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Jure Leskovec, Anand Rajaraman, Jeff Ullman
Big-data is transforming the world. Here you will learn data mining and machine learning techniques to process large datasets and extract valuable knowledge from them.

The book

The book is based on Stanford Computer Science course CS246: Mining Massive Datasets (and CS345A: Data Mining).

The book, like the course, is designed at the undergraduate computer science level with no formal prerequisites. To support deeper explorations, most of the chapters are supplemented with further reading references.

The Mining of Massive Datasets book has been published by Cambridge University Press. You can get a 20% discount by applying the code MMDS20 at checkout.

By agreement with the publisher, you can download the book for free from this page. Cambridge University Press does, however, retain copyright on the work, and we expect that you will obtain their permission and acknowledge our authorship if you republish parts or all of it.

We welcome your feedback on the manuscript.



The 3rd edition of the book

The following is the third edition of the book. It contains new material on Spark, Tensorflow, minhashing, community-finding, simrank, graph algorithms, and decision trees. There is a new chapter 13, covering deep learning.

We also offer a set of lecture slides that we use for teaching Stanford CS246: Mining Massive Datasets course. Note that the slides do not necessarily cover all the material convered in the corresponding chapters.


Chapter Title Book Slides Videos
Preface and Table of Contents PDF
Chapter 1 Data Mining PDF   PDF PPT
Chapter 2 Map-Reduce and the New Software Stack PDF   PDF PPT 1 2 3 4 5 Fantasy Staring Quilted Throw Blanket- Gradient White to Yellow 7 8 SS16-TP, Diode Schottky 60V 1A 2-Pin SMA T/R (100 Items) Beaupretty USB Charging Shaver Waterproof Beard Shaver Men Elect OFFTEK 8GB Replacement RAM Memory for HP-Compaq Pavilion Noteboo Chrysler Genuine 68055262AA Output Shaft Seal The Best of Squirrel Nut Zippers as Chronicled by Shorty Brown
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Averill's Sharper Uniforms Women's Ladies Flat Front Cargo Short 13 eCarpet Gallery Large Area Rug for Living Room, Bedroom | Hand-K
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 ZWWS-YJ Pointed Top Shape 1 Grids Mesh PVC Grid Vegetable Garden IINSSDJ Round Side Table, 2-Tier Nightstand with Drawer, Metal N Moana Shower Curtain Set for Bathroom Decor Machine Washable Wat Unisex Fashion Lightweight Laptop Bag College Bookbag Motionless Bluce Lee Tribute Album Achysj Stainless Steel Towel Bar Double Perforated Wall Bathroom Plutus Brands Green Plutus Palm Floral Luxury Throw Pillow 22 in Anime/Cartoon Rectangle Doormat Welcome Rug Little Fox and The F Idopy Men`s Cargo Denim Biker Jeans Shorts with Zippers
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Air Fryer, Household Multi Function Intelligent Fries Machine Au 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 KS Signature by KingSize Men's Big Tall Easy Movement 5-Button Candle Light Mystic Smoke Body Background Blanket, Super Soft an Clhhsy Waterproof and Removable Custom Wallpaper for Wall 3D Ste Knipex 13 01 160 6,3" Electrician's wiring Pliers Mural Wallpaper Custom3D Abstract Smoke Blue Flowers Bedroom Bac Anime PVC Translucent Bookmark Cards Students, Birthday Gifts fo 10Pcs Kitchen Cabinet Handle and Drawer Pull CC: 96mm/128mm - (C SPNEC Bedroom Bedside Creative Blue Ceramic Living Room Table La Lyqfff for Toyota RAV4 2012-2017, 4 PCS Car Accessories 89341 42 Verified by SanFlash Ultra SanDisk 64GB Works for Sony G8441 Mic
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 For Volkswagen Beetle 2.0L 1998 Pair Front CV Axle Shaft - BuyAu Accuform, MEXT403VS, 7" x 14" Adhesive Vinyl Sign:"Emergency Exi 304 Stainless Steel Oil Filter Household Fat Soup Oil Separator YXYH Electronic Scales,LED Double-Sided Screen HD Display Comm XingKunBMshop Towel bar, 304 Stainless Steel Double Rod, Wide Si ZHSB NMSB Hot Underwear Strap Anti-Slip Double Sided Tape Clothi Nature's Seed Western Low-Water Use Pollinator Mix (5000 sqft) Comforter Duvet Insert Home Quilt- Vintage Blue Truck Doberman S AntsGroup 20 Sets Rear Window Lift Support Struts Shocks Prop Fi
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 ScottDecor Nature Fish Tank Background Poster Colorful Trees and Roostery Tablecloth, Flowers Rose Floral Trellis Blueberry Blue Zopsc-1 Interface Adapt Cable PCI‑E Cable Expansion Device NGF Danzig Ipad 2020 Pro Pen Slot Protective Cover, Automatically Wa ZLDGYG 5-Piece Set Non-Rust Anti-Corrosion Anti-Oxidation Anti-S A-Tech 16GB Memory RAM for Dell Inspiron 15 5591 2-in-1 - DDR4 2 LKDF Clear Table Cover Protector, Thick Clear Desk Protector Tab Blue Shell Octopus Doormats Non-Slip Washable Indoor Outdoor Rug Leaf Charm Pendant Chain Necklace Adjustable 16" to 18" (16mm x Alora Decor Noble 6' x 9' Abstract Brown/Beige/Gray/Rust/Blue Ha
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
junfeng led headlamp Bright Headlight USB Rechargeable Led Headl
1 2 3 4 5 OFFTEK 32GB Replacement RAM Memory for AsRock EP2C612D16NM-2T (D Womenfocus Kitchen Mat Set Anti-WearNon-Slip Floor Rug Set 2 Pi QXXKJDS Cute Bedding Set Fruit Cartoons Queen Size Sheets Adult Cafe Swinging Half Doors Solid Wood Saloon Louvered Doors For Ba Baby Driver Fashion long-sleeved sweater hoodie WYDM 3D Area Rug Non Slip Door Mat Rectangle Checkered Carpet,3D Comfortable Electric Heating Vest Effective Sof Thermal Coat for Afonina 5 Speed Gear Shift Knob Gearstick Gaiter Boot Leather Re Royal Crusaders BSA B44 441"VICTOR" ALLOY GAS FUEL TANK
Chapter 10 Mining Social-Network Graphs PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 12 MMI-LX Pwyang Front Left/Right 6Pcs Engine Motor and Trans Mount CL38Q Increase Outdoor/Banquet/Courtyard Round Table Cover, Gard
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 RiToEasysports Binocular Telescope,20180x100 for Outdoor Travel IndianShelf Handmade Ceramic Bridge Door Pulls Dresser Handles (
Chapter 12 Large-Scale Machine Learning PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 12 FRM220-NMC - Network Management Card for the FRM220 chassis Jewels Obsession 14K Yellow Gold Microphone Pendant with 18" Nec
Chapter 13 Neural Nets and Deep Learning PDF 3D Creative Living Room Bedroom Sofa Background Customed Name Wa AT-A-GLANCE 89701 Recycled Slate Blue Desk Pad, 22" x 17", 2015
Index PDF
Errata HTML

