Tag: Ai and machine learning
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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.
Tags miscellaneous data-and-analytics ai-and-machine-learning
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Beginner's guide to designing smart chatbots
Posted on September 15, 2018, Level intermediate Resource Length long
An article by Vaibhav Verma, an User Experience Designer at Haptik, about his experience with designing the smart chatbots over 4 years period. He has designed more than 50 chatbots across various domains and use cases.
Tags ai-and-machine-learning backend-development miscellaneous business-and-emerging-tech product-and-design
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Step-by-Step guide to building a quick Q&A chatbot
Posted on August 31, 2018, Level intermediate Resource Length long
Tutorial by Purna Virji about starting with chatbots or virtual assistants. Chatbots, infobots, socialbots, salesbots, superbots! Bots are a great way to help serve your customers, build your business, and cut down costs.
Tags ai-and-machine-learning backend-development miscellaneous business-and-emerging-tech cloud-and-infrastructure
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How to build a simple auto-login bot with Python and Selenium
Posted on August 17, 2018, Level beginner Resource Length medium
Malik Brahimi blog post about automation and how to use it for tasks that are repetitive, boring, time-consuming, or otherwise inefficient without the use of a script.
Tags software-engineering ai-and-machine-learning testing-and-quality backend-development
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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.
Tags software-engineering data-and-analytics ai-and-machine-learning
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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.
Tags ai-and-machine-learning cloud-and-infrastructure architecture-and-apis backend-development
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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.
Tags architecture-and-apis data-and-analytics ai-and-machine-learning
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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.
Tags data-and-analytics ai-and-machine-learning
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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.
Tags data-and-analytics ai-and-machine-learning
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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.
Tags frontend-and-mobile data-and-analytics ai-and-machine-learning
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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