Dr. Robert KüblerinTowards Data ScienceThe Guide to Recommender MetricsEvaluating a recommender system offline can be tricky·10 min read·Nov 12, 2023--2--2
Sydney NyeinTowards Data ScienceMastering Monte Carlo: How To Simulate Your Way to Better Machine Learning ModelsHow a Scientist Playing Solitaire Forever Changed the Game of Statistics·26 min read·Aug 2, 2023--17--17
Sherilyn Shiyin WangTwitter’s recommendation algorithm is now open source. What does it tell us?Social media is a group of virtual communities where users create/share/browse content. There is no clear boundary between producers and…4 min read·Apr 4, 2023--9--9
Pushkar MandotWhat is LightGBM, How to implement it? How to fine tune the parameters?Hello,·8 min read·Aug 17, 2017--46--46
Samuele MazzantiinTowards Data Science“MAPIE” Explained Exactly How You Wished Someone Explained to YouA Python library that turns the predictions of any model into confidence intervals·9 min read·Jan 18, 2022--6--6
Aaron ZhuinTowards Data ScienceCausal Inference: Econometric Models vs. A/B TestingObservational Study, Experimental Study, Regression Model, Instrumental Variable, Difference-in-difference Model, Parametric Test and…·16 min read·Feb 14, 2022--3--3
Khuyen TraninTowards Data SciencePredict Movie Ratings with User-Based Collaborative FilteringA Comprehensive Introduction to Collaborating Filtering in Python·7 min read·Mar 21, 2022--2--2
Netflix Technology BlogNetflix Promotional Artwork User StoryGustavo Gomes & Victor Velazquez1 min read·Mar 1, 2022----
Michele De Filippo, PhD 🚀inTowards Data ScienceTraining Neural Networks to Predict RankingsTake decisions based on AI models predictions for Multi-criteria Decision Analysis Ranking Data·8 min read·Oct 7, 2021--1--1
Malay HaldarinThe Airbnb Tech BlogImproving Deep Learning for Ranking Stays at AirbnbA practical case study of how to iterate on DNNs6 min read·Oct 6, 2020--7--7
Susan LiinTowards Data ScienceMachine Learning Model for Predicting Click-Through in Hotel Online RankingHow to applying machine learning techniques to maximize the click-through for the presented choices6 min read·Sep 29, 2018--8--8
Akarsh ZingadeImage Similarity using Deep RankingFinding similar images using Deep Learning17 min read·Dec 8, 2017--31--31
Amir SalihefendicinHacking and GonzoHow Hacker News ranking algorithm worksIn this post I’ll try to explain how the Hacker News ranking algorithm works and how you can reuse it in your own applications. It’s a very…3 min read·Dec 8, 2015--9--9
Mihajlo GrbovicinThe Airbnb Tech BlogMachine Learning-Powered Search Ranking of Airbnb ExperiencesHow we built and iterated on a machine learning Search Ranking platform for a new two-sided marketplace and how we helped it grow.20 min read·Feb 5, 2019--24--24
Amir SalihefendicinHacking and GonzoHow Reddit ranking algorithms workThis is a follow up post to How Hacker News ranking algorithm works. This time around I will examine how Reddit’s story and comment…6 min read·Dec 8, 2015--35--35
Mihajlo GrbovicinThe Airbnb Tech BlogListing Embeddings in Search RankingListing Embeddings for Similar Listing Recommendations and Real-time Personalization in Search Ranking11 min read·Mar 13, 2018--13--13
Aakash PrakashinOLX EngineeringAutoSuggest Retrieval & Ranking (Part 2)We’ll be focusing on the algorithms or techniques that we used to convert the corpus into a full fledged autocomplete suggester.10 min read·Dec 22, 2020----
Fraser LewisinTowards Data ScienceAdvanced forecasting using Bayesian diffusion modelingApplications from cancer to covid-1911 min read·Apr 13, 2021----
Abiodun OlaoyeinTowards Data ScienceForecasting wind power from multiple numerical weather predictionsWith renewed interest in wind energy production in the United States and across Europe, it is timely to revisit important factors such as…·6 min read·Jul 26, 2020----