Download the latest version of the book as a single big PDF file (603 pages, 3.6 MB).

The Errata for the third edition of the book: HTML.

Download slides (PPT) in French: Chapter 4, Chapter 5, Chapter 8, Chapter 9, Chapter 10. Courtesy of Richard Khoury.

Note to the users of provided slides: We would be delighted if you found this our material useful in giving your own lectures. Feel free to use these slides verbatim, or to modify them to fit your own needs. PowerPoint originals are available. If you make use of a significant portion of these slides in your own lecture, please include this message, or a link to our web site: http://www.mmds.org/.

Comments and corrections are most welcome. Please let us know if you are using these materials in your course and we will list and link to your course.


Stanford big data courses

CS246

CS246: Mining Massive Datasets is graduate level course that discusses data mining and machine learning algorithms for analyzing very large amounts of data. The emphasis is on Map Reduce as a tool for creating parallel algorithms that can process very large amounts of data.

CS341

CS341 Project in Mining Massive Data Sets is an advanced project based course. Students work on data mining and machine learning algorithms for analyzing very large amounts of data. Both interesting big datasets as well as computational infrastructure (large MapReduce cluster) are provided by course staff. Generally, students first take CS246 followed by CS341.

CS341 is generously supported by Amazon by giving us access to their EC2 platform.

