300 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is not a traditional book. The book has a lot of code. If you don't like the code first approach do not buy this book. Making code available on Github is not an option. This book is for people who have some theoretical knowledge of machine learning and deep learning and want to dive into applied machine learning. The book doesn't explain the algorithms but is more oriented towards how and what should you use to solve machine learning and deep learning problems. The book is not for you if you are looking for pure basics. The book is for you if you are looking for guidance on approaching machine learning problems. The book is best enjoyed with a cup of coffee and a laptop/workstation where you can code along. Table of contents: - Setting up your working environment - Supervised vs unsupervised learning - Cross-validation - Evaluation metrics - Arranging machine learning projects - Approaching categorical variables - Feature engineering - Feature selection - Hyperparameter optimization - Approaching image classification & segmentation - Approaching text classification/regression - Approaching ensembling and stacking - Approaching reproducible code & model serving There are no sub-headings. Important terms are written in bold. I will be answering all your queries related to the book and will be making YouTube tutorials to cover what has not been discussed in the book. To ask questions/doubts, visit this link: https://bit.ly/aamlquestions And Subscribe to my youtube channel: https://bit.ly/abhitubesub

How to Solve Almost Any Problem

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Publisher : Pearson UK
ISBN 13 : 0273770888
Total Pages : 289 pages
Book Rating : 4.86/5 ( download)

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Book Synopsis How to Solve Almost Any Problem by : Alan Barker

Download or read book How to Solve Almost Any Problem written by Alan Barker and published by Pearson UK. This book was released on 2013-02-06 with total page 289 pages. Available in PDF, EPUB and Kindle. Book excerpt: Problems block and slow down your progress; here’s how to overcome them–simply, efficiently and effectively. This book offers straightforward, empowering science-based solutions to problems, big and small, at work or in life. It takes a never before seen approach to problem solving, powerfully combining lessons from cognitive science, established problem-solving theory and vast practical experience. It includes a radical new approach to analysing problems: The Problem Matrix. This will transform your approach to problems, challenge your thinking and help you develop new, positive, solution-focussed mindsets for the long-term.

How to Solve Almost Any Problem

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Author :
Publisher : Pearson UK
ISBN 13 : 0273770896
Total Pages : 215 pages
Book Rating : 4.93/5 ( download)

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Book Synopsis How to Solve Almost Any Problem by : Alan Barker

Download or read book How to Solve Almost Any Problem written by Alan Barker and published by Pearson UK. This book was released on 2012-12-14 with total page 215 pages. Available in PDF, EPUB and Kindle. Book excerpt: Problems block and slow down your progress; here’s how to overcome them–simply, efficiently and effectively. This book offers straightforward, empowering science-based solutions to problems, big and small, at work or in life. It takes a never before seen approach to problem solving, powerfully combining lessons from cognitive science, established problem-solving theory and vast practical experience. It includes a radical new approach to analysing problems: The Problem Matrix. This will transform your approach to problems, challenge your thinking and help you develop new, positive, solution-focussed mindsets for the long-term.

How to Survive Almost Anything

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Publisher : Scholastic Incorporated
ISBN 13 : 9780439579001
Total Pages : 84 pages
Book Rating : 4.07/5 ( download)

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Book Synopsis How to Survive Almost Anything by : Brooks Whitney

Download or read book How to Survive Almost Anything written by Brooks Whitney and published by Scholastic Incorporated. This book was released on 2004 with total page 84 pages. Available in PDF, EPUB and Kindle. Book excerpt: Practical advice on surviving difficult situations, from poison and thunderstorms to bullies and mean dogs.

