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How to Make GridSearchCV Work Smarter, Not Harder

Mlearning.ai

Figure 1: Brute Force Search It is a cross-validation technique. Figure 2: K-fold Cross Validation On the one hand, it is quite simple. Running a cross-validation model of k = 10 requires you to run 10 separate models. If you like this article, please clap ? ? ?. 2019) Data Science with Python.

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What's your cardiovascular age?

Mlearning.ai

In this article, I show how a Convolutional Neural Network can be used to predict a person's age based on the person's ECG Attia et al 2019 [1], showed that a person's age could be predicted from an ECG using convolutional neural networks (CNN). et al 2019 [2]. years on the test set. Ismail Fawaz et al.,

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7 Tips for Dealing With Small Data

KDnuggets

In this article, I’ll share 7 tips to improve your results when prototyping with small datasets. At my workplace, we produce a lot of functional prototypes for our clients. Because of this, I often need to make Small Data go a long way.

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Calibration Techniques in Deep Neural Networks

Heartbeat

Label Smoothing Equation [5] In their 2019 paper “ When does label smoothing help? ”, Hinton et al. [5] Conclusion In this article, we introduced the concept of calibration in deep neural networks. Advances in Neural Information Processing Systems 32 (2019). [8] The parameter ɑ controls the degree of smoothing. CVPR workshops.