Machine Learning avec Scikit-Learn – Mise en oeuvre et cas concrets

June 2, 2018

• Title English : “Machine Learning with Scikit-Learn – Implementation and case studies”
• Author : Aurélien Géron
• Pages : 256 Sheet
Collection : Hors collection
• Publisher : Dunod (30 August 2017)
• ISBN-10: 210076540X
• ISBN-13: 978-2100765409
Product Dimensions : 17,5 x 1,5 x 25 cm
• Format Kindle : EbookPaperback, PDF and ePub
• Price : 34,00 FREE !!!
• Rating : ⭐⭐⭐⭐⭐⭐⭐ 7/10

♦ Description : “This book, designed for anyone wishing to learn Machine Learning (machine learning) is the translation of the first part of the best-selling American Hands-On Machine Learning with Scikit-Learn & TensorFlow. It requires little mathematical knowledge and introduces the Fundamentals of Machine Learning in a very practical way using Scikit-Learn which is one of the most used ML frameworks.
Corrected exercises make it possible to ensure that concepts are assimilated and tools are mastered.
Interactive online add-ons in the form of Jupyter notebooks complete the book with executable examples.
This first title is completed by a second book called Deep Learning with TensorFlow.”

Biography

“Aurélien Géron”

Authors Biography
“Computer engineer, co-founder and technical director of Wifirst, software engineer at Google France (YouTube). He is co-author of three books published by Dunod on client / server architectures, WiFi and advanced C ++ programming.

Aurelien Geron is a Machine Learning consultant. He worked at Google from 2013 to 2016, where he led the automatic video classification team on YouTube. Previously, he created and developed Wifirst, today one of the leaders of the wireless Internet in France, as well as the consulting company Polyconseil. He has also taught in engineering schools.”


Nanofabrication Using Focused Ion and Electron Beams
🛑 Genre :_Technology & Engineering⏱ Release Date :_2012-05

Author

-Ivo Utke-

ISBN_13

-9780199734214-

ISBN_10

-0199734216-

Pages

-813-

ID Number

-f6ZzDIx1bhYC-

Description : This book comprehensively reviews the achievements and potentials of a minimally invasive, three-dimensional, and maskless surface structuring technique operating at nanometer scale by using the interaction of focused ion and electron beams (FIB/FEB) with surfaces and injected molecules. "Nanofabrication Using Focused Ion and Electron Beams" written by Ivo Utke with ISBN_13 9780199734214 and ISBN_10 0199734216 with total page sheets [-813-]. Category 'Technology & Engineering' with reference number f6ZzDIx1bhYC published OUP USA |2012-05|."


Nonparametric Statistical Methods
🛑 Genre :_Mathematics⏱ Release Date :_2013-11-25

Author

-Myles Hollander-

ISBN_13

-9781118553299-

ISBN_10

-1118553292-

Pages

-848-

ID Number

-Y5s3AgAAQBAJ-

Description : Praise for the Second Edition “This book should be an essential part of the personallibrary of every practicingstatistician.”—Technometrics Thoroughly revised and updated, the new edition of NonparametricStatistical Methods includes additional modern topics andprocedures, more practical data sets, and new problems fromreal-life situations. The book continues to emphasize theimportance of nonparametric methods as a significant branch ofmodern statistics and equips readers with the conceptual andtechnical skills necessary to select and apply the appropriateprocedures for any given situation. Written by leading statisticians, Nonparametric StatisticalMethods, Third Edition provides readers with crucialnonparametric techniques in a variety of settings, emphasizing theassumptions underlying the methods. The book provides an extensivearray of examples that clearly illustrate how to use nonparametricapproaches for handling one- or two-sample location and dispersionproblems, dichotomous data, and one-way and two-way layoutproblems. In addition, the Third Edition features: The use of the freely available R software to aid incomputation and simulation, including many new R programs writtenexplicitly for this new edition New chapters that address density estimation, wavelets,smoothing, ranked set sampling, and Bayesian nonparametrics Problems that illustrate examples from agricultural science,astronomy, biology, criminology, education, engineering,environmental science, geology, home economics, medicine,oceanography, physics, psychology, sociology, and spacescience Nonparametric Statistical Methods, Third Edition is anexcellent reference for applied statisticians and practitioners whoseek a review of nonparametric methods and their relevantapplications. The book is also an ideal textbook forupper-undergraduate and first-year graduate courses in appliednonparametric statistics. "Nonparametric Statistical Methods" written by Myles Hollander with ISBN_13 9781118553299 and ISBN_10 1118553292 with total page sheets [-848-]. Category 'Mathematics' with reference number Y5s3AgAAQBAJ published John Wiley & Sons |2013-11-25|."