Bulletproof Problem Solving

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Publisher : John Wiley & Sons
ISBN 13 : 1119553032
Total Pages : 352 pages
Book Rating : 4.38/5 ( download)

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Book Synopsis Bulletproof Problem Solving by : Charles Conn

Download or read book Bulletproof Problem Solving written by Charles Conn and published by John Wiley & Sons. This book was released on 2019-03-04 with total page 352 pages. Available in PDF, EPUB and Kindle. Book excerpt: Complex problem solving is the core skill for 21st Century Teams Complex problem solving is at the very top of the list of essential skills for career progression in the modern world. But how problem solving is taught in our schools, universities, businesses and organizations comes up short. In Bulletproof Problem Solving: The One Skill That Changes Everything you’ll learn the seven-step systematic approach to creative problem solving developed in top consulting firms that will work in any field or industry, turning you into a highly sought-after bulletproof problem solver who can tackle challenges that others balk at. The problem-solving technique outlined in this book is based on a highly visual, logic-tree method that can be applied to everything from everyday decisions to strategic issues in business to global social challenges. The authors, with decades of experience at McKinsey and Company, provide 30 detailed, real-world examples, so you can see exactly how the technique works in action. With this bulletproof approach to defining, unpacking, understanding, and ultimately solving problems, you’ll have a personal superpower for developing compelling solutions in your workplace. Discover the time-tested 7-step technique to problem solving that top consulting professionals employ Learn how a simple visual system can help you break down and understand the component parts of even the most complex problems Build team brainstorming techniques that fight cognitive bias, streamline workplanning, and speed solutions Know when and how to employ modern analytic tools and techniques from machine learning to game theory Learn how to structure and communicate your findings to convince audiences and compel action The secrets revealed in Bulletproof Problem Solving will transform the way you approach problems and take you to the next level of business and personal success.

People Solve Problems

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Publisher : Old Dutch Group
ISBN 13 : 9781737676119
Total Pages : 254 pages
Book Rating : 4.17/5 ( download)

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Book Synopsis People Solve Problems by : Jamie Flinchbaugh

Download or read book People Solve Problems written by Jamie Flinchbaugh and published by Old Dutch Group. This book was released on 2021-10-26 with total page 254 pages. Available in PDF, EPUB and Kindle. Book excerpt: Every person in every function of every organization is involved in solving problems. They show up in your email inbox, in meetings, in your own work. They are strategic and tactical, mundane and breakthrough, easy and difficult. Most organizations want to, and need to, improve their people's problem-solving efforts, and so they offer them tools, templates, and training. Yet this is not where the leverage for impact is found. People Solve Problems: The Power of Every Person, Every Day, Every Problem explores the real leverage to improve your problem solving. In the first section of the book, we explore the problem with problem solving, including both the value and limits of tools and templates. We also explore the marriage of problem solving and standards. Building on that start, People Solve Problems is built on four primary domains. After setting up the challenge, we start by exploring People-Centered Capabilities. These capabilities are tool agnostic, equally applicable to any chosen problem-solving method or no method at all. This includes a wide range of capabilities from creating problem statements to integrating intuition into problem solving. Next, we cover Problem-Solving Culture. These chapters outline the culture needed in the organization or the personal behaviors you must master to be successful in problem solving. The behaviors explored range from deliberately learning through problem solving to building transparency, vulnerability, and trust. In the third section, we dive into Success through Coaching. Problem solving is unlike other practices, training is incredibly insufficient, and coaching is the major driver of success. This section addresses the why, who, when, where, and of course the important how of coaching. Finally, we explore the Role of the Leader, whether the CEO or a team leader, in building an environment where problem solving can thrive. The leader must be the architect of their problem-solving systems, a shaper of culture, and a framer of problems. Problem-solving effectiveness is critical to success for both the problems you already know about and those you have not yet experienced. People Solve Problems will you help you, and those you lead, to be more effective now and in the future.

Learn to Code by Solving Problems

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Publisher : No Starch Press
ISBN 13 : 1718501331
Total Pages : 392 pages
Book Rating : 4.31/5 ( download)

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Book Synopsis Learn to Code by Solving Problems by : Daniel Zingaro

Download or read book Learn to Code by Solving Problems written by Daniel Zingaro and published by No Starch Press. This book was released on 2021-06-29 with total page 392 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.

