Applied Data Science Using PySpark: Learn the End-to-End Predictive Model-Building Cycle
Ramcharan Kakarla, Sundar Krishnan, Sridhar Alla

Informasi Umum

Kode

21.21.2647

Klasifikasi

004.6 - Data communications, computer communications

Jenis

Buku - Elektronik (E-Book)

Subjek

Data Communication

No. Rak

Dilihat

185 kali

Informasi Lainnya

Abstraksi

Discover the capabilities of PySpark and its application in the realm of data science. This comprehensive guide with hand-picked examples of daily use cases will walk you through the end-to-end predictive model-building cycle with the latest techniques and tricks of the trade.

Applied Data Science Using PySpark is divided unto six sections which walk you through the book. In section 1, you start with the basics of PySpark focusing on data manipulation. We make you comfortable with the language and then build upon it to introduce you to the mathematical functions available off the shelf. In section 2, you will dive into the art of variable selection where we demonstrate various selection techniques available in PySpark. In section 3, we take you on a journey through machine learning algorithms, implementations, and fine-tuning techniques. We will also talk about different validation metrics and how to use them for picking the best models. Sections 4 and 5 go through machine learning pipelines and various methods available to operationalize the model and serve it through Docker/an API. In the final section, you will cover reusable objects for easy experimentation and learn some tricks that can help you optimize your programs and machine learning pipelines.

By the end of this book, you will have seen the flexibility and advantages of PySpark in data science applications. This book is recommended to those who want to unleash the power of parallel computing by simultaneously working with big datasets.