Python Text Processing with Nltk 2.0 Cookbook
🛑 Genre :_Computers⏱ Release Date :_2011-05-19

Author

-Jacob Perkins-

ISBN_13

-9781849516396-

ISBN_10

-1849516391-

Pages

-92-

ID Number

-XjXXnWPkd-AC-

Description : The learn-by-doing approach of this book will enable you to dive right into the heart of text processing from the very first page. Each recipe is carefully designed to fulfill your appetite for Natural Language Processing. Packed with numerous illustrative examples and code samples, it will make the task of using the NLTK for Natural Language Processing easy and straightforward. This book is for Python programmers who want to quickly get to grips with using the NLTK for Natural Language Processing. Familiarity with basic text processing concepts is required. Programmers experienced in the NLTK will also find it useful. Students of linguistics will find it invaluable. "Python Text Processing with Nltk 2.0 Cookbook" written by Jacob Perkins with ISBN_13 9781849516396 and ISBN_10 1849516391 with total page sheets [-92-]. Category 'Computers' with reference number XjXXnWPkd-AC published Packt Publishing Ltd |2011-05-19|."


Convex Optimization & Euclidean Distance Geometry
🛑 Genre :_Mathematics⏱ Release Date :_2005-01-01

Author

-Jon Dattorro-

ISBN_13

-9780976401308-

ISBN_10

-0976401304-

Pages

-570-

ID Number

-VxuRF4NhjqkC-

Description : The study of Euclidean distance matrices (EDMs) fundamentally asks what can be known geometrically given onlydistance information between points in Euclidean space. Each point may represent simply locationor, abstractly, any entity expressible as a vector in finite-dimensional Euclidean space.The answer to the question posed is that very much can be known about the points;the mathematics of this combined study of geometry and optimization is rich and deep.Throughout we cite beacons of historical accomplishment.The application of EDMs has already proven invaluable in discerning biological molecular conformation.The emerging practice of localization in wireless sensor networks, the global positioning system (GPS), and distance-based pattern recognitionwill certainly simplify and benefit from this theory.We study the pervasive convex Euclidean bodies and their various representations.In particular, we make convex polyhedra, cones, and dual cones more visceral through illustration, andwe study the geometric relation of polyhedral cones to nonorthogonal bases biorthogonal expansion.We explain conversion between halfspace- and vertex-descriptions of convex cones,we provide formulae for determining dual cones,and we show how classic alternative systems of linear inequalities or linear matrix inequalities and optimality conditions can be explained by generalized inequalities in terms of convex cones and their duals.The conic analogue to linear independence, called conic independence, is introducedas a new tool in the study of classical cone theory; the logical next step in the progression:linear, affine, conic.Any convex optimization problem has geometric interpretation.This is a powerful attraction: the ability to visualize geometry of an optimization problem.We provide tools to make visualization easier.The concept of faces, extreme points, and extreme directions of convex Euclidean bodiesis explained here, crucial to understanding convex optimization.The convex cone of positive semidefinite matrices, in particular, is studied in depth.We mathematically interpret, for example,its inverse image under affine transformation, and we explainhow higher-rank subsets of its boundary united with its interior are convex.The Chapter on "Geometry of convex functions",observes analogies between convex sets and functions:The set of all vector-valued convex functions is a closed convex cone.Included among the examples in this chapter, we show how the real affinefunction relates to convex functions as the hyperplane relates to convex sets.Here, also, pertinent results formultidimensional convex functions are presented that are largely ignored in the literature;tricks and tips for determining their convexityand discerning their geometry, particularly with regard to matrix calculus which remains largely unsystematizedwhen compared with the