An Elegant Puzzle

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Publisher : Stripe Press
ISBN 13 : 1953953336
Total Pages : 281 pages
Book Rating : 4.39/5 ( download)

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Book Synopsis An Elegant Puzzle by : Will Larson

Download or read book An Elegant Puzzle written by Will Larson and published by Stripe Press. This book was released on 2019-05-20 with total page 281 pages. Available in PDF, EPUB and Kindle. Book excerpt: A human-centric guide to solving complex problems in engineering management, from sizing teams to handling technical debt. There’s a saying that people don’t leave companies, they leave managers. Management is a key part of any organization, yet the discipline is often self-taught and unstructured. Getting to the good solutions for complex management challenges can make the difference between fulfillment and frustration for teams—and, ultimately, between the success and failure of companies. Will Larson’s An Elegant Puzzle focuses on the particular challenges of engineering management—from sizing teams to handling technical debt to performing succession planning—and provides a path to the good solutions. Drawing from his experience at Digg, Uber, and Stripe, Larson has developed a thoughtful approach to engineering management for leaders of all levels at companies of all sizes. An Elegant Puzzle balances structured principles and human-centric thinking to help any leader create more effective and rewarding organizations for engineers to thrive in.

Grokking Artificial Intelligence Algorithms

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Publisher : Manning Publications
ISBN 13 : 161729618X
Total Pages : 390 pages
Book Rating : 4.85/5 ( download)

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Book Synopsis Grokking Artificial Intelligence Algorithms by : Rishal Hurbans

Download or read book Grokking Artificial Intelligence Algorithms written by Rishal Hurbans and published by Manning Publications. This book was released on 2020-09-01 with total page 390 pages. Available in PDF, EPUB and Kindle. Book excerpt: Grokking Artificial Intelligence Algorithms is a fully-illustrated and interactive tutorial guide to the different approaches and algorithms that underpin AI. Written in simple language and with lots of visual references and hands-on examples, you’ll learn the concepts, terminology, and theory you need to effectively incorporate AI algorithms into your applications. Summary Grokking Artificial Intelligence Algorithms is a fully-illustrated and interactive tutorial guide to the different approaches and algorithms that underpin AI. Written in simple language and with lots of visual references and hands-on examples, you’ll learn the concepts, terminology, and theory you need to effectively incorporate AI algorithms into your applications. And to make sure you truly grok as you go, you’ll use each algorithm in practice with creative coding exercises—including building a maze puzzle game, performing diamond data analysis, and even exploring drone material optimization. Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications. About the technology Artificial intelligence touches every part of our lives. It powers our shopping and TV recommendations; it informs our medical diagnoses. Embracing this new world means mastering the core algorithms at the heart of AI. About the book Grokking Artificial Intelligence Algorithms uses illustrations, exercises, and jargon-free explanations to teach fundamental AI concepts. All you need is the algebra you remember from high school math class. Explore coding challenges like detect­ing bank fraud, creating artistic masterpieces, and setting a self-driving car in motion. What's inside Use cases for different AI algorithms Intelligent search for decision making Biologically inspired algorithms Machine learning and neural networks Reinforcement learning to build a better robot About the reader For software developers with high school–level algebra and calculus skills. About the author Rishal Hurbans is a technologist, startup and AI group founder, and international speaker. Table of Contents 1 Intuition of artificial intelligence 2 Search fundamentals 3 Intelligent search 4 Evolutionary algorithms 5 Advanced evolutionary approaches 6 Swarm intelligence: Ants 7 Swarm intelligence: Particles 8 Machine learning 9 Artificial neural networks 10 Reinforcement learning with Q-learning

Industry Illustrated

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Publisher :
ISBN 13 :
Total Pages : 596 pages
Book Rating : 4.38/5 ( download)

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Book Synopsis Industry Illustrated by :

Download or read book Industry Illustrated written by and published by . This book was released on 1927 with total page 596 pages. Available in PDF, EPUB and Kindle. Book excerpt: