Tag: Data and analytics
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Using Machine Learning to Predict Value of Homes On Airbnb
Posted on July 31, 2017, Level beginner Resource Length medium
Robert Chang piece on how data products have always been an instrumental part of Airbnb's service. However, engineers have long recognized that it's costly to make data products.
Tags ai-and-machine-learning data-and-analytics
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Tuning Your DBMS Automatically with Machine Learning
Posted on June 24, 2017, Level intermediate Resource Length medium
Dana Van Aken, Geoff Gordon, and Andy Pavlo from Carnegie Mellon University guest blog post on AWS demonstrates how academic researchers can leverage AWS Cloud Credits for Research Program to support their scientific breakthroughs.
Tags ai-and-machine-learning data-and-analytics
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Rearchitecting Airbnb's Frontend
Posted on May 27, 2017, Level intermediate Resource Length long
Adam Neary's neat article about rethought the architecture for the JavaScript side of the codebase at Airbnb.
Tags data-and-analytics frontend-and-mobile
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Testing Machine Learning Algorithms with K-Fold Cross Validation
Posted on May 17, 2017, Level intermediate Resource Length medium
Norbert Krupa wrote blog post on choosing a machine learning algorithm, then using a validation technique. He uses Talend Studio without hand coding.
Tags ai-and-machine-learning data-and-analytics
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The Algorithms Behind Probabilistic Programming
Posted on February 1, 2017, Level beginner Resource Length medium
This post by Mike gives a feel for the content in our report on probabilistic programming by introducing the algorithms and technology that make probabilistic programming possible.
Tags software-engineering data-and-analytics
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Working with JSON in MySQL
Posted on January 26, 2017, Level beginner Resource Length long
Noman Ur Rehman article gives you insights how to use and query JSON data in your MYSQL databases.
Tags data-and-analytics
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Data Exploration with Python, Part 1
Posted on January 26, 2017, Level intermediate Resource Length long
Tony Ojeda witnessed the lack of structure in conventional approaches in Exploratory data analysis, so he decided to document his own process in an attempt to come up with a framework for data exploration.
Tags data-and-analytics
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Analyzing Big Data with Twitter
Posted on January 25, 2017, Level intermediate Resource Length 15h+
UC Berkeley published their Course Lectures: Analyzing Big Data With Twitter. Bit older but still very good - published and available for free. Over 15+ hours of video lectures. These lecture notes simply summarized the course at a high level.
Tags data-and-analytics
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Building a Data Science Portfolio: Machine Learning Project Part 1
Posted on January 23, 2017, Level beginner Resource Length long
Vik Paruchuri - Dataquest's founder has put together a fantastic resource on building a data science portfolio.
Tags data-and-analytics ai-and-machine-learning
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Pushing Database Scalability Up And Out With GPUs
Posted on January 22, 2017, Level intermediate Resource Length long
Timothy Prickett Morgan great article about getting max juice from your database for machine learning using graphics processing unit (GPU).
Tags data-and-analytics ai-and-machine-learning
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Setting up a RabbitMQ Container Using Rancher
Posted on January 17, 2017, Level beginner Resource Length short
Steve Tidwell from RancherOS short post about RabbitMQ messaging broker running in a container.
Tags data-and-analytics architecture-and-apis
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[Podcast] Using AI to build a comprehensive database of knowledge
Posted on January 13, 2017, Level beginner Resource Length 40 mins
O'Reilly Data Show - Mike Tung, founder and CEO of Diffbot - talks about extracting structured information from semi-structured or unstructured data sources ("dark data"). Diffbot is dedicated to building large-scale knowledge databases.
Tags data-and-analytics