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RANDOM: Streaming Algorithms with Large Approximation Factors Probabilistic Data Structures for Summarization Instead of storing elements, Welcome to Day 26 of the 28-Day Data Science Bootcamp! As we near the end of the bootcamp, today we tackle one of the most ... Distinct elements, k-wise independence, geometric subsampling of Andrew McGregor (University of Massachusetts Amherst) ... A brief explanation of reservoir sampling and Bloom filters.

Santhoshini Velusamy (Toyota Technological Institute at Chicago) ... Metrical Service Systems with Transformations Sebastien Bubeck (Microsoft Research), Niv Buchbinder (Tel Aviv Univrsity), ... External memory model: linked list, matrix multiplication, B-tree, buffered repository tree, sorting.

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Day 26: Algorithms for Massive Data Problems – Streaming, Sketching, and Samplin
Probabilistic streaming algorithms: accuracy and speed at low cost by Juanjo Madrigal - JOTB23
Algorithms for Big Data (COMPSCI 229r), Lecture 2
An Overview on Data Streams Algorithms
Streaming Algorithms (Jessica Su)
Improved streaming algorithms for Max-DICUT via local snapshots
Online and streaming algorithms
Analyzing Big Graphs via Sketching and Streaming; Andrew McGregor
Algorithms for Big Data (COMPSCI 229r), Lecture 23

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Last Updated: June 21, 2026

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