Haneul Kim·Nov 19, 2022[Paper review] Monolith: TikTok’s Real-time Recommender System.Table of Contents 0. Introduction 1. Data Difference in Recommender systems 1.1 Sparsity and Dynamism 1.2 Concept Drift 2. Design 2.1 Hash Table 2.2 Online Training 2.3 Fault Tolerance 3. Conclusion 0. Introduction When talking about “Real-time” recommender system it contains two separate parts which can be developed independently from others. Two parts are Real-time…Data Science7 min readData Science7 min read
Meta Heuristic·Jul 20, 2022Member-onlyML System Design: TikTok recommender use case appTikTok is a highly successful consumer app that relies on proven machine learning algorithms for user engagement. How hypothetical system design of TikTok recommendation platform and key features would like based on scale? TikTok recommendation algorithm is remarkable to make any user profile famous and well know to a broad…Machine Learning7 min readMachine Learning7 min read
VatsalinTowards Data Science·Jul 12, 2021Member-onlyRecommendation Systems ExplainedExplaining & Implementing Content Based, Collaborative Filtering & Hybrid Recommendation Systems in Python — Table of Contents What is a Recommendation System What Defines a Good Recommendation - K Fold Cross Validation - MSE - RMSD Data - Requirements - Code Collaborative Filtering Recommendation System - Intuition - Advantages - Disadvantages - Example - Implementation Content Based Recommendation System - Intuition - Advantages - Disadvantages - Example - Implementation…Machine Learning12 min readMachine Learning12 min read
Nidhi Upreti·Aug 27, 2022Understanding System Design of Netflix: Backend Architecture and Cloud ServicesIntroduction: As most of us know, Netflix is a streaming service that offers a wide variety of award-winning TV shows, movies, anime, documentaries and more — on thousands of internet-connected devices. Netflix has 200M+ subscribers worldwide in 200+ countries. Statistics: Before diving into the architecture of Netflix let us first…Netflix System Design6 min readNetflix System Design6 min read
Baptiste RoccainTowards Data Science·Jun 2, 2019Introduction to recommender systemsOverview of some major recommendation algorithms. — This post was co-written with Joseph Rocca. Introduction During the last few decades, with the rise of Youtube, Amazon, Netflix and many other such web services, recommender systems have taken more and more place in our lives. From e-commerce (suggest to buyers articles that could interest them) to online advertisement (suggest…Machine Learning22 min readMachine Learning22 min read
Pavel KordíkinRecombee blog·Jun 3, 2018Machine Learning for Recommender systems — Part 1 (algorithms, evaluation and cold start)Recommender systems are one of the most successful and widespread application of machine learning technologies in business. There were many people on waiting list that could not attend our MLMU talk so I am sharing slides and comments here. You can apply recommender systems in scenarios where many users interact…Machine Learning7 min readMachine Learning7 min read
![[Paper review] Monolith: TikTok’s Real-time Recommender System.](https://miro.medium.com/v2/resize:fill:224:224/1*S9kYk-XKhe3YSqeS8Gl2Ug.jpeg)
![[Paper review] Monolith: TikTok’s Real-time Recommender System.](https://miro.medium.com/v2/resize:fill:160:112/1*S9kYk-XKhe3YSqeS8Gl2Ug.jpeg)
