In this blog post series, we will use a neural network for predicting restaurant reservations. This first post will describe how we can use a neural network for predicting the number of days between the reservation and the actual visit given a number of visitors.
House Price Prediction using a Random Forest Classifier
We will now zoom in on the heatmap we produced earlier by only showing the variables of interest. This could potentially reveal some underlying relations!
Java Handwritten Digit Recognition with Neural Networks
Are youJava Developer and eager to learn more about Deep Learning and his applications, but you are not feeling like learning another language at the moment ? Are you facing lack of the support or confusion with Machine Learning and Java?
Grosse's challenge： duality and exponential families
I wrote this post in response to a challenge by Roger Grosse:
Python Tutorial： Learn Python in one Day
Learn to code Python in this Python coding tutorial in just one day! In this tutorial, you will get your hands dirty and learn the basic principles of Python. Let’s get started!
Incremental means and variances
The arithmetic mean of a collection of numbers is simple to calculate. It’s often simply called the average. The formula is shown below:
Sequence Modeling with CTC
Introduction
New download API for pretrained NLP models and datasets in Gensim
There’s no shortage of websites and repositories that aggregate various machine learning datasets and pre-trained models (Kaggle, UCI MLR, DeepDive, individual repos like gloVe, FastText, Quora, blogs, individual university pages…). The only problem is, they all use widely different formats, cover widely different use-cases and go out of service with worrying regularity.
Gaussian Processes
We review the math and code needed to fit a Gaussian Process (GP) regressor to data. We conclude with a demo of a popular application, fast function minimization through GP-guided search. The gif below illustrates this approach in action — the red points are samples from the hidden red curve. Using these samples, we attempt to leverage GPs to find the curve’s minimum as fast as possible.
Markdown Language Reference
Markdown is a lightweight markup language just like HTML. It is used on many places, for example on GitHub pages in README files. The files often have the extension “.md”. In this blog post, I will give an overview of the most used components used in the Markdown language.