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New course! Bayesian Machine Learning in Python: A/B Testing

[If you already know you want to sign up for my Bayesian machine learning course, just scroll to the bottom to get your $10 coupon!] Boy, do I have...

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Announcing Data Science: Supervised Machine Learning in Python (Less Math, More Action!)

If you don't want to read about the course and just want the 88% OFF coupon code, skip to the bottom. In recent years, we've seen a resurgence in...

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New course – Deep Learning part 5: Recurrent Neural Networks in Python

New course out today - Recurrent Neural Networks in Python: Deep Learning part 5. If you already know what the course is about (recurrent units,...

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New Course: Unsupervised Machine Learning – Hidden Markov Models in Python

EARLY BIRD 50% OFF COUPON: CLICK HERE Hidden Markov Models are all about learning sequences. A lot of the data that would be very useful for us...

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New machine learning course! Cluster Analysis and Unsupervised Machine Learning in Python

[Scroll to the bottom if you want to jump straight to the coupon] Cluster analysis is a staple of unsupervised machine learning and data...

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Principal Components Analysis in Theano

This is a follow-up post to my original PCA tutorial. It is of interest to you if you: Are interested in deep learning (this tutorial uses...

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Logistic Regression in Python video course

Hi all! Do you ever get tired of reading walls of text, and just want a nice video or 10 to explain to you the magic of logistic regression and...

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How to run distributed machine learning jobs using Apache Spark and EC2 (and Python)

This is the age of big data. Sometimes sci-kit learn doesn’t cut it. In order to make your operations and data-driven decisions scalable -...

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Tutorial: K-Nearest Neighbor classifier for MNIST

Previously we looked at the Bayes classifier for MNIST data, using a multivariate Gaussian to model each class. We use the same dimensionality...

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Bayes classifier and Naive Bayes tutorial (using the MNIST dataset)

The Naive Bayes classifier is a simple classifier that is often used as a baseline for comparison with more complex classifiers. It is also...