traditional practice of ordinary calculus.Consequently, we collect some results of matrix differentiation in the appendices.The Euclidean distance matrix (EDM) is studied,its properties and relationship to both positive semidefinite and Gram matrices.We relate the EDM to the four classical axioms of the Euclidean metric;thereby, observing the existence of an infinity of axioms of the Euclidean metric beyondthe triangle inequality. We proceed byderiving the fifth Euclidean axiom and then explain why furthering this endeavoris inefficient because the ensuing criteria (while describing polyhedra)grow linearly in complexity and number.Some geometrical problems solvable via EDMs,EDM problems posed as convex optimization, and methods of solution arepresented;\eg, we generate a recognizable isotonic map of the United States usingonly comparative distance information (no distance information, only distance inequalities).We offer a new proof of the classic Schoenberg criterion, that determines whether a candidate matrix is an EDM. Our proofrelies on fundamental geometry; assuming, any EDM must correspond to a list of points contained in some polyhedron(possibly at its vertices) and vice versa.It is not widely known that the Schoenberg criterion implies nonnegativity of the EDM entries; proved here.We characterize the eigenvalues of an EDM matrix and then devisea polyhedral cone required for determining membership of a candidate matrix(in Cayley-Menger form) to the convex cone of Euclidean distance matrices (EDM cone); \ie,a candidate is an EDM if and only if its eigenspectrum belongs to a spectral cone for EDM^N.We will see spectral cones are not unique.In the chapter "EDM cone", we explain the geometric relationship betweenthe EDM cone, two positive semidefinite cones, and the elliptope.We illustrate geometric requirements, in particular, for projection of a candidate matrixon a positive semidefinite cone that establish its membership to the EDM cone. The faces of the EDM cone are described,but still open is the question whether all its faces are exposed as they are for the positive semidefinite cone.The classic Schoenberg criterion, relating EDM and positive semidefinite cones, isrevealed to be a discretized membership relation (a generalized inequality, a new Farkas''''''''-like lemma)between the EDM cone and its ordinary dual. A matrix criterion for membership to the dual EDM cone is derived thatis simpler than the Schoenberg criterion.We derive a new concise expression for the EDM cone and its dual involvingtwo subspaces and a positive semidefinite cone."Semidefinite programming" is reviewedwith particular attention to optimality conditionsof prototypical primal and dual conic programs,their interplay, and the perturbation method of rank reduction of optimal solutions(extant but not well-known).We show how to solve a ubiquitous platonic combinatorial optimization problem from linear algebra(the optimal Boolean solution x to Ax=b)via semidefinite program relaxation.A three-dimensional polyhedral analogue for the positive semidefinite cone of 3X3 symmetricmatrices is introduced; a tool for visualizing in 6 dimensions.In "EDM proximity"we explore methods of solution to a few fundamental and prevalentEuclidean distance matrix proximity problems; the problem of finding that Euclidean distance matrix closestto a given matrix in the Euclidean sense.We pay particular attention to the problem when compounded with rank minimization.We offer a new geometrical proof of a famous result discovered by Eckart \& Young in 1936 regarding Euclideanprojection of a point on a subset of the positive semidefinite cone comprising all positive semidefinite matriceshaving rank not exceeding a prescribed limit rho.We explain how this problem is transformed to a convex optimization for any rank rho. "Convex Optimization & Euclidean Distance Geometry" written by Jon Dattorro with ISBN_13 9780976401308 and ISBN_10 0976401304 with total page sheets [-570-]. Category 'Mathematics' with reference number VxuRF4NhjqkC published Meboo Publishing USA |2005-01-01|."


The Use of Electrochemical Scanning Tunnelling Microscopy (EC-STM) in Corrosion Analysis
🛑 Genre :_Technology & Engineering⏱ Release Date :_2006-11-30

