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  • Pancake: A Python package for model stacking

    Machine Learning • Python • Regression Models • stacking • 2019/01/07 23:00
    In a previous post, I have provided a discussion of model stacking, a popular approach in data science competitions for boosting predictive performance. Since then, the post has attracted some attention, so I have decided to put together a Python package which provides a simple API to stack models with minimal effort.
  • An overview of feature selection strategies

    High dimensional data • Machine Learning • Regression Models • Data Science • Regression • 2018/09/19 22:00
    Introduction Feature selection and engineering are the most important factors which affect the success of predictive modeling. This remains true … More
  • Time series classification with Tensorflow

    convolutional neural networks • deep learning • Machine Learning • recurrent neural networks • Time-series • 2017/08/23 00:00
    Time-series data arise in many fields including finance, signal processing, speech recognition and medicine. A standard approach to time-series problems … More
  • Machine learning for alchemy

    Machine Learning • Physics • Regression Models • web scraping • 2017/08/15 00:10
    It is no news to anyone that applications of machine learning span a vast range of fields, from artificial intelligence … More
  • An example of web scraping with R: Online Food Blogs

    Machine Learning • web scraping • 2017/06/14 02:46
    In this blog post I will discuss web scraping using R. As an example, I will consider scraping data from … More
  • Feature Engineering with Tidyverse

    Machine Learning • Crimes • Data Science • Kaggle • San Francisco • 2017/04/08 10:02
    In this blog post, I will discuss feature engineering using the Tidyverse collection of libraries. Feature engineering is crucial for … More
  • Yet another introduction to Neural Networks

    Machine Learning • Data Science • MNIST • Neural Networks • 2017/02/08 07:12
    There are many great tutorials on neural networks that one can find online nowadays. Simply searching for the words “Neural Network” … More
  • Deciphering the Neural Language Model

    Machine Learning • 2016/12/17 15:32
    Recently, I have been working on the Neural Networks for Machine Learning course offered by Coursera and taught by Geoffrey Hinton. … More
  • Stacking models for improved predictions

    Machine Learning • Regression Models • Data Science • Kaggle • Regression • 2016/12/02 06:08
    If you have ever competed in a Kaggle competition, you are probably familiar with the use of combining different predictive models … More
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