HATCH
发表于 2025-3-26 23:46:59
Introduction,ring, classification, regression, time series analysis, recommendations, and reinforcement learning, together with (2) application-specific pipelines that connect these algorithms with steps for preparing data, incorporating domain knowledge, interpreting results, and applying insights.
下级
发表于 2025-3-27 02:19:13
Multi-Table ML and Deep Systems Integration,ata model of RDBMSs: the multi-table relational model. The second set focuses on deeper systems modifications to RDBMSs that are tailored toward ML workloads or creating new systems designed for specific ML workloads. In this chapter, we dive into both of these sets of systems that deepened the integration of ML with relational data management.
抑制
发表于 2025-3-27 08:16:50
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运动性
发表于 2025-3-27 12:26:19
Marisol J. Voncken,Susan M. Bögelsransform it into the appropriate format (e.g., matrices, tensors, or dataframes), and then analyze it using programs written in a different programming language. On the other hand, there are a number of compelling arguments for doing ML inside a database system.
A保存的
发表于 2025-3-27 16:35:47
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减去
发表于 2025-3-27 20:29:40
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蔑视
发表于 2025-3-27 22:01:07
The Problem of Epistemology of ML models into production. Tackling these challenges requires ideas and techniques that combine not just ML and data management, but also other fields of computing, including human-computer interaction and operating and distributed systems. We now dive into these auxiliary steps in the ML lifecycle in depth.
无聊的人
发表于 2025-3-28 05:30:47
Cognitive Psychology: What Is In The Box?e database research community have contributed to their solutions. With this overview, we hope to illustrate the various optimization possibilities enabled by different levels of abstraction, and in particular, opportunities that become possible by having declarative specifications in the spirit of database systems.
antidote
发表于 2025-3-28 07:24:21
Resource Heterogeneity and Elasticity,e database research community have contributed to their solutions. With this overview, we hope to illustrate the various optimization possibilities enabled by different levels of abstraction, and in particular, opportunities that become possible by having declarative specifications in the spirit of database systems.
adjacent
发表于 2025-3-28 14:11:59
2153-5418 ng and executing these ML workloads in an efficient and scalable manner. Data management is at the heart of many ML systems due to data-driven application characteristics, data-centric workload characteristics, and system architectures inspired by classical data management techniques...In this book,