InfoQ Homepage AI, ML & Data Engineering Content on InfoQ
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Open Source Robotics: Hands on with Gazebo and ROS 2
Louise Poubel gives an overview of ROS (Robot Operating System) and Gazebo (a multirobot simulator), the problems they've been solving so far and what's on the roadmap for the future.
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Building Artificial General Intelligence
Peter Morgan takes a look at how deep learning is presently being extended in ways that take AI technologies far beyond the simple image classifiers that they were originally developed to solve.
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Jupyter Notebooks: Interactive Visualization Approaches
Chakri Cherukuri talks about how to understand and visualize machine learning models using interactive widgets and introduces the widget libraries.
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Fairness, Transparency, and Privacy in AI @LinkedIn
Krishnaram Kenthapadi focuses on the application of privacy-preserving data mining and fairness-aware ML techniques in practice, by presenting case studies spanning different LinkedIn applications.
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Michelangelo - Machine Learning @Uber
Jeremy Hermann talks about Michelangelo - the Machine Learning Platform that powers most of the machine learning solutions at Uber.
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Making AI FaaSt
Dragos Dascalita Haut and Akhilesh Kumar demo an AI app built with serverless, composing multiple AI functions into one workflow deployed on a FaaS on Apache OpenWhisk..
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Event-Driven Architectures with Apache Geode and Spring Integration
Charlie Black deploys Spring Integration pipelines to react to changes of the data stored in Apache Geode.
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Would You Have Clicked on What We Would Have Recommended?
Peter B. Golbus describes recent work on the offline estimation of recommender system A/B tests using counterfactual reasoning techniques.
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Fast and Furious: Searching in a Distributed World with Highly Available Spring Data Redis
Julien Ruaux discusses the Redis Enterprise architecture and demos Redis clusters, builds three microservices, performs full-text searches, and views the results using Spring Boot Web and Angular.
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Open AI for Advertisers: Discover Your Audience
Saket Mengle discusses the Open AI for Advertisers, which is a scalable, ROI positive third-party audience discovery algorithm that is meant to improve the customer acquisition effectiveness.
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Ethics and AI: Identifying and Preventing Bias in Predictive Models
Federica Pelzel explores how bias and discrimination can be introduced into models, and different strategies to prevent it from happening.
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Next Generation MongoDB: Sessions, Streams, Transactions
Christoph Strobl, Jeff Yemin discuss some of the features in latest MongoDB versions: sessions, change streams, retriable writes, reactive access and transactions.