語系:
繁體中文
English
說明(常見問題)
登入
回首頁
切換:
標籤
|
MARC模式
|
ISBD
Databricks data intelligence platform = unlocking the GenAI revolution /
紀錄類型:
書目-語言資料,印刷品 : Monograph/item
正題名/作者:
Databricks data intelligence platform/ by Nikhil Gupta, Jason Yip.
其他題名:
unlocking the GenAI revolution /
作者:
Gupta, Nikhil.
其他作者:
Yip, Jason C.
出版者:
Berkeley, CA :Apress : : 2024.,
面頁冊數:
xvii, 473 p. :ill. (some col.), digital ; : 24 cm.;
Contained By:
Springer Nature eBook
標題:
Artificial intelligence. -
電子資源:
https://doi.org/10.1007/979-8-8688-0444-1
ISBN:
9798868804441
Databricks data intelligence platform = unlocking the GenAI revolution /
Gupta, Nikhil.
Databricks data intelligence platform
unlocking the GenAI revolution /[electronic resource] :by Nikhil Gupta, Jason Yip. - Berkeley, CA :Apress :2024. - xvii, 473 p. :ill. (some col.), digital ;24 cm.
1. Introduction -- 2. Lakehouse Platform -- 3. Databricks Platform Overview -- 4. Data Ingestion and Real-Time Analytics -- 5. Delta Lake: Deep Dive -- 6. Data Governance with Unity Catalog -- 7. Data Engineering and Analytics -- 8. Data Science, Machine Learning, and AI -- 9. Building GenAI Applications on Databricks Platform -- 10. Data Warehousing with DBSQL -- 11. Data Intelligence Platform -- 12. CI/CD and Application Development -- 13. Databricks Pricing and Observability using System Tables -- 14. Platform Security and Compliance -- 15. Advanced Topics and Industry Applications -- 16. Streaming Applications and HA/DR -- 17. Databricks in the Cloud Ecosystem -- 18. Conclusion.
This book is your comprehensive guide to building robust Generative AI solutions using the Databricks Data Intelligence Platform. Databricks is the fastest-growing data platform offering unified analytics and AI capabilities within a single governance framework, enabling organizations to streamline their data processing workflows, from ingestion to visualization. Additionally, Databricks provides features to train a high-quality large language model (LLM), whether you are looking for Retrieval-Augmented Generation (RAG) or fine-tuning. Databricks offers a scalable and efficient solution for processing large volumes of both structured and unstructured data, facilitating advanced analytics, machine learning, and real-time processing. In today's GenAI world, Databricks plays a crucial role in empowering organizations to extract value from their data effectively, driving innovation and gaining a competitive edge in the digital age. This book will not only help you master the Data Intelligence Platform but also help power your enterprise to the next level with a bespoke LLM unique to your organization. Beginning with foundational principles, the book starts with a platform overview and explores features and best practices for ingestion, transformation, and storage with Delta Lake. Advanced topics include leveraging Databricks SQL for querying and visualizing large datasets, ensuring data governance and security with Unity Catalog, and deploying machine learning and LLMs using Databricks MLflow for GenAI. Through practical examples, insights, and best practices, this book equips solution architects and data engineers with the knowledge to design and implement scalable data solutions, making it an indispensable resource for modern enterprises. Whether you are new to Databricks and trying to learn a new platform, a seasoned practitioner building data pipelines, data science models, or GenAI applications, or even an executive who wants to communicate the value of Databricks to customers, this book is for you. With its extensive feature and best practice deep dives, it also serves as an excellent reference guide if you are preparing for Databricks certification exams. What You Will Learn Foundational principles of Lakehouse architecture Key features including Unity Catalog, Databricks SQL (DBSQL), and Delta Live Tables Databricks Intelligence Platform and key functionalities Building and deploying GenAI Applications from data ingestion to model serving Databricks pricing, platform security, DBRX, and many more topics.
ISBN: 9798868804441
Standard No.: 10.1007/979-8-8688-0444-1doiSubjects--Topical Terms:
559380
Artificial intelligence.
LC Class. No.: Q335
Dewey Class. No.: 006.3
Databricks data intelligence platform = unlocking the GenAI revolution /
LDR
:04262nam a2200325 a 4500
001
1138617
003
DE-He213
005
20241013125733.0
006
m d
007
cr nn 008maaau
008
250117s2024 cau s 0 eng d
020
$a
9798868804441
$q
(electronic bk.)
