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  • Making my Photo Collection Searchable by Keywords

    Jakob Jul 20, 2021 Computer Vision Machine Learning PyTorch

    Since I had to cancel most of my travel plans this year due to the Corona pandemic I spent a lot of time browsing through and editing photos from previous vacations. While this activity gave me at least a bit of a holiday feeling it also gave me an idea for a nice little computer vision project. My photo collection is …

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  • Guest Post about Fraud Detection on AWS Blog

    Jakob May 13, 2021 AWS Fraud Detection Python SageMaker

    As this blog is growing more and more into a portfolio for my data science work I did not want to miss out on the opportunity to (shamelessly) promote my guest post on the AWS blog from November: Advancement in Fraud Detection: ML in Online Survey Research The fraud detection solution described in the blog post was …

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  • Calculating Variance: Welford's Algorithm vs NumPy

    Jakob May 6, 2021 Python Metaflow Simulation

    In a past project at my previous job our team was building a real-time fraud detection algorithm. The logic of the algorithm was based on the classical outlier definition: flag everything that exceeds the population mean by roughly two standard deviations. The requirements for the response time of the API that would …

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  • Visualising the Berlin Train Network

    Jakob Apr 14, 2021 Data Visualisation R Berlin Graphs

    A few years ago I came across this very concise but intriguing post on Antonio Sánchez Chinchón’s blog which features a beautiful matrix visualisation technique (as well as a Calle 13 quote). Ever since then I had it on my to-do list to build a similar visualisation but could never quite decide on which matrix I wanted …

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  • Sentiment Analysis for Restaurant Reviews in Stockholm and Berlin

    Jakob Mar 25, 2021 NLP R Python Sentiment Analysis Neural Networks

    In our previous blog post we posed two questions about restaurant reviews from Stockholm and Berlin. Using some actual restaurant review data from Google Maps we were able to find an answer to the first question about whether there is a difference in the point rating distribution between the two cities. In this post we …

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  • Comparing Restaurant Reviews in Stockholm and Berlin

    Jakob Mar 9, 2021 R geospatial APIs

    Late last summer we spent a couple of weeks on vacation in beautiful Sweden. Back then the Corona pandemic had not yet hit the country quite as hard and it was still possible to go to restaurants without any restrictions. While looking online for nice restaurants to go to we noted some differences in the user reviews …

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  • Does Predictor Order Affect the Results of Linear Regression?

    Jakob Mar 2, 2021 R regression

    In the last few weeks I encountered the following question in two separate discussions with friends and colleagues: When doing linear regression in R, will your coefficients vary if you change the order of the predictors in your data? My intuitive answer to this was a clear “No”. Mostly because the practical …

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  • Inaugural Post

    Jakob Stephan Feb 10, 2021 Announcement Meta Blog

    This is the first ever post on our freshly set up blog Natural Blogarithm. This post is merely intended as a smoke test to make sure everything is working as expected. However, it is also a promise of future things to come, so stay tuned! In the meanwhile, if you would like to find out more about the idea behind …

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Natural Blogarithm

Data science, statistics, sports analytics, and other nerdy things
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Featured Posts

  • Making my Photo Collection Searchable by Keywords
  • Guest Post about Fraud Detection on AWS Blog
  • Calculating Variance: Welford's Algorithm vs NumPy
  • Modelling the Relationship Between Restaurant Review Texts and Point Ratings
  • Visualising the Berlin Train Network
  • Sentiment Analysis for Restaurant Reviews in Stockholm and Berlin
  • Comparing Restaurant Reviews in Stockholm and Berlin
  • Does Predictor Order Affect the Results of Linear Regression?

Recent Posts

  • Making my Photo Collection Searchable by Keywords
  • Guest Post about Fraud Detection on AWS Blog
  • Calculating Variance: Welford's Algorithm vs NumPy
  • Modelling the Relationship Between Restaurant Review Texts and Point Ratings
  • Visualising the Berlin Train Network
  • Sentiment Analysis for Restaurant Reviews in Stockholm and Berlin
  • Comparing Restaurant Reviews in Stockholm and Berlin
  • Does Predictor Order Affect the Results of Linear Regression?

authors

JAKOB 8 STEPHAN 1

series

RESTAURANT-REVIEWS-ANALYSIS 2

tags

R 5 PYTHON 3 MACHINE-LEARNING 2 NLP 2 ANNOUNCEMENT 1 APIS 1 AWS 1 BERLIN 1 BERT 1 BLOG 1
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