Author

-R Lindstrom-

ISBN_13

-9781845692568-

ISBN_10

-184569256X-

Pages

-48-

ID Number

-oMBQAwAAQBAJ-

Description : The European Federation of Corrosion’s Working Party on Surface Science and the Mechanisms of Corrosion and Protection (EFC WP6) has defined, as one of its objectives, the development of a reference material and reference guidelines for the application of electrochemical scanning tunnelling microscopy (EC-STM) in corrosion science. The use of EC-STM to study the relationship between surface structure and surface reactivity in situ on electrodes in contact with an electrolyte is of major importance in corrosion research. This report describes the reference material and procedural guidelines required to use this technique effectively. STM-users are instructed how to obtain high resolution data on a carefully prepared copper single-crystal surface. Describes the reference material and procedural guidelines required to use this technique effectively Discusses an area of major importance in corrosion research "The Use of Electrochemical Scanning Tunnelling Microscopy (EC-STM) in Corrosion Analysis" written by R Lindstrom with ISBN_13 9781845692568 and ISBN_10 184569256X with total page sheets [-48-]. Category 'Technology & Engineering' with reference number oMBQAwAAQBAJ published Woodhead Publishing |2006-11-30|."


Sport and the Home Front
🛑 Genre :_History⏱ Release Date :_2020-06-22

Author

-Matthew Taylor-

ISBN_13

-9781000071368-

ISBN_10

-1000071367-

Pages

-334-

ID Number

-lH_oDwAAQBAJ-

Description : Sport and the Home Front contributes in significant and original ways to our understanding of the social and cultural history of the Second World War. It explores the complex and contested treatment of sport in government policy, media representations and the everyday lives of wartime citizens. Acknowledged as a core component of British culture, sport was also frequently criticised, marginalised and downplayed, existing in a constant state of tension between notions of normality and exceptionality, routine and disruption, the everyday and the extraordinary. The author argues that sport played an important, yet hitherto neglected, role in maintaining the morale of the British people and providing a reassuring sense of familiarity at a time of mass anxiety and threat. Through the conflict, sport became increasingly regarded as characteristic of Britishness; a symbol of the ‘ordinary’ everyday lives in defence of which the war was being fought. Utilised to support the welfare of war workers, the entertainment of service personnel at home and abroad and the character formation of schoolchildren and young citizens, sport permeated wartime culture, contributing to new ways in which the British imagined the past, present and future. Using a wide range of personal and public records – from diary writing and club minute books to government archives – this book breaks new ground in both the history of the British home front and the history of sport. "Sport and the Home Front" written by Matthew Taylor with ISBN_13 9781000071368 and ISBN_10 1000071367 with total page sheets [-334-]. Category 'History' with reference number lH_oDwAAQBAJ published Routledge |2020-06-22|."


Breaking the Barriers
🛑 Genre :_RELIGION⏱ Release Date :_2014-08-21

Author

-Jason Frenn-

ISBN_13

-1599959518-

ISBN_10

-9781599959511-

Pages

-131-

ID Number

--SG-oQEACAAJ-

Description : In a world filled with dysfunction, futility, and confusion, people are looking for meaning and significance. They want to break through the barriers holding them back. BREAKING THE BARRIERS offers three foundational pillars to equip readers for overcoming the most difficult obstacles in their lives. These three pillars teach readers how to: -Take on the character of God the Father -Take on the wisdom of the Son -Take on the discipline of the Spirit. Through dynamic stories of people who have overcome seemingly insurmountable odds, and the powerful example of the author who has overcome great adversity in his own life, this book shows readers that God is on their side and desires for them to fulfill the dreams and purposes he has placed in their hearts. "Breaking the Barriers" written by Jason Frenn with ISBN_13 1599959518 and ISBN_10 9781599959511 with total page sheets [-131-]. Category 'RELIGION' with reference number -SG-oQEACAAJ published Faithwords |2014-08-21|."


Values and Foundations in Gifted Education
🛑 Genre :_Education⏱ Release Date :_2007

Author

-Kirsi Tirri-

ISBN_13

-303911302X-

ISBN_10

-9783039113026-

Pages

-204-

ID Number

-miFshh4NpxQC-

Description : Kirsi Terri brings together recent work by leading international researchers in the fields of education, philosophy and psychology. The book consists of 13 chosen articles from the 10th Conference of the European Council for High Ability. "Values and Foundations in Gifted Education" written by Kirsi Tirri with ISBN_13 303911302X and ISBN_10 9783039113026 with total page sheets [-204-]. Category 'Education' with reference number miFshh4NpxQC published Peter Lang |2007|."


