Tag: Machine learning

• Intuitive explanation of Convolutional Neural Networks

  Posted on September 29, 2018, Level intermediate Resource Length long

  An older article by jjwalkarn about Convolutional Neural Networks. Convolutional Neural Networks (ConvNets or CNNs) are a category of Neural Networks that have proven very effective in areas such as image recognition and classification.

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  Tags miscellaneous data-science big-data machine-learning

• An Introduction to Q#

  Posted on July 14, 2018, Level beginner Resource Length short

  Ankit Sharma article focusing on Q# language. Q# is an accessible language for quantum computing. Q# is the new programming language introduced by Microsoft for quantum computing. Author goes over the data types, expressions, and statements of Q# with the help of code snippets.

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  Tags programming data-science big-data machine-learning

• Deploy serverless machine learning microservice with scikit-learn

  Posted on February 18, 2018, Level intermediate Resource Length medium

  Patrick Michelberger created this tutorial in which we deploy a machine learning microservice using AWS Lambda, AWS API Gateway and scikit-learn.

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  Tags machine-learning aws serverless python

• Apache Kafka is not for event sourcing

  Posted on February 1, 2018, Level beginner Resource Length medium

  Jesper Hammarbäck article in which he argues why Kafka is not the best tool for event sourcing. Kafka is a great tool for delivering messages between producers and consumers and the optional topic durability allows you to store your messages permanently. Forever if you'd like.

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  Tags software-architecture apache streaming big-data machine-learning

• Making sentiment analysis easy with Scikit-learn

  Posted on January 29, 2018, Level beginner Resource Length medium

  Lesley Cordero article about sentiment analysis. Sentiment analysis uses computational tools to determine the emotional tone behind words. Python has a bunch of handy libraries for statistics and machine learning so in this post we'll use Scikit-learn to learn how to add sentiment analysis to our applications.

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  Tags big-data machine-learning

• Neural networks, manifolds, and topology

  Posted on January 22, 2018, Level beginner Resource Length long

  Christopher Olah older article about excitement and interest in deep neural networks because they've achieved breakthrough results in areas such as computer vision.

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  Tags big-data machine-learning

• Web scraping with Puppeteer and Chrome Headless

  Posted on November 22, 2017, Level beginner Resource Length short

  Emad Ehsan put together article about how to get started with Web Scraping in Chrome Headless. Chrome Headless is going to be industry leader in Automated Testing of web applications. Puppeteer is the official tool for Chrome Headless by Google Chrome team.

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  Tags web-development big-data machine-learning

• 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.

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  Tags machine-learning big-data

• 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.

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  Tags machine-learning data-science database

• 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.

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  Tags machine-learning big-data

• 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.

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  Tags database machine-learning data-science

• 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).

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  Tags database machine-learning

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