12 Algorithms Every Data Scientist Should Know

The world of #machinelearning algorithms —@analyticbridge #AI

  • A rather comprehensive list of algorithms can be found here.
  • Many are posted and available for free on Github or developers with over 800 algorithms, though you have to pay a fee to access them.
  • You can find the original article, here.
  • For other articles about algorithms, click here.

A rather comprehensive list of algorithms can be found here. Many are posted and available for free on Github or Stackexchange. Algoritmia provides developers…
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poolio/Adversarial variational bayes toy example.ipynb Created Jan 26, 2017

New notebook implementing Adversarial Variational Bayes in TensorFlow:

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Top 10 Machine Learning Projects on Github

Most Viewed 2016 #10: Top 10 #MachineLearning Projects on #Github  #KDN16

  • KDnuggets Home > News > 2015 > Dec > Software > Top 10 Machine Learning Projects on Github ( 15:n41 )
  • The following is an overview of the top 10 machine learning projects on Github .
  • The importance, and central position, of machine learning to the field of data science does not need to be pointed out.
  • The repo has no no software, but if you’re new to Python machine learning, it may be worth checking out.
  • Open source software is an important piece of the data science puzzle.


The top 10 machine learning projects on Github include a number of libraries, frameworks, and education resources. Have a look at the tools others are using, and the resources they are learning from.

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GitHub

  • Linux GPU: Python 2 ( build history ) / Python 3.4 ( build history ) / Python 3.5 ( build history )
  • Latest commit 55b0159 Jan 1, 2017 yifeif committed on GitHub Merge pull request #6588 from terrytangyuan/run_config_flag
  • TensorFlow is an open source software library for numerical computation using data flow graphs.
  • Nodes in the graph represent mathematical operations, while the graph edges represent the multidimensional data arrays (tensors) that flow between them.
  • TensorFlow also includes TensorBoard, a data visualization toolkit.

tensorflow – Computation using data flow graphs for scalable machine learning
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Google’s new website lets you play with its experimental AI projects

How you can be a part of Google’s artificial intelligence research

  • Google is letting users peek into some of its most experimental artificial intelligence projects.
  • Play a few notes on a computer-connected keyboard and the algorithm plays a few notes of its own based on what you played.
  • Google is also posting the code for all the projects on A.I. Experiments on Github so developers can tinker around with tools themselves and is taking submissions from developers who have used Google’s tech to make similar applications.
  • Another experiment, called A.I. Duet, shows how artificial intelligence can be applied to music.
  • The site offers hands-on demos that allow you to interact with projects created by Google researchers that show off their AI technology.

Take a peek into Google’s experimental artificial intelligence research.
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Deep Learning, Simulation and HPC Applications with Docker and Azure Batch

  • SQL Server Stretch Database Dynamically stretch on-premises SQL Server databases to Azure
  • ExpressRoute Dedicated private network fiber connections to Azure
  • What is Azure Learn the basics about Microsoft’s cloud platform
  • Azure Active Directory Synchronize on-premises directories and enable single sign-on
  • Microsoft Azure portal Explore the Microsoft Azure portal

The Azure Big Compute team is happy to announce version 1.0.0 of the Batch Shipyard toolkit, which enables easy deployment of batch-style Dockerized workloads to Azure Batch compute pools. Azure…
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Welcome to Apache PredictionIO (incubating)!

Integrate  w/ @MapR for Actionable #MachineLearning:  #DataScience #AI

  • Apache PredictionIO (incubating) is licensed under the Apache License, Version 2.0.
  • Apache PredictionIO (incubating) is an open source Machine Learning Server built on top of state-of-the-art open source stack for developers and data scientists create predictive engines for any machine learning task.
  • Apache PredictionIO (incubating) can be installed as a full machine learning stack, bundled with Apache Spark , MLlib , HBase , Spray and Elasticsearch , which simplifies and accelerates scalable machine learning infrastructure management.
  • implement your own machine learning models and seamlessly incorporate them into your engine;
  • quickly build and deploy an engine as a web service on production with customizable templates ;

Apache PredictionIO (incubating) Open Source Machine Learning Server
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Microsoft’s AI Is Playing Minecraft to Learn How the World Works

Microsoft's #AI Is Playing #Minecraft to Learn How the World Works

  • Microsoft has made Malmo open source.
  • Minecraft’s sandbox nature could turn it into the perfect training ground for AI.
  • Microsoft’s AI Is Playing Minecraft to Learn How the World Works
  • Microsoft is using an experimental version of its game Minecraft to test the limits of artificial intelligence.
  • Within the game, AI can learn how to get out of mazes or holes on its own, and how to collaborate. “

Read the full article, click here.


@RickKing16: “Microsoft’s #AI Is Playing #Minecraft to Learn How the World Works”


​Would you trust an AI with a diamond pickaxe?​


Microsoft’s AI Is Playing Minecraft to Learn How the World Works

A Course in Machine Learning

A Course in #MachineLearning

  • You may obtain the written materials by purchasing a ($55) print copy , by downloading the entire book , or by downloading individual chapters below.
  • If you find errors in the book, please fill out a bug report .
  • If you would like to be informed when new versions of CIML materials are released, please join the CIML mailing list .
  • Any area in which you need to make sense of data is a potential consumer of machine learning.
  • You can get the source code for the book, labs and other teaching materials on GitHub .

Read the full article, click here.


@kdnuggets: “A Course in #MachineLearning”



A Course in Machine Learning

Google’s art machine just wrote its first song

Google's art machine just wrote its first song

  • 1:45 PM WWDC 2016 will kick off on June 13th at 10AM PT
  • 4:43 AM Watch Jonney Shih announce Asus’ MacBook killer
  • 3:46 PM Don’t take selfies with seals, NOAA says
  • 4:00 AM ‘s how the Asus ZenBook 3 looks next to the MacBook
  • 1:17 PM Sirin Labs’ Solarin is today’s most ridiculous $16,000 Android phone

Read the full article, click here.


@verge: “Google’s art machine just wrote its first song”


Today, Google’s newest machine learning project released its first piece of generated art, a 90-second piano melody created through a trained neural network, provided with just four notes up front….


Google’s art machine just wrote its first song