显微镜 发表于 2025-3-25 06:00:06

Components of ML,A ML problem involves specific design choices for data points, its features and labels, the hypothesis space (or model) and the loss function to measure the quality of a particular hypothesis. Similar to ML problems (or applications), we can also characterize ML methods as combinations of the three above components.

miniature 发表于 2025-3-25 08:58:36

http://reply.papertrans.cn/63/6204/620371/620371_22.png

LAVE 发表于 2025-3-25 11:47:35

http://reply.papertrans.cn/63/6204/620371/620371_23.png

Neolithic 发表于 2025-3-25 18:14:37

Clustering,So far we focused on ML methods that use the ERM principle and lean a hypothesis by minimizing the discrepancy between its predictions and the true labels on a training set.

诱使 发表于 2025-3-25 20:29:27

Introduction, choose the right gear (clothing, wax) it is vital to have some idea for the maximum daytime temperature which is typically reached around early afternoon. If we expect a maximum daytime temperature of around plus 5 degrees, we might not put on the extra warm jacket but rather take only some extra shirt for change.

cathartic 发表于 2025-3-26 03:51:41

The Landscape of ML,apter details the high-level design choices used by some of the most popular ML methods. Figure . depicts these ML methods in a two-dimensional plane whose horizontal axis represents different hypothesis spaces and the vertical axis represents different loss functions.

无情 发表于 2025-3-26 05:00:36

http://reply.papertrans.cn/63/6204/620371/620371_27.png

追逐 发表于 2025-3-26 10:32:22

http://reply.papertrans.cn/63/6204/620371/620371_28.png

Locale 发表于 2025-3-26 15:09:05

Alexander Jungner Punkt. Wenn nun der Halbmeridian von . den Äquator in .. schneidet, dann ist der im Intervall 0° ≦ . ≦ 180° gemessene Zentriwinkel des Äquatorbogens .. die . von .. Je nachdem . auf der westlichen oder östlichen Halbkugel liegt, spricht man von . bzw. .. Der Zentriwinkel zum Bogen ... heißt die

Fibrinogen 发表于 2025-3-26 20:48:33

http://reply.papertrans.cn/63/6204/620371/620371_30.png
页: 1 2 [3] 4 5 6
查看完整版本: Titlebook: Machine Learning; The Basics Alexander Jung Textbook 2022 The Editor(s) (if applicable) and The Author(s), under exclusive license to Sprin