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Why you should care about debugging machine learning models

O'Reilly on Data

Security vulnerabilities : adversarial actors can compromise the confidentiality, integrity, or availability of an ML model or the data associated with the model, creating a host of undesirable outcomes. The study of security in ML is a growing field—and a growing problem, as we documented in a recent Future of Privacy Forum report. [8].

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The DataOps Vendor Landscape, 2021

DataKitchen

DataOps needs a directed graph-based workflow that contains all the data access, integration, model and visualization steps in the data analytic production process. GitHub – A provider of Internet hosting for software development and version control using Git. Azure Repos – Unlimited, cloud-hosted private Git repos. .

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Top 10 IT & Technology Buzzwords You Won’t Be Able To Avoid In 2020

datapine

Exciting and futuristic, the concept of computer vision is based on computing devices or programs gaining the ability to extract detailed information from visual images. While we’ve seen traces of this in 2019, it’s in 2020 that computer vision will make a significant mark in both the consumer and business world. Connected Retail.

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Themes and Conferences per Pacoid, Episode 8

Domino Data Lab

Data governance shows up as the fourth-most-popular kind of solution that enterprise teams were adopting or evaluating during 2019. Plus, the more mature machine learning (ML) practices place greater emphasis on these kinds of solutions than the less experienced organizations. Rinse, lather, repeat. Those are table stakes in this game.

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Themes and Conferences per Pacoid, Episode 9

Domino Data Lab

Machine learning model interpretability. At CMU I joined a panel hosted by Zachary Lipton where someone in the audience asked a question about machine learning model interpretation. On the other hand, as Lipton emphasized, while the tooling produces interesting visualizations, visualizations do not imply interpretation.

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Themes and Conferences per Pacoid, Episode 13

Domino Data Lab

NOAA hosts a unique concentration of the world’s climate science research throughout its labs and other centers, with experts in closely adjacent fields: polar ice, coral reef health, sunny day flooding, ocean acidification, fisheries counts, atmospheric C02, sea-level rise, ocean currents, and so on. AI CA 2019 highlights.

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Natural Language in Python using spaCy: An Introduction

Domino Data Lab

Next let’s use the displaCy library to visualize the parse tree for that sentence: In [4]: from spacy import displacy?? We can compare open source licenses hosted on the Open Source Initiative site: In [11]: lic = {} ?lic["mit"] lemma – a root form of the word. part of speech. a common word that may be filtered out.