O'Reilly on Data

DECEMBER 12, 2019

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].

Machine Learning 194

Machine Learning Modeling Testing Risk Management 194

O'Reilly on Data

MARCH 31, 2020

But there’s a host of new challenges when it comes to managing AI projects: more unknowns, non-deterministic outcomes, new infrastructures, new processes and new tools. A lot to learn, but worthwhile to access the unique and special value AI can create in the product space. Managing Machine Learning Projects” (AWS).

Management 336

Management Machine Learning Experimentation Metrics 336

Domino Data Lab

JULY 2, 2019

See also: Caroline Lemieux’s slides for that NeurIPS talk, and Rohan Bavishi’s video from the RISE Summer Retreat 2019. The authors of AutoPandas observed that: The APIs for popular data science packages tend to have relatively steep learning curves. Program Synthesis 101 ” – Alexander Vidiborskiy (2019-01-20).

Metadata 105

Metadata Data Science Machine Learning Data-driven 105

Cloudera

OCTOBER 1, 2022

It is pretty impressive just how much has changed in the enterprise machine learning and AI landscape. Thinking back to the conversations I had in late 2019, early 2020, most of the mainstream organizations I was talking to, meaning not the Facebooks and the Googles of the world, had very similar machine learning and AI journeys.

Data Governance 75

Data Governance Strategy Enterprise Machine Learning 75

Domino Data Lab

MAY 8, 2019

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. Jupyter Book: Interactive books running in the cloud ” by Chris Holdgraf (2019-03-27). Let’s look through some antidotes.

Machine Learning 105

Machine Learning Data Science Modeling Visualization 105

CDW Research Hub

JULY 31, 2019

Level 5 and beyond : at this level, contextual assistants are able to monitor and manage a host of other assistants in order to run certain aspects of enterprise operations. Recent advances in machine learning, and more specifically its subset, deep learning, have made it possible for computers to better understand natural language.

Deep Learning 49

Deep Learning Machine Learning Testing Modeling 49

Domino Data Lab

APRIL 3, 2019

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.

Machine Learning 84

Machine Learning Data Governance Metadata Data Science 84

Insight

AUGUST 17, 2020

This summer, we hosted more than 350 Fellows from across 33 different U.S. Kim Vo (Coaching & Development Lead, Interview Strategy Team) and Emily Kearney (Program Director, Data Science) during the fall session, September 2019. Insight recently completed its first totally remote session. states, Canada, and around the world.

Data Science 63

Data Science Data Processing Cost-Benefit Strategy 63

Domino Data Lab

OCTOBER 9, 2019

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.

Deep Learning 69

Deep Learning Metadata Machine Learning Data Science 69

O'Reilly on Data

JANUARY 25, 2021

Year-over-year (YOY) growth compares January through September 2020 with the same months of 2019. Let’s look at the data, starting at the highest level: O’Reilly online learning itself. O’Reilly Online Learning. Usage of O’Reilly online learning grew steadily in 2020, with 24% growth since 2019.

Machine Learning 363

Machine Learning Software Testing Technology 363

Domino Data Lab

SEPTEMBER 9, 2019

We can compare open source licenses hosted on the Open Source Initiative site: In [11]: lic = {} ?lic["mit"] It’s important to note that machine learning for natural language got a big boost during the mid-2000’s as Google began to win international language translation competitions. deep learning on edge devices.

Deep Learning 110

Deep Learning Machine Learning Data Science Visualization 110