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Applied machine learning for data science practitioners /
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| 자료유형 | E-Book |
|---|---|
| 개인저자 | Subramanian, Vidya, 1978-, author. |
| 단체저자명 | John Wiley & Sons,publisher. |
| 서명/저자사항 | Applied machine learning for data science practitioners /Vidya Subramanian, Apple, Cupertino, USA. |
| 발행사항 | Hoboken, New Jersey : Wiley, [2025] |
| 발행예정일자 | 2507 |
| 형태사항 | 1 online resource |
| 소장본 주기 | WorldCat record variable field(s) change: 650 |
| ISBN | 1394155395 9781394155385 1394155387 9781394155408 1394155409 9781394155392 |
| 기타표준부호 | 10.1002/9781394155408doi |
| 기타표준부호 | CIPO000221956 |
| 일반주기 |
Includes index.
|
| 내용주기 | Section 1: Introduction to Machine Learning & Data Science. Chapter 1 -- Data Science Overview -- Section 2: Data Preparation & Feature Engineering. Chapter 2 -- Data Preparation Overview. Chapter 3 -- Data Extraction. Chapter 4 -- ML Problem Framing. Chapter 5 -- Data Comprehension. Chapter 6 -- Data Quality Engineering. Chapter 7 -- Feature Optimization. Chapter 8 -- Feature Set Finalization -- Section 3: Build, Train, or Estimate the ML Model. Chapter 9 -- Regression. Chapter 10 -- Classification. Chapter 11 -- Ranking. Chapter 12 -- Clustering. Chapter 13 -- Patterns. Chapter 14 -- Time Series. Chapter 15 -- Anomaly Detection -- Section 4: Model Performance Optimization. Chapter 16 -- Model Optimization & Model Selection. Chapter 17 -- Decision Tree. Chapter 18 -- Ensemble Methods -- Section 5: ML Ethics. Chapter 19 -- ML Ethics -- Section 6: Productionalize the Machine Learning Model. Chapter 20 -- Deploy and Monitor Models. |
| 요약 | "Welcome to the world of Data Science! The world has witnessed remarkable technological advancements in the past decade, often taken for granted. From facial recognition unlocking our phones to the emergence of self-driving cars, Data Science applications have surpassed our wildest imaginations. Large Language Models (LLMs) have become an integral part of our lives, enabling content generation from prompts. Data is already transforming how we live and work, and its importance will only increase with new data being generated every day"-- Provided by publisher. |
| 일반주제명 | Machine learning. Quantitative research -- Data processing. Mathematical statistics -- Data processing. Machine learning -- Industrial applications. Probabilities. Electronic books. probability. statistics. e-books. |
| 언어 | 영어 |
| 기타형태 저록 | Print version:Subramanian, Vidya, 1978-Applied machine learning for data science practitionersHoboken, New Jersey : Wiley, [2025]9781394155378 Print version:9781394155378 |
| 대출바로가기 | https://search.ebscohost.com/login.aspx?direct=true&scope=site&db=nlebk&db=nlabk&AN=4175119 |
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| No. | 등록번호 | 청구기호 | 소장처 | 도서상태 | 반납예정일 | 예약 | 서비스 | 매체정보 |
|---|---|---|---|---|---|---|---|---|
| 1 | WE00031081 | 006.3/1 | 가야대학교/전자책서버(컴퓨터서버)/ | 대출가능 |
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