• TTI4I3 - AI DAN BIG DATA ANALYSIS
• CII6F3 - ANALISIS BIG DATA
• CII6F3 - ANALISIS BIG DATA
• KHI3O3 - ANALISIS DATA DIGITAL
• IEI3M3 - ANALISIS PERANCANGAN SISTEM INFORMASI DAN BASIS DATA
• CTI4R3 - ANALITIK BIG DATA UNTUK IOT
• ISI4H3 - ANALITIKA DATA
• EMI1V2 - APPLIED BIG DATA IN FINTECH INDUSTRY
• VK11K3 - BASIS DATA
• VEI2A3 - BASIS DATA
• CRI2E4 - BASIS DATA
• CTI3A3 - BASIS DATA LANJUT
• VAI1G3 - BASIS DATA RELASIONAL
• TKI4G3 - BIG DATA
• EBI3B4 - BIG DATA AND DATA ANALYTICS
• EBI3B4 - BIG DATA AND DATA ANALYTICS
• ELI1E3 - BIG DATA DAN ANALISIS DATA
• EMI1E3 - BIG DATA DAN ANALITIK DATA
• VPI3B3 - BIG DATA UNTUK PEMASARAN
• VSI2J3 - DASAR ILMU DATA
• IEI4A2 - DATA ANALITIK
• KBI3L3 - DATA ANALITIK
• IEI4G3 - DATA MINING DAN BUSINESS INTELLIGENCE
• TKI4L3 - DATA SAINS DAN ANALISIS
• ISI3F4 - DATA WAREHOUSE DAN BUSINESS INTELLIGENCE
• TKI2C2 - DESAIN BASIS DATA
• ISI2D3 - DESAIN JARINGAN KOMPUTER & KOMUNIKASI DATA
• VSI3C3 - ILMU DATA LANJUT
• VII1E4 - IMPLEMENTASI STRUKTUR DATA
• VTI2L3 - JARINGAN DATA BROADBAND
• TTI6I3 - JARINGAN DATA DAN PROTOKOL
• TKI2I3 - JARINGAN KOMPUTER DAN DATA 1
• TKI3E3 - JARINGAN KOMPUTER DAN DATA 2
• TTI2J3 - JARINGAN KOMUNIKASI DATA
• UWI1B2 - LITERASI DATA
• UWI1B2 - LITERASI DATA
• UWI1B2 - LITERASI DATA
• UWI1B2 - LITERASI DATA
• EAI222 - LITERASI DATA
• UWI1B2 - LITERASI DATA
• UWI1B2 - LITERASI DATA
• UWI1B2 - LITERASI DATA
• UWI1B2 - LITERASI DATA
• UWI2B2 - LITERASI DATA
• UWI1B2 - LITERASI DATA
• UWI1B2 - LITERASI DATA
• EBI2B3 - MANAJEMEN DATA
• EBI2B3 - MANAJEMEN DATA
• CII533 - PEMBEKALAN STATISTIKA & ANALISIS DATA
• CII533 - PEMBEKALAN STATISTIKA & ANALISIS DATA
• CII1J3 - PEMODELAN BASIS DATA
• CPI1J3 - PEMODELAN BASIS DATA
• CTI2F3 - PEMODELAN DAN IMPLEMENTASI BASIS DATA
• VSI3E3 - PEMROGRAMAN BASIS DATA
• ISI4G3 - PENAMBANGAN DATA
• CII4I3 - PENAMBANGAN DATA
• CPI4I3 - PENAMBANGAN DATA
• CII7D3 - PENAMBANGAN DATA LANJUT
• CII7D3 - PENAMBANGAN DATA LANJUT
• ELI2B3 - PENERAPAN BIG DATA DI INDUSTRI FINTECH
• ISI4J3 - PENGELOLAAN BIG DATA
• KII3L4 - PENGELOLAAN DAN ANALISA DATA
• TTI6V3 - PENGGALIAN DATA
• VSI1N3 - PENGOLAHAN BASIS DATA
• VSI2F3 - PERANCANGAN BASIS DATA
• ILI2N3 - PERANCANGAN SISTEM INFORMASI LOGISTIK & BASIS DATA , DAN PRAKTIKUM
• TEI3B3 - SISTEM AKUISISI DATA
• ISI2J4 - SISTEM BASIS DATA
• CII2F3 - SISTEM BASIS DATA
• CPI2F3 - SISTEM BASIS DATA
• VII1I4 - SISTEM BASIS DATA 1
• VII2F4 - SISTEM BASIS DATA 2
• CII2B4 - STRUKTUR DATA
• CII2B4 - STRUKTUR DATA
• CII2B4 - STRUKTUR DATA
• CPI2B4 - STRUKTUR DATA
• ISI2C4 - STRUKTUR DATA DAN ALGORITMA
• CII4L3 - VISUALISASI DATA
• CPI4L3 - VISUALISASI DATA
• KII4J3 - WRAP RESEARCHSHIP - PENGOLAHAN DATA RISET
• TTI4I3 - AI dan Big Data Analysis
• UWI1B2 - LITERASI DATA
• TTI2J3 - JARINGAN KOMUNIKASI DATA
• ISI3F4 - Data Warehouse dan Business Intelligence
• ISI2D3 - Desain Jaringan Komputer & Komunikasi Data*
• ISJ1J3 - Sistem Basis Data**
• - Perancangan Sistem Informasi
• - Sistem Basis Data
• DEK1JAB3 - PEMASARAN
• DDK2EAB3 - Sistem Basis Data
• DDK2KAB4 - Business Intelligence
• CCK2HAB4 - Basis Data
• CCK2AAB4 - Struktur Data
• CDK2JAB3 - Analisa Data
• CDK2AAB4 - Struktur Data
• CAK2CAB3 - Sistem Basis Data
• CAK2EAB4 - Struktur Data
• CAK2CAB3 - Sistem Basis Data
• CAK2EAB4 - Struktur Data
• CCK1GAB2 - Statistika
• AAK2NAB3 - Jaringan Komunikasi Data
• GEK1GAB3 - Basis Data
• GIK2DAB2 - Analitik Data
• GIK2GAB3 - Dasar Ilmu Data
• GIK3DAB3 - Ilmu Data Lanjut
• GIK3MAB2 - Manajemen Data
• GIK2LAB2 - Visualisasi Data
• GDK3FAB2 - Statistika
• CCK2CAB3 - Pemodelan
• GCK2JAB3 - Dasar Ilmu Data
• GCK3EAB3 - Ilmu Data Lanjut
• GCK2NAB2 - Visualisasi Data
• UCKXCDB2 - Literasi Data
• CBK2BAB4 - Struktur Data
• UCKXCDB2 - LITERASI DATA
• UCKXBDB2 - Literasi Data
• ACK1CAB3 - Jaringan Komputer dan Data
• ACK2AAB3 - Struktur Data
• CAK2JAB4 - Jaringan Komputer
• CAK2JAB4 - Jaringan Komputer
• ACK4FBB3 - Big Data
• GAK2BAB3 - Jaringan Komputer
• GCK1FAB3 - Jaringan Komputer
• GIK1FAB3 - Jaringan Komputer
• GHK2AAB3 - Basis Data
• CAK1HDB2 - Statistika
• CAK1HDB2 - Statistika
• CBK2HAB4 - Jaringan Komputer
• CDK1BDB2 - Statistika
• GHK1JAB2 - Statistika

Koleksi & Sirkulasi

Tersedia 1 dari total 1 Koleksi

Pengarang

Nama	Ramcharan Kakarla, Sundar Krishnan, Sridhar Alla
Jenis	Perorangan
Penyunting
Penerjemah

Penerbit

Nama	Apress Media
Kota	New York
Tahun	2021

Sirkulasi

Harga sewa	IDR 0,00
Denda harian	IDR 1.000,00
Jenis	Non-Sirkulasi

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