020
$a
9798868804434
$q
(paper)
024
7
$a
10.1007/979-8-8688-0444-1
$2
doi
035
$a
979-8-8688-0444-1
040
$a
GP
$c
GP
041
0
$a
eng
050
4
$a
Q335
072
7
$a
UN
$2
bicssc
072
7
$a
COM021000
$2
bisacsh
072
7
$a
UN
$2
thema
082
0 4
$a
006.3
$2
23
090
$a
Q335
$b
.G977 2024
100
1
$a
Gupta, Nikhil.
$3
1078441
245
1 0
$a
Databricks data intelligence platform
$h
[electronic resource] :
$b
unlocking the GenAI revolution /
$c
by Nikhil Gupta, Jason Yip.
260
$a
Berkeley, CA :
$b
Apress :
$b
Imprint: Apress,
$c
2024.
300
$a
xvii, 473 p. :
$b
ill. (some col.), digital ;
$c
24 cm.
505
0
$a
1. Introduction -- 2. Lakehouse Platform -- 3. Databricks Platform Overview -- 4. Data Ingestion and Real-Time Analytics -- 5. Delta Lake: Deep Dive -- 6. Data Governance with Unity Catalog -- 7. Data Engineering and Analytics -- 8. Data Science, Machine Learning, and AI -- 9. Building GenAI Applications on Databricks Platform -- 10. Data Warehousing with DBSQL -- 11. Data Intelligence Platform -- 12. CI/CD and Application Development -- 13. Databricks Pricing and Observability using System Tables -- 14. Platform Security and Compliance -- 15. Advanced Topics and Industry Applications -- 16. Streaming Applications and HA/DR -- 17. Databricks in the Cloud Ecosystem -- 18. Conclusion.
520
$a
This book is your comprehensive guide to building robust Generative AI solutions using the Databricks Data Intelligence Platform. Databricks is the fastest-growing data platform offering unified analytics and AI capabilities within a single governance framework, enabling organizations to streamline their data processing workflows, from ingestion to visualization. Additionally, Databricks provides features to train a high-quality large language model (LLM), whether you are looking for Retrieval-Augmented Generation (RAG) or fine-tuning. Databricks offers a scalable and efficient solution for processing large volumes of both structured and unstructured data, facilitating advanced analytics, machine learning, and real-time processing. In today's GenAI world, Databricks plays a crucial role in empowering organizations to extract value from their data effectively, driving innovation and gaining a competitive edge in the digital age. This book will not only help you master the Data Intelligence Platform but also help power your enterprise to the next level with a bespoke LLM unique to your organization. Beginning with foundational principles, the book starts with a platform overview and explores features and best practices for ingestion, transformation, and storage with Delta Lake. Advanced topics include leveraging Databricks SQL for querying and visualizing large datasets, ensuring data governance and security with Unity Catalog, and deploying machine learning and LLMs using Databricks MLflow for GenAI. Through practical examples, insights, and best practices, this book equips solution architects and data engineers with the knowledge to design and implement scalable data solutions, making it an indispensable resource for modern enterprises. Whether you are new to Databricks and trying to learn a new platform, a seasoned practitioner building data pipelines, data science models, or GenAI applications, or even an executive who wants to communicate the value of Databricks to customers, this book is for you. With its extensive feature and best practice deep dives, it also serves as an excellent reference guide if you are preparing for Databricks certification exams. What You Will Learn Foundational principles of Lakehouse architecture Key features including Unity Catalog, Databricks SQL (DBSQL), and Delta Live Tables Databricks Intelligence Platform and key functionalities Building and deploying GenAI Applications from data ingestion to model serving Databricks pricing, platform security, DBRX, and many more topics.
650
0
$a
Artificial intelligence.
$3
559380
650
0
$a
Application software.
$3
528147
650
0
$a
Data mining.
$3
528622
650
1 4
$a
Data Analysis and Big Data.
$3
1366136
650
2 4
$a
Database Management.
$3
669820
650
2 4
$a
Machine Learning.
$3
1137723
650
2 4
$a
IT Operations.
$3
1366262
650
2 4
$a
Methodology of Data Collection and Processing.
$3
1387623
700
1
$a
Yip, Jason C.
$3
1462420
710
2
$a
SpringerLink (Online service)
$3
593884
773
0
$t
Springer Nature eBook
856
4 0
$u
https://doi.org/10.1007/979-8-8688-0444-1
950
$a
Professional and Applied Computing (SpringerNature-12059)
筆 0 讀者評論
多媒體
評論
新增評論
分享你的心得
Export
取書館別
處理中
...
變更密碼[密碼必須為2種組合(英文和數字)及長度為10碼以上]
登入