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

The Anime Machine

The Anime Machine PDF Author: Thomas Lamarre
Publisher: U of Minnesota Press
ISBN: 145291477X
Category : Performing Arts
Languages : en
Pages : 684

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Book Description
Despite the longevity of animation and its significance within the history of cinema, film theorists have focused on live-action motion pictures and largely ignored hand-drawn and computer-generated movies. Thomas Lamarre contends that the history, techniques, and complex visual language of animation, particularly Japanese animation, demands serious and sustained engagement, and in The Anime Machine he lays the foundation for a new critical theory for reading Japanese animation, showing how anime fundamentally differs from other visual media. The Anime Machine defines the visual characteristics of anime and the meanings generated by those specifically “animetic” effects—the multiplanar image, the distributive field of vision, exploded projection, modulation, and other techniques of character animation—through close analysis of major films and television series, studios, animators, and directors, as well as Japanese theories of animation. Lamarre first addresses the technology of anime: the cells on which the images are drawn, the animation stand at which the animator works, the layers of drawings in a frame, the techniques of drawing and blurring lines, how characters are made to move. He then examines foundational works of anime, including the films and television series of Miyazaki Hayao and Anno Hideaki, the multimedia art of Murakami Takashi, and CLAMP’s manga and anime adaptations, to illuminate the profound connections between animators, characters, spectators, and technology. Working at the intersection of the philosophy of technology and the history of thought, Lamarre explores how anime and its related media entail material orientations and demonstrates concretely how the “animetic machine” encourages a specific approach to thinking about technology and opens new ways for understanding our place in the technologized world around us.

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.

The Metamorphosis and Other Stories

The Metamorphosis and Other Stories PDF Author: Franz Kafka
Publisher: Oxford University Press, USA
ISBN: 0199238553
Category : Biography & Autobiography
Languages : en
Pages : 195

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Book Description
For the 125th anniversary of Kafka's birth comes an astonishing new translation of his best-known stories, in a spectacular graphic package.

The Many Lives of The Twilight Zone

The Many Lives of The Twilight Zone PDF Author: Ron Riekki
Publisher: McFarland
ISBN: 1476681015
Category : Performing Arts
Languages : en
Pages : 280

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Book Description
More than sixty years after the The Twilight Zone debuted on television, the show remains a cultural phenomenon, including a feature film, three television reboots, a comic book series, a magazine and a theatrical production. This collection of new essays offers a roadmap through a dimension not only of sight and sound, but of mind. Scholars, writers, artists and contributors to the 1980s series investigate the many incarnations of Rod Serling's influential vision through close readings of episodes, explorations of major themes and first-person accounts of working on the show.

Furniture Manufacturer and Artisan

Furniture Manufacturer and Artisan PDF Author:
Publisher:
ISBN:
Category : Furniture industry and trade
Languages : en
Pages : 916

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Book Description


Transactions of the International Engineering Congress, 1915 ...

Transactions of the International Engineering Congress, 1915 ... PDF Author:
Publisher:
ISBN:
Category : Engineering
Languages : en
Pages : 632

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Book Description


The Canada Farmer

The Canada Farmer PDF Author:
Publisher:
ISBN:
Category : Agriculture
Languages : en
Pages : 394

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Book Description


The Aeroplane

The Aeroplane PDF Author:
Publisher:
ISBN:
Category :
Languages : en
Pages : 772

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Book Description