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Approaching The Possible

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Approaching Almost Any Machine Learning Problem

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Author : Abhishek Thakur
language : en
Publisher: Abhishek Thakur
Release Date : 2020-07-04

Approaching Almost Any Machine Learning Problem written by Abhishek Thakur and has been published by Abhishek Thakur this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-07-04 with Computers categories.

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

Is It Possible To Live This Way

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Author : Luigi Giussani
language : en
Publisher: McGill-Queen's Press - MQUP
Release Date : 2008-07

Is It Possible To Live This Way written by Luigi Giussani and has been published by McGill-Queen's Press - MQUP this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008-07 with Religion categories.

A compilation of Giussani's conversations with young people who have chosen the path of the consecrated life in the Church

Geography Education S Potential And The Capability Approach

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Author : Richard Bustin
language : en
Publisher: Springer
Release Date : 2019-08-10

Geography Education S Potential And The Capability Approach written by Richard Bustin and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-08-10 with Education categories.

This book explores the pivotal role that geography as a school subject plays in helping every young person achieve their educational potential. Expressed as ‘GeoCapabilities’, this concept draws on the the capabilities approach developed by Amartya Sen and Martha Nussbaum applied to curriculum thinking in schools. While traditional subjects have often been deemed irrelevant and outdated in an overcrowded secondary school curriculum, subjects like geography have often been lost or combined with others to fulfil a broad skills agenda. More recent talk of a ‘knowledge led’ curriculum can often lead to the recitation of facts at the expense of developing deeper understanding. This book argues the concept of powerful geographical knowledge, based on the work of Michael Young and David Lambert, invests the subject of geography with its educational potential: this forms the basis of GeoCapabilities. GeoCapabilities focuses on both what is being taught and why, and as such provides a framework of curriculum thinking which will be of interest and value to geography teachers, school leaders with curriculum development responsibilities and all those interested in the capability approach and the moral imperative of education.

Department Of Transportation And Related Agencies Appropriations For 1983

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Author : United States. Congress. House. Committee on Appropriations. Subcommittee on Department of Transportation and Related Agencies Appropriations
language : en
Publisher:
Release Date : 1982

Department Of Transportation And Related Agencies Appropriations For 1983 written by United States. Congress. House. Committee on Appropriations. Subcommittee on Department of Transportation and Related Agencies Appropriations and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1982 with United States categories.

Department Of Transportation And Related Agencies Appropriations For 1982

Department Of Transportation And Related Agencies Appropriations For 1982 written by United States. Congress. House. Committee on Appropriations. Subcommittee on Department of Transportation and Related Agencies Appropriations and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1981 with categories.

International Workshop On Fluid Structure Interaction Theory Numerics And Applications

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Author : Stefan Hartmann
language : en
Publisher: kassel university press GmbH
Release Date : 2009

International Workshop On Fluid Structure Interaction Theory Numerics And Applications written by Stefan Hartmann and has been published by kassel university press GmbH this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009 with categories.

Finding What Works In Health Care

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Author : Institute of Medicine
language : en
Publisher: National Academies Press
Release Date : 2011-06-20

Finding What Works In Health Care written by Institute of Medicine and has been published by National Academies Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011-06-20 with Medical categories.

Healthcare decision makers in search of reliable information that compares health interventions increasingly turn to systematic reviews for the best summary of the evidence. Systematic reviews identify, select, assess, and synthesize the findings of similar but separate studies, and can help clarify what is known and not known about the potential benefits and harms of drugs, devices, and other healthcare services. Systematic reviews can be helpful for clinicians who want to integrate research findings into their daily practices, for patients to make well-informed choices about their own care, for professional medical societies and other organizations that develop clinical practice guidelines. Too often systematic reviews are of uncertain or poor quality. There are no universally accepted standards for developing systematic reviews leading to variability in how conflicts of interest and biases are handled, how evidence is appraised, and the overall scientific rigor of the process. In Finding What Works in Health Care the Institute of Medicine (IOM) recommends 21 standards for developing high-quality systematic reviews of comparative effectiveness research. The standards address the entire systematic review process from the initial steps of formulating the topic and building the review team to producing a detailed final report that synthesizes what the evidence shows and where knowledge gaps remain. Finding What Works in Health Care also proposes a framework for improving the quality of the science underpinning systematic reviews. This book will serve as a vital resource for both sponsors and producers of systematic reviews of comparative effectiveness research.

Research Design

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Author : Julianne Cheek
language : en
Publisher: SAGE Publications
Release Date : 2023-03-28

Research Design written by Julianne Cheek and has been published by SAGE Publications this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-03-28 with Social Science categories.

Designing research is about making decisions to transform an idea into a plan that can provide answers to a research problem or question. Thinking about, and then making these decisions results in the research design – the plan that will be followed to conduct the research and answer the question. This text engages in a dialogue with the reader, providing a serious but accessible introduction to research design, for use as a guide when designing your own research or when reading the research of others. Julianne Cheek and Elise Øby show that designing research is an iterative and reflexive process in which there is constant thinking through, and re-visiting of, decisions about that design as it develops. They use a variety of pedagogical devices throughout the book including Tip; Activity; and Putting it into Practice boxes to emphasize specific points and encourage readers to think about the practical implications of what they have learned.

Usability And Internationalization Of Information Technology

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Author : Nuray Aykin
language : en
Publisher: CRC Press
Release Date : 2004-07-06

Usability And Internationalization Of Information Technology written by Nuray Aykin and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2004-07-06 with Computers categories.

Today, more and more Web sites are providing content in multiple languages for targeted countries, and more and more products are being designed for cultural differences in mind. However, the concept of cross-cultural design has not yet become a strong force in the practitioners' and educators' agenda. This book looks at techniques, software, tools

Machine Learning

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Author : RODRIGO F MELLO
language : en
Publisher: Springer
Release Date : 2018-08-01

Machine Learning written by RODRIGO F MELLO and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-08-01 with Computers categories.

This book presents the Statistical Learning Theory in a detailed and easy to understand way, by using practical examples, algorithms and source codes. It can be used as a textbook in graduation or undergraduation courses, for self-learners, or as reference with respect to the main theoretical concepts of Machine Learning. Fundamental concepts of Linear Algebra and Optimization applied to Machine Learning are provided, as well as source codes in R, making the book as self-contained as possible. It starts with an introduction to Machine Learning concepts and algorithms such as the Perceptron, Multilayer Perceptron and the Distance-Weighted Nearest Neighbors with examples, in order to provide the necessary foundation so the reader is able to understand the Bias-Variance Dilemma, which is the central point of the Statistical Learning Theory. Afterwards, we introduce all assumptions and formalize the Statistical Learning Theory, allowing the practical study of different classification algorithms. Then, we proceed with concentration inequalities until arriving to the Generalization and the Large-Margin bounds, providing the main motivations for the Support Vector Machines. From that, we introduce all necessary optimization concepts related to the implementation of Support Vector Machines. To provide a next stage of development, the book finishes with a discussion on SVM kernels as a way and motivation to study data spaces and improve classification results.

Approaching The Possible

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