Scikit-Learn Cheat Sheet: Python Machine Learning

Scikit-learn cheat sheet: #machinelearning with #Python -

  • Most of you who are learning data science with Python will have definitely heard already about , the open source Python library that implements a wide variety of machine learning, preprocessing, cross-validation and visualization algorithms with the help of a unified interface.
  • If you’re still quite new to the field, you should be aware that machine learning, and thus also this Python library, belong to the must-knows for every aspiring data scientist.
  • This  cheat sheet will introduce you to the basic steps that you need to go through to implement machine learning algorithms successfully: you’ll see how to load in your data, how to preprocess it, how to create your own model to which you can fit your data and predict target labels, how to validate your model and how to tune it further to improve its performance.
  • In short, this cheat sheet will kickstart your data science projects: with the help of code examples, you’ll have created, validated and tuned your machine learning models in no time.
  • In addition, you’ll make use of Python’s data visualization library  to visualize your results.

A handy scikit-learn cheat sheet to machine learning with Python, including code examples.
Continue reading “Scikit-Learn Cheat Sheet: Python Machine Learning”

Can you tell if this music was composed by artificial intelligence?

Can you tell if this music was composed by artificial intelligence?  #technology

  • Davos download: global economic warming
  • The results showed that more than half the listeners attributed DeepBach-generated harmonies to Bach, while music by Bach was correctly identified by 75 percent of the listeners. “
  • The article is published in collaboration with Futurism .
  • Music is mathematical, and composers like Bach often made music that followed a defined, step-like flow that is almost algorithmic.
  • The views expressed in this article are those of the author alone and not the World Economic Forum.

Baroque composer Johann Sebastian Bach is known to have written many chorale cantatas, polyphonic hymns based on Lutheran texts. Each is fairly simple, featuring a single melody accompanied by three harmonies, so Gaetan Hadjeres and Francois Pachet from Sony Computer Science Laboratories in Paris thought it would be interesting to see if a machine could create chorale cantatas indistinguishable from Bach’s.
Continue reading “Can you tell if this music was composed by artificial intelligence?”

Scikit-Learn Cheat Sheet: Python Machine Learning

Cheat sheet: #machinelearning in #Python with scikit-learn -

  • The cheat sheet will kickstart your data science projects: with the help of code examples, you’ll have created, validated and tuned your machine learning models in no time.
  • Begin with our scikit-learn tutorial for beginners , in which you’ll learn in an easy, step-by-step way how to explore handwritten digits data, how to create a model for it, how to fit your data to your model and how to predict target values.
  • If you still have no idea about how scikit-learn works, this machine learning cheat sheet might come in handy to get a quick first idea of the basics that you need to know to get started.
  • The scikit-learn cheat sheet will introduce you to the basic steps that you need to go through to implement machine learning algorithms successfully: you’ll see how to load in your data, how to preprocess it, how to create your own model to which you can fit your data and predict target labels, how to validate your model and how to tune it further to improve its performance.
  • If you’re still quite new to the field, you should be aware that machine learning, and also this Python library, belong to the must-knows for every aspiring data scientist.

A handy scikit-learn cheat sheet to machine learning with Python, including code examples.
Continue reading “Scikit-Learn Cheat Sheet: Python Machine Learning”

Can you tell if this music was composed by artificial intelligence?

Can you tell if this music was composed by artificial intelligence?  #technology

  • The results showed that more than half the listeners attributed DeepBach-generated harmonies to Bach, while music by Bach was correctly identified by 75 percent of the listeners. “
  • The article is published in collaboration with Futurism .
  • Stop overestimating the threat posed by Russia’s ‘new’ form of warfare
  • Music is mathematical, and composers like Bach often made music that followed a defined, step-like flow that is almost algorithmic.
  • Music isn’t the only field where AI algorithms have performed considerably well, even outperforming actual people in some cases.

Baroque composer Johann Sebastian Bach is known to have written many chorale cantatas, polyphonic hymns based on Lutheran texts. Each is fairly simple, featuring a single melody accompanied by three harmonies, so Gaetan Hadjeres and Francois Pachet from Sony Computer Science Laboratories in Paris thought it would be interesting to see if a machine could create chorale cantatas indistinguishable from Bach’s.
Continue reading “Can you tell if this music was composed by artificial intelligence?”

Human or AI: Can You Tell Who Composed This Music?

Human or #AI: can you tell who composed this music?

  • The results showed that more than half the listeners attributed DeepBach-generated harmonies to Bach, while music by Bach was correctly identified by 75 percent of the listeners. “
  • Music isn’t the only field where AI algorithms have performed considerably well, even outperforming actual people in some cases.
  • Interestingly enough, Bach’s music makes it into “Westworld,” a TV series that exploits the topic of AI.
  • Baroque composer Johann Sebastian Bach is known to have written many chorale cantatas, polyphonic hymns based on Lutheran texts.
  • Music is mathematical, and composers like Bach often made music that followed a defined, step-like flow that is almost algorithmic.

More than 50% of listeners were convinced that the harmonies created by neural network DeepBach were actually written by famous composer Johann Sebastian Bach. DeepBach is one of many examples of an AI system performing as well as or even better than its human counterparts, a sign that the technology is significantly improving.
Continue reading “Human or AI: Can You Tell Who Composed This Music?”

MIT’s deep-learning software produces videos of the future

MIT’s deep-learning software produces videos of the future

  • The software uses a deep-learning algorithm that was trained on two million unlabeled videos amounting to a year’s worth of screen time.
  • Posted by Shane Hinshaw in categories: information science , robotics/AI , transportation
  • The new software is claimed to be more accurate, by producing up to 32 frames per second and building out entire scenes in one go.
  • The technology is still bare-bones, but could one day make for smarter self-driving cars that are better prepared for the unexpected, among other applications.
  • Well, scientists at MIT have just trained machines to do the same thing, with artificial intelligence software that can take a single image and use it to to create a short video of the seconds that followed.

MIT’s deep-learning software produces videos of the future
Continue reading “MIT’s deep-learning software produces videos of the future”