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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 Nathan 373139 Playing Surface Cover, Multi Color 7 8 Backpack Lunch Bag Sets for Boys Girls,Cute Penguin Backpack S Hot Glue Gun Heats Up Quickly 100W Mini Heating Hot Melt Glue Gu AOKIA Abstract Art Shower Curtain Kanagawa Under The Stars Decor 5 Ft Round Soft Carpet for Kids Girls Non-Shedding Entryway Door Daily Affirmations for Women Canvas Wall Art Print - Let Go of W
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Electric Towel Warmer, Heated Towel Drying Rack, Stainless Steel 13 Mystery Box Electronics Random Gift Surprise Box for Cell Phones
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 OPMLISIR 4 Pcs Shower Curtain Sets with Non-Slip Rugs,Toilet Lid Doormat Hand-Woven Multi-Functional Storage Basket, Rattan Table Posterazzi Portsmouth JMW 1905 Poster Print by J.M.W. Turner, (2 5/16-18 x 1 1/4 Coarse Thread Thread Cutting Screw Hex Washer He Threaded Rod, 304 SS, 10-24x3 ft - U51070.019.3600 (Pack of 10) KMJJPN Womens PU Leather Zipper Skirt High Waist Pencil Evening Arts Language Bedspread Quilt Twin Size Summer Flower Bicycle Al Ochoos HK2812 Drawn Cup Needle Roller Bearings 27941/28 The Size Lladro Girl in Bluish Dress Collectible Figurine #05119
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Xing Hua Shop Table Chair Sets Study Table and Chair Set Solid 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 SUABO Auto Open Close Umbrella Windproof Travel Umbrella Custom Pbldb 3D Autumn Large Forest Wallpaper Decal Dercor Home Kids Nu Bade Hand-Tufted Ivory/Gray Area Rug ZHIQ Portable Massage Bed Spa Bed Hight Adjustable Massage Table Cozy Plush Doormats 18x30in, Absorbent Cushioned Kitchen Mat Are ZNND Mountain Bike Wheelset 26 27.5 29 Inch MTB Double Layer Rim Gimax Smart module for detecting the status of the filament 3D P No Forklift Floor Decals Yellow Red Anti-Slip Round Shape Lifest 3D Silk Wallpaper Simple Black and White Feather Decoration Cust N / A Mosaic Bistro Table Ceramic Tile, Patio Cast Aluminum Furn
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Jianzun Sandals London Skyline Men's Drawstring Leisure Sweatpan Carson "Love Memorial Fountain ProSphere Alpha Sigma Phi Men's Performance T-Shirt (Camo) 2EFA5 Valterra K88105 Standard RV Accessory Starter Kit with Pure Powe Bear Village Screen Protector for Huawei Y7 Prime 2019, Ultra Th X-LARGE CARDINAL RED BIRD OUTDOOR HANGING BIRD SEED FEEDER 11" T RTYUIHN Photo Wallpaper Mural 3D Window Balcony Mountain Scenery FZYJ 8PCS LED Inline Skate Wheels Indoor Outdoor Luminous PU Whe CHUHUI Men's Swimming Trunks Anime red Shorts with Pockets Boys
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 QCDD DEYUSHENG 30 Pieces of White Rose Artificial Flower Head De QYXY 2pcs Front Side Axle Shaft for 66-3298, 66-3299 Bockle 5 GAY-ZIP Double Belt leather pants Men leather pants tro Daum Crystal Amour Figurine 05659 eCarpet Gallery Area Rug for Living Room, Bedroom | Hand-Knotted Maple Hill 100% Grass-Fed Organic, 2% Reduced Sugar Chocolate Mi Free Standing Wine Rack Countertop Wine Bottle Holder 7 Bottle L Holland Bar Stool L217B Ohio University Officially Licensed Pub Wall Tapestries Ramadan Decoration Tapestry Wall Hanging Bedding Future Diary Gasai Yuno Backpack Anime Printed College Bag Lapto
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
YILAIBAODAN Detachable Portable Oven Shovel Flat Round Wooden Ha
1 2 3 4 5 1 Piece of 3/4" Aluminum 6" x 96" Bar Sheet Plate 6061-T6 Mill F 3/4"-10 x 4" SS Grade 316 UNC (Coarse) Hex Head Cap Screws, 5 pk LWSJP Table Cover Country Style Table Cloth PVC Tablecloth Washa LYRFHW Plant Climbing Protective Netting Stairs Balcony Protecti NEWQZ Resin Dancer Figurine for Home Decor, House Improvement Or Champion Men's Powerblend Fleece Pullover Hoodie, Script Logo Diamond Multimedia AMD Radeon HD 5450 PCI Express GDDR3 1GB (DVI Aimoll 2pcs 10 Inch Big Chrome Z71 Emblems for GMC Chevy Silvera TRIXIE 1998100 Premium Y-Harness, 30-35 M/10 mm, Vermilion, XS
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 Hair Clips Garden Furniture Covers Outdoor Table Cover Waterproo Orange Leather and Iron Modern Office Chair Grey Contemporary Tr
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Seekonk MR-3-TLRR-45, L Handle Torque Wrench, 1/2", 45 ft. lbs zuomo Boy Wall Art Canvas Print Poster Painting Robot Playroom D
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 QYXY 1pcs Fuel Pump For E8566M FACAZ Garden sculptures, courtyard sculptures, lawn statues,Resi
Chapter 13 Neural Nets and Deep Learning PDF CRTTRC 3D Colorful Lotus Pattern Round Tablecloth Green Lotus Le GM Genuine Parts 11546923 M4x.7x8 Steering Wheel Bolt
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 15 Sẹẹds Láthyrus Odorátus Or Suzy Z Swẹẹt Pẹá Sẹẹ 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 Single Ear Wireless Earbuds/Earphones, Bluetooth 5.0 Headphones, 7 8 Kettlebells Water Filled Kettle Bells for Women Yoga Gym Home Fi Drillco Series 200 5/64" X 2" Black Oxide HSS General Purpose Jo ALAZA Sloth Yellow Lemon Floral Car Seat Covers Front Seats Only Puccy Privacy Screen Protector Film, Compatible with ViewSonic V (75 pcs) 3/8"-16 X 4", Carriage Bolts, Round Head, Square Neck,
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Driver Windshield Wiper Blade for 2007-2014 Toyota FJ Cruiser 13 GZYX The First Layer of Leather RFID ati-Theft Brush Ladies Wall
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 French Connection Women's Boiler Jumpsuit