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  • AI, ML & Data Engineering Follow 763 Followers

    Can People Trust the Automated Decisions Made by Algorithms?

    by Michael Veale Follow 0 Followers , Michael Stiefel Follow 5 Followers , Andrew Burt Follow 0 Followers , Rebecca Wiliams Follow 0 Followers on  Jun 21, 2018

    The use of automated decision making is increasing. These algorithms can produce results that are incomprehensible, or socially undesirable. How can we determine the safety of algorithms in devices if we cannot understand them? Public fears about the inability to foresee adverse consequences has impeded technologies such as nuclear energy and genetically modified crops.

  • AI, ML & Data Engineering Follow 763 Followers

    Get More Bytes for Your Buck

    by David Bishop Follow 0 Followers on  Dec 30, 2017

    Lovethesales had to classify one million product data from 700 different disparate sources across a large domain. They decided to create a hierarchy of classifiers through utilizing machine learning, specifically Support Vector Machines. They learned that optimising the way in which the svms were connected together yielded vast improvements in the reuse of labeled training data.

  • AI, ML & Data Engineering Follow 763 Followers

    The Problem with AI

    by Seth Earley Follow 0 Followers on  Sep 13, 2017

    AI depends on "data janitorial" work, as opposed to science work, and there is a gulf between prototype and sandbox, and innovation and production.

AI, ML & Data Engineering Follow 763 Followers

Machine Learning Techniques for Predictive Maintenance

Posted by Srinath Perera Follow 2 Followers , Roshan Alwis Follow 1 Followers on  May 21, 2017

In this article, the authors explore how we can build a machine learning model to do predictive maintenance of systems using NASA engine failure dataset. 20

AI, ML & Data Engineering Follow 763 Followers

Virtual Panel: Data Science, ML, DL, AI and the Enterprise Developer

Posted by Rags Srinivas Follow 10 Followers on  Apr 27, 2017

InfoQ caught up with experts in the field to demystify the different topics surrounding AI, and how enterprise developers can leverage them today and thereby render their solutions more intelligently. 1

AI, ML & Data Engineering Follow 763 Followers

Big Data Processing Using Apache Spark - Part 6: Graph Data Analytics with Spark GraphX

Posted by Srini Penchikala Follow 34 Followers on  Mar 14, 2017

In this article, author discusses Apache Spark GraphX used for graph data processing and analytics, with sample code for graph algorithms like PageRank, Connected Components and Triangle Counting. 2

AI, ML & Data Engineering Follow 763 Followers

Article Series: An Introduction to Machine Learning

Posted by Michael Manapat Follow 0 Followers on  Feb 27, 2017

In this series, we give an introduction to some powerful but generally applicable techniques in machine learning.

AI, ML & Data Engineering Follow 763 Followers

Book Review: Andrew McAfee and Erik Brynjolfsson's "The Second Machine Age"

Posted by Michael Manapat Follow 0 Followers on  Feb 24, 2017

Andrew McAffee and Erik Brynjolfsson begin their book The Second Machine Age with a simple question: what innovation has had the greatest impact on human history?

AI, ML & Data Engineering Follow 763 Followers

Real-World, Man-Machine Algorithms

Posted by Edwin Chen Follow 1 Followers , Justin Palmer Follow 0 Followers on  Feb 16, 2017

Learn about the end-to-end flow of developing machine learning models: where you get training data, how you pick the ML algorithm, what you must address after your model is deployed, and so forth.

AI, ML & Data Engineering Follow 763 Followers

Anomaly Detection for Time Series Data with Deep Learning

Posted by Tom Hanlon Follow 0 Followers on  Feb 11, 2017

This article introduces neural networks, including descriptions of feed-forward and recurrent neural networks, describing how to build a recurrent neural network that detects anomalies. 1

AI, ML & Data Engineering Follow 763 Followers

Practicing Machine Learning with Optimism

Posted by Alyssa Frazee Follow 1 Followers on  Feb 02, 2017

This article addresses a few examples of issues when using machine learning to solve real-world problems and hopefully provides some suggestions (and inspiration) for how to overcome the challenges.

AI, ML & Data Engineering Follow 763 Followers

Introduction to Machine Learning with Python

Posted by Michael Manapat Follow 0 Followers on  Jan 28, 2017

In this article, we present an extended “case study” in Python: how can we build a machine learning model to detect credit card fraud?

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