CS224W

CS224W: Social and Information Networks is graduate level course that covers recent research on the structure and analysis of such large social and information networks and on models and algorithms that abstract their basic properties. Class explores how to practically analyze large scale network data and how to reason about it through models for network structure and evolution.

You can take Stanford courses!

If you are not a Stanford student, you can still take CS246 as well as CGSignLab 2471157_bnro |"Please No Food Or Drinks -Nautical Stri or earn a Stanford Mining Massive Datasets graduate certificate by completing a sequence of four Stanford Computer Science courses. A graduate certificate is a great way to keep the skills and knowledge in your field current. More information is available at the Stanford Center for Professional Development (SCPD).


Supporting materials

If you are an instructor interested in using the Gradiance Automated Homework System with this book, start by creating an account for yourself here. Then, email your chosen login and the request to become an instructor for the MMDS book to support@gradiance.com. You will then be able to create a class using these materials. Manuals explaining the use of the system are available here.

Students who want to use the Gradiance Automated Homework System for self-study can register here. Then, use the class token 1EDD8A1D to join the "omnibus class" for the MMDS book. See The Student Guide for more information.


Previous versions of the book


The 2nd edition of the book (v2.1)

The following is the second edition of the book. There are three new chapters, on mining large graphs, dimensionality reduction, and machine learning. There is also a revised Chapter 2 that treats map-reduce programming in a manner closer to how it is used in practice.

Together with each chapter there is aslo a set of lecture slides that we use for teaching Stanford CS246: Mining Massive Datasets course. Note that the slides do not necessarily cover all the material convered in the corresponding chapters.


Chapter Title Book Slides Videos
Preface and Table of Contents PDF
Chapter 1 Data Mining PDF   PDF PPT
Chapter 2 Map-Reduce and the New Software Stack PDF   PDF PPT 1 2 3 4 5 Gem Stone King 1.11 Ct Pink 925 Rose Gold Plated Silver Ring Set 7 8 Prabhutaratna Fruit Collage Flannel Blankets, Light and Comforta Beach Towel Chair Covers Pool Lounge Chair Covers Towel with Poc TCross Duvet Cover Set Printing Roses Beautiful Bedding for Wome Mantel Clock Silent Wood Shelf Clock Mantle Clocks Battery Opera DIY Large Diamond Painting by Number Kits, Poppy Flower 5D Diamo
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Twin Bed Comforter Set Night Jack-o-Lantern Bedding Comforter Se 13 YIEBAI Geometric Duvet Cover Comforter Bedding Bed Linens,style1
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Dial J.J.5 HIZLJJ Colorful Blue Stripes Mediterranean Style Fabric Shower C WSZJJ Rattan Handmade Bamboo Food Storage Woven Wicker Basket, H ZXDHNS Photo Wallpaper - Removable Wall Mural - Goldfish Fashion SAXTZDS Leather Steering Wheel Protective Cover car Decoration c DLRBWAN Strong Wind Resistant Double Fully-Automatic Umbrella Fo Unicey No-Shedding Non-Slip Machine Washable Pencil Scribble Rec ProSphere Baylor University Boys' Zipper Hoodie, School Spirit S Yt92Pl@00 Mens Wild Chrysanthemum Jogger Sweatpants, Close Botto
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Pbldb Custom 3D Wall Paper Natural Scenery Murals Winter Birch F 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Towel Racks Foldable Bathroom Towel Rails, Stainless Steel, Mult Backpack Backpack Size: 14.5x12.5x5.9 in Fashion Leather Casual For Ram 1500 2011-2018 Replace RRP3386 Passenger Side Rocker Pan 1PC 10mm OD Linear Shaft Cylinder Liner Rail with 2PCS LM10UU Li Lodge Wood Sign, Hibernate Sign, Custom Bear Gift, Family Lodge Verified by SanFlash Ultra SanDisk 64GB Works for Lemon Mobiles YANGHONDD Bust Handmade Sculptures Candle Holders for Table Lotu Peiiwdc Hanging Egg Chair Cushion, Patio Swinging Hammock Seat C MA-3 Style Double Corner Glass Shelf - Satin Nickel By Allied Br ARTSHOWING Kitchen Comfort Mat Set of 2, Autumn Non-Slip Backing
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Davinci Laboratories L-Lysine Capsules - 90 Capsules Remo Diplomat Coated Drumhead, 6" LLLD Storage Bench Entryway Shoe Rack Wih Leather Seat 2 Tier Li WLG Desk Storage Organizer Shelf Linen Paper Office A4 Book Vert ReynosoHomeDecor 10x60 Inch Bolster Cylindrical Pillow Insert Fo INSUL AL MECH (5) 3/0-6 DUAL TUL CSA (Pack of 1) "Amphenol Industrial 97-3101A-28(0850) connector comp, shell onl WPC 56 Season 2 UKKO Blanket Luxury Blanket Fluffy Shaggy Sofa Blankets Bed Bed
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Gold Crystal Pillar Candlestick Holders, Shining Beautiful Multi Guhih Turnover Transfer Pad for Bedridden Patients, W-Shaped Tur Gol D. Roger Large-Capacity Lightweight Printing College School Historic Map : Turkey in Asia and The Ottoman Empire, Wilkinson, Jewels Obsession Gold Train Engine Locomotive Necklace | 14K Whi "Screws, self-Tapping Screws, washers, Bolts, Nuts" 4-40 x 5/8" LKDF Plastic Table Cover, Thick Crystal Clear Table Cover Protec American Shifter 399723 Shifter Kit (4L60E 8" E Brake Cable Clam GRBD Home Decoration/Decoration Accessories Resin Deer Ring Hold Mountain Bike Moutain Bicycle Moutain Bike 26" Ravine Bike MTB S
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
ANGOU LED Ring Light 6/8 Inch Ring Lamp Bluetooth USB Plug with
1 2 3 4 5 Rexroth New Aftermarket A10VO28DFLR/31L-VKA11K68 Hydraulic Pisto GXK Massage Tables Portable 2 Foldable Portable Massage Table Be for GSXR1000 2009-2019 Motorcycle Brake Clutch Lever Adjustable Simulated Blue Topaz December Birthstone CZ Round Studs 14k Soli Mystery Box Electronics, Mystery Boxes Random, Birthday Surprise DZSLTC Hottest Specialized Dirt Bike Clutch Brake Levers for BMW 3D Dolphin Jumping 5876 Floor Wallpaper Murals Wall Print Decal 20 Purple Capped Aluminum Extended 60Mm Lug Nuts For Wheels/Rims ZHANGW Chair Cushion Corduroy, Corn Seat Cushion Floor Square Fu
Chapter 10 Mining Social-Network Graphs PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 12 XZGDEN Wigs Hair Wig 150% Density 13X4 Lace Closure Human Hair W ALGXYQ Clear Desk Cover Protect Floors and Furniture Rectangular
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 GHDZJPN Men Lightweight Blade Running Shoes Shockproof Lack up B Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp
Chapter 12 Large-Scale Machine Learning PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 12 UR-0400, VH-400 Spirolox Internal Retaining Ring, Light Duty, 4" Front Sprocket compatible with Suzuki GSX-R 1000 2001-2006 14 Te
Index PDF
Errata HTML

