Approaching (Almost) Any Machine Learning Problem

Approaching (Almost) Any Machine Learning Problem PDF Author: Abhishek Thakur
Publisher: Abhishek Thakur
ISBN: 8269211508
Category : Computers
Languages : en
Pages : 300

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Book Description
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

Approaching (Almost) Any Machine Learning Problem

Approaching (Almost) Any Machine Learning Problem PDF Author: Abhishek Thakur
Publisher: Abhishek Thakur
ISBN: 8269211508
Category : Computers
Languages : en
Pages : 300

Get Book Here

Book Description
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

Electric Machines

Electric Machines PDF Author: Hamid A. Toliyat
Publisher: CRC Press
ISBN: 1351837877
Category : Technology & Engineering
Languages : en
Pages : 275

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Book Description
With countless electric motors being used in daily life, in everything from transportation and medical treatment to military operation and communication, unexpected failures can lead to the loss of valuable human life or a costly standstill in industry. To prevent this, it is important to precisely detect or continuously monitor the working condition of a motor. Electric Machines: Modeling, Condition Monitoring, and Fault Diagnosis reviews diagnosis technologies and provides an application guide for readers who want to research, develop, and implement a more effective fault diagnosis and condition monitoring scheme—thus improving safety and reliability in electric motor operation. It also supplies a solid foundation in the fundamentals of fault cause and effect. Combines Theoretical Analysis and Practical Application Written by experts in electrical engineering, the book approaches the fault diagnosis of electrical motors through the process of theoretical analysis and practical application. It begins by explaining how to analyze the fundamentals of machine failure using the winding functions method, the magnetic equivalent circuit method, and finite element analysis. It then examines how to implement fault diagnosis using techniques such as the motor current signature analysis (MCSA) method, frequency domain method, model-based techniques, and a pattern recognition scheme. Emphasizing the MCSA implementation method, the authors discuss robust signal processing techniques and the implementation of reference-frame-theory-based fault diagnosis for hybrid vehicles. Fault Modeling, Diagnosis, and Implementation in One Volume Based on years of research and development at the Electrical Machines & Power Electronics (EMPE) Laboratory at Texas A&M University, this book describes practical analysis and implementation strategies that readers can use in their work. It brings together, in one volume, the fundamentals of motor fault conditions, advanced fault modeling theory, fault diagnosis techniques, and low-cost DSP-based fault diagnosis implementation strategies.

Machine of Death

Machine of Death PDF Author: Ryan North
Publisher: Machines of Death LLC
ISBN: 0982167121
Category : Fiction
Languages : en
Pages : 468

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Book Description
MACHINE OF DEATH tells thirty-four different stories about people who know how they will die. Prepare to have your tears jerked, your spine tingled, your funny bone tickled, your mind blown, your pulse quickened, or your heart warmed. Or better yet, simply prepare to be surprised. Because even when people do have perfect knowledge of the future, there's no telling exactly how things will turn out.

Hearings Before the Committee on Expenditures in the Post Office Department, House of Representatives, on House Resolution, No. 109, to Investigate the Post Office Department ...

Hearings Before the Committee on Expenditures in the Post Office Department, House of Representatives, on House Resolution, No. 109, to Investigate the Post Office Department ... PDF Author: United States. Congress. House. Committee on Expenditures in the Post-Office Department
Publisher:
ISBN:
Category : Postal service
Languages : en
Pages : 596

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Book Description


The Nine Lives of Arnold

The Nine Lives of Arnold PDF Author: Arnold Von der Porten
Publisher: Author House
ISBN: 1452032459
Category : History
Languages : en
Pages : 562

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Book Description
Who would want to read: The Nine Lives of Arnold? Serious people who have wondered how it was possible for an intelligent and cultured people like the Germans to vote for a maniac like Hitler, history buffs and students who are interested in an entertaining and often humorous report on the time between the two World Wars, World War II and its aftermath. Born in 1917, Arnold von der Porten is raised in a family whose religion was democracy, he describes how the ominous threat of Nazism was fed by the fear of a Communist Revolution and by the foreign politics of the victorious Allies of the first World War. As he left home, Arnold, a boy of 15, brought up in the genteel German middle class, was suddenly tossed into extreme poverty in the British Crown Colony of Jamaica. He describes all aspects of Jamaican life before World War II as he works himself up and eventually starts his own neon shop. This narration and Arnold's 26 drawings are sure to be of great interest to people of all backgrounds and nationalities who wish to understand the time between the two World Wars with the rise of Hitler. Certainly it will be of great interest to British and Jamaican people as well as others who ever lived in, or read about a colony. War comes. He interned with Nazis, Fascists, and Jews alike. Life in a British internment camp. Released, he describes his experience in the Kingston business world. Arnold becomes prominent. He marries Amy Barry of a prominent family. Arnold illuminates a lot of historical events causing Hitler's rise, leading to World War II, the changing fortunes of that War, the Cold War. He was there when the British Empire was breaking up. The independence movement became hostile to foreigners. Amy and Arnold decided to migrate to America in 1953.

Political Parties in Western Democracies

Political Parties in Western Democracies PDF Author: Leon D. Epstein
Publisher: Transaction Publishers
ISBN: 9781412831178
Category : Political Science
Languages : en
Pages : 420

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Book Description
What chiefly distinguishes this work is the inclusion of considerable material on American partics in a comparative context to the analysis of British, Scandinavian, European, Canadian, Australian and New Zealand political parties.

Bulletin of the United States Bureau of Labor Statistics

Bulletin of the United States Bureau of Labor Statistics PDF Author:
Publisher:
ISBN:
Category : Labor
Languages : en
Pages : 600

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Book Description


Innovating the Future Through Manufacturing

Innovating the Future Through Manufacturing PDF Author: Vivekanandu Shanmuganathan
Publisher: Alpha Science Int'l Ltd.
ISBN: 9788173196805
Category : Business & Economics
Languages : en
Pages : 1038

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Book Description
Attempts to provide a holistic view of the changing scenario and current research trends in manufacturing. This volume can provide the necessary information to all researchers, professionals and beginners alike in introducing innovating manufacturing practices and furthering research on newer and improved manufacturing technologies.

Iron Age

Iron Age PDF Author:
Publisher:
ISBN:
Category : Hardware
Languages : en
Pages : 2686

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Book Description


Leibniz’s Correspondence in Science, Technology and Medicine (1676 –1701)

Leibniz’s Correspondence in Science, Technology and Medicine (1676 –1701) PDF Author: James O'Hara
Publisher: BRILL
ISBN: 900468736X
Category : Science
Languages : en
Pages : 1091

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Book Description
Leibniz’s correspondence from his years spent in Paris (1672-1676) reflects his growth to mathematical maturity whereas that from the years 1676-1701 reveals his growth to maturity in science, technology and medicine in the course of which more than 2000 letters were exchanged with more than 200 correspondents. The remaining years until his death in 1716 witnessed above all the appearance of his major philosophical works. The focus of the present work is Leibniz's middle period and the core themes and core texts from his multilingual correspondence are presented in English from the following subject areas: mathematics, natural philosophy, physics (and cosmology), power technology (including mining and transport), engineering and engineering science, projects (scientific, technological and economic projects), alchemy and chemistry, geology, biology and medicine.