Corporate Social Responsibility in the EU & Japan
🛑 Genre :_Social Science⏱ Release Date :_2006

Author

-Gy?rgy Széll-

ISBN_13

-IND:30000111110346-

ISBN_10

--

Pages

-414-

ID Number

-ZvcJAQAAMAAJ-

Description : Papers presented at the EU-Japan Workshop on Corporate Social Responsibility, held in Tokyo, November 26-27, 2004. "Corporate Social Responsibility in the EU & Japan" written by Gy?rgy Széll with ISBN_13 IND:30000111110346 and ISBN_10 with total page sheets [-414-]. Category 'Social Science' with reference number ZvcJAQAAMAAJ published Peter Lang Pub Incorporated |2006|."


Kristy's Surprise Party
🛑 Genre :_History⏱ Release Date :_2019-03-07
📜 1 Reader

Author

-Olive Thorne Miller-

ISBN_13

-053053052X-

ISBN_10

-9780530530529-

Pages

-256-

ID Number

-s8D8wwEACAAJ-

Description : This work has been selected by scholars as being culturally important, and is part of the knowledge base of civilization as we know it. This work was reproduced from the original artifact, and remains as true to the original work as possible. Therefore, you will see the original copyright references, library stamps (as most of these works have been housed in our most important libraries around the world), and other notations in the work. This work is in the public domain in the United States of America, and possibly other nations. Within the United States, you may freely copy and distribute this work, as no entity (individual or corporate) has a copyright on the body of the work. As a reproduction of a historical artifact, this work may contain missing or blurred pages, poor pictures, errant marks, etc. Scholars believe, and we concur, that this work is important enough to be preserved, reproduced, and made generally available to the public. We appreciate your support of the preservation process, and thank you for being an important part of keeping this knowledge alive and relevant. "Kristy's Surprise Party" written by Olive Thorne Miller with ISBN_13 053053052X and ISBN_10 9780530530529 with total page sheets [-256-]. Category 'History' with reference number s8D8wwEACAAJ published Wentworth Press |2019-03-07|."


South Africa's Reintegration Into World and Regional Markets
🛑 Genre :_History⏱ Release Date :_2007
📜 7 Reader

Author

-Regine Qualmann-

ISBN_13

-UOM:39015073633391-

ISBN_10

--

Pages

-206-

ID Number

-Oh0WAQAAMAAJ-

Description : The economics of international trade have long been a key concern for researchers studying the relationship between the industrial world and the developing world. Trade theory has made much progress over the last half century and has advanced a number of analytical tools. Yet, despite these achievements, the field in many respects has fallen short of comprehensively explaining the causes and consequences of trade as it is observed in the real world. With China and India emerging as the main global players of the future, will trade still be the key to economic development for other developing countries? This book explores South Africa's emerging pattern of trade in the 1990s. Decades of inward-oriented industrialization and strict segmentation of the labor market under the apartheid regime have resulted in a legacy of capital-intensive industries on the one hand, and millions of jobless on the other. Would opening up to trade in the late 1990s bring about a new pattern of specialization and create jobs? For the case of South Africa, the book concludes that the trade pattern is indeed changing dramatically and for the better. The analysis provides a differentiated understanding of the underlying forces and determinants of international trade in modern times, and it points out the limitations of theoretical models to fully capture such dynamics. "South Africa's Reintegration Into World and Regional Markets" written by Regine Qualmann with ISBN_13 UOM:39015073633391 and ISBN_10 with total page sheets [-206-]. Category 'History' with reference number Oh0WAQAAMAAJ published Nomos Verlagsgesellschaft Mbh & Company |2007|."


The Legal Framework for Freedom of Expression in Ethiopia
🛑 Genre :_Freedom of speech⏱ Release Date :_2003

Author

-no defined-

ISBN_13

-UOM:39015057028576-

ISBN_10

--

Pages

-39-

ID Number

-m9-cAAAAMAAJ-

Description : "The Legal Framework for Freedom of Expression in Ethiopia" written by no defined with ISBN_13 UOM:39015057028576 and ISBN_10 with total page sheets [-39-]. Category 'Freedom of speech' with reference number m9-cAAAAMAAJ published no defined |2003|."