The The Data Science Workshop

The The Data Science Workshop
Author :
Publisher : Packt Publishing Ltd
Total Pages : 823
Release :
ISBN-10 : 9781800569409
ISBN-13 : 1800569408
Rating : 4/5 (09 Downloads)

Book Synopsis The The Data Science Workshop by : Anthony So

Download or read book The The Data Science Workshop written by Anthony So and published by Packt Publishing Ltd. This book was released on 2020-08-28 with total page 823 pages. Available in PDF, EPUB and Kindle. Book excerpt: Gain expert guidance on how to successfully develop machine learning models in Python and build your own unique data platforms Key FeaturesGain a full understanding of the model production and deployment processBuild your first machine learning model in just five minutes and get a hands-on machine learning experienceUnderstand how to deal with common challenges in data science projectsBook Description Where there’s data, there’s insight. With so much data being generated, there is immense scope to extract meaningful information that’ll boost business productivity and profitability. By learning to convert raw data into game-changing insights, you’ll open new career paths and opportunities. The Data Science Workshop begins by introducing different types of projects and showing you how to incorporate machine learning algorithms in them. You’ll learn to select a relevant metric and even assess the performance of your model. To tune the hyperparameters of an algorithm and improve its accuracy, you’ll get hands-on with approaches such as grid search and random search. Next, you’ll learn dimensionality reduction techniques to easily handle many variables at once, before exploring how to use model ensembling techniques and create new features to enhance model performance. In a bid to help you automatically create new features that improve your model, the book demonstrates how to use the automated feature engineering tool. You’ll also understand how to use the orchestration and scheduling workflow to deploy machine learning models in batch. By the end of this book, you’ll have the skills to start working on data science projects confidently. By the end of this book, you’ll have the skills to start working on data science projects confidently. What you will learnExplore the key differences between supervised learning and unsupervised learningManipulate and analyze data using scikit-learn and pandas librariesUnderstand key concepts such as regression, classification, and clusteringDiscover advanced techniques to improve the accuracy of your modelUnderstand how to speed up the process of adding new featuresSimplify your machine learning workflow for productionWho this book is for This is one of the most useful data science books for aspiring data analysts, data scientists, database engineers, and business analysts. It is aimed at those who want to kick-start their careers in data science by quickly learning data science techniques without going through all the mathematics behind machine learning algorithms. Basic knowledge of the Python programming language will help you easily grasp the concepts explained in this book.


The The Data Science Workshop Related Books

The Data Science Workshop
Language: en
Pages: 817
Authors: Anthony So
Categories: Computers
Type: BOOK - Published: 2020-01-29 - Publisher: Packt Publishing Ltd

DOWNLOAD EBOOK

Cut through the noise and get real results with a step-by-step approach to data science Key Features Ideal for the data science beginner who is getting started
The The Data Science Workshop
Language: en
Pages: 823
Authors: Anthony So
Categories: Computers
Type: BOOK - Published: 2020-08-28 - Publisher: Packt Publishing Ltd

DOWNLOAD EBOOK

Gain expert guidance on how to successfully develop machine learning models in Python and build your own unique data platforms Key FeaturesGain a full understan
Data Science on AWS
Language: en
Pages: 524
Authors: Chris Fregly
Categories: Computers
Type: BOOK - Published: 2021-04-07 - Publisher: "O'Reilly Media, Inc."

DOWNLOAD EBOOK

With this practical book, AI and machine learning practitioners will learn how to successfully build and deploy data science projects on Amazon Web Services. Th
THE APPLIED DATA SCIENCE WORKSHOP: Prostate Cancer Classification and Recognition Using Machine Learning and Deep Learning with Python GUI
Language: en
Pages: 357
Authors: Vivian Siahaan
Categories: Computers
Type: BOOK - Published: 2023-07-19 - Publisher: BALIGE PUBLISHING

DOWNLOAD EBOOK

The Applied Data Science Workshop on Prostate Cancer Classification and Recognition using Machine Learning and Deep Learning with Python GUI involved several st
THE APPLIED DATA SCIENCE WORKSHOP: Urinary biomarkers Based Pancreatic Cancer Classification and Prediction Using Machine Learning with Python GUI
Language: en
Pages: 327
Authors: Vivian Siahaan
Categories: Computers
Type: BOOK - Published: 2023-07-23 - Publisher: BALIGE PUBLISHING

DOWNLOAD EBOOK

The Applied Data Science Workshop on "Urinary Biomarkers-Based Pancreatic Cancer Classification and Prediction Using Machine Learning with Python GUI" embarks o