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Knowing the right data enrichment techniques is crucial | TechTarget
In an excerpt from 'The Enrichment Game,' expert Doug Needham explains why knowing the right data enrichment techniques can bring big business advantages.
Automating Data Augmentation: Practice, Theory and New Direction
Data augmentation is a de facto technique used in nearly every state-of-the-art machine learning model in applications such as image and text classification. Heuristic data augmentation schemes are often tuned manually by human experts with extensive domain knowledge, and may result in suboptimal augmentation policies. In this blog post, we provide a broad overview of recent efforts in this exciting research area, which resulted in new algorithms for automating the search process of transformation functions, new theoretical insights that improve the understanding of various augmentation techniques commonly used in practice, and a new framework for exploiting data augmentation to patch a flawed model and improve performance on crucial subpopulation of data.
Update (2021-10-16): While this list was intended as a demonstration of the kinds of things you can do with Embark, there has been some interest by readers in reproducing these demos exactly on their machines. So I have added a “Play by play” section under each demo listing the sequence of actions in the demo.
Embark is a fantastic and thoughtfully designed package for Emacs that flips Emacs’ action → object ordering without adding a learning curve.
Think way back to 2016. The X-Files came back after 14 years, a 4-inch lock of John Lennon’s hair sold for $35,000 and there was a baby born with DNA from three parents. Weirdness all around, especially on the Apple campus. They were convinced the iPad was the future of computing, deep into “what’s a computer” thinking yet still produced laptops with 3-year-old chips in them. Whilst everyone pointed towards a touchscreen Mac, they instead gave users a weird strip you could interact with and took away their function keys.
Many application technologies enable secure communication between two entities
by means of Transport Layer Security (TLS) with
Internet Public Key Infrastructure using X.509 (PKIX) certificates.
This document specifies
procedures for representing and verifying the identity of application services
in such interactions.
This document obsoletes RFC 6125.