Download the latest version of the book as a single big PDF file (511 pages, 3 MB).

Download the full version of the book with a hyper-linked table of contents that make it easy to jump around: Lenox 2003 Home for the Holidays Collector Plate (513 pages, 3.69 MB).

The Errata for the second edition of the book: HTML.

Download slides (PPT) in French: Chapter 4, Chapter 5, Chapter 8, Chapter 9, Chapter 10. Courtesy of Richard Khoury.

Note to the users of provided slides: We would be delighted if you found this our material useful in giving your own lectures. Feel free to use these slides verbatim, or to modify them to fit your own needs. PowerPoint originals are available. If you make use of a significant portion of these slides in your own lecture, please include this message, or a link to our web site: http://www.mmds.org/.


Version 1.0

The following materials are equivalent to the published book, with errata corrected to July 4, 2012.

Chapter Title Book
Preface and Table of Contents EMIAOTO Power Steering Pump for GMC Enclave Traverse Acadia Outl
Chapter 1 Data Mining PDF
Chapter 2 Large-Scale File Systems and Map-Reduce PDF
Chapter 3 Finding Similar Items PDF
Chapter 4 Mining Data Streams PDF
Chapter 5 Link Analysis PDF
Chapter 6 Frequent Itemsets PDF
Chapter 7 Clustering PDF
Chapter 8 Advertising on the Web PDF
Chapter 9 Recommendation Systems PDF
Index PDF
Errata HTML

Download the book as published here (340 pages, 2 MB).