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Stanford Machine Learning Implementation and Analysis II (linear regression)

process is constantly close to the optimal solution. Because the green squares overlap too much in the diagram, the middle part of the drawing appears black, and the image on the right is the result of local amplification.Algorithm analysis 1. In the gradient descent method,the batchsize is thenumber of samples used for one iteration, and when it is M, it is the batch gradient descent, which is the random gradient drop at 1 o'clock. The experimental results show that the larger the batchs

Stanford CS229 Machine Learning course Note five: SVM support vector machines

classifier will be severely affected, as shown in:To solve the above two problems, we adjust the optimization problem to:Note: When ξ>1, it is possible to allow the classification to be wrong, and then we add the ξ as a penalty to the target function.Using Lagrange duality again, we get the duality problem as:Surprisingly, after adding the L1 regularization item, only a αi≤c is added to the like limit in the dual problem. Note that the b* calculation needs to be changed (see Platt's paper)KKT d

The most popular 30 open source machine learning program in the 2017 GitHub

: Framework for training and evaluating AI models on a variety of publicly available conversation datasets, Alexander Miller (GitHub 2578 stars) from Facebook Link: Https://github.com/facebookresearch/ParlAI Content reference to: Facebook Open source AI framework Parlai: Easy Training Assessment Dialog model No.17 Fairseq: Sequences from FAIR to sequence kits (GitHub 2571 stars) Link: https://github.com

About the decision of open source machine learning yearning Chinese translation to GitHub

Tags: share pictures dog about way get published MIT Lock machine Learning algorithmTranslation work is nearing the end of the public, the push also changed from day to week more, can always feel on the public number is not easy to access. On the other hand, it is also felt that such a hasty translation, in addition to the translation of the cavity there must be a variety of problems. Fearing that my person

GitHub recent 10 Most interesting machine learning open source project

Source: paperweekly This article a total of 900 characters, recommended to read 6 minutes.This article lists the top ten interesting machine learning open source projects for you recently GitHub.-01- Face recognition #世界上最简单的人脸识别库 This project is known as the simplest face recognition library in the world and can be invoked using Python and the command line.

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