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2019-12-14 · kdnuggets.com

5 Advanced Features of Pandas and How to Use Them

The pandas library offers core functionality when preparing your data using Python. But, many don't go beyond the basics, so learn about these lesser-known advanced methods that will make handling your data easier and cleaner.

2019-12-14 · youtube.com

(32) PyTorch Lightning - William Falcon - YouTube

In recent years, techniques such as 16-bit precision, accumulated gradients and distributed training have allowed models to train in record times. In this talk William Falcon goes through the implementation details of the 10 most useful of these techniques, including…

2019-12-14 · oreilly.com

Generative Deep Learning [Book]

Generative modeling is one of the hottest topics in AI. It’s now possible to teach a machine to excel at human endeavors such as painting, writing, and composing music. With … - Selection from Generative Deep Learning [Book]

2019-12-13 · hbr.org

Why Crowdsourcing Often Leads to Bad Ideas

Most crowdsourcing initiatives end up with an overwhelming amount of useless ideas. Dealing with a full submission box is not only extremely time consuming and costly, it also biases how ideas are selected: When firms receive too many ideas, they tend to focus on ideas that are…

2019-12-11 · explained.ai

The matrix calculus you need for deep learning

Most of us last saw calculus in school, but derivatives are a critical part of machine learning, particularly deep neural networks, which are trained by optimizing a loss function. This article is an attempt to explain all the matrix calculus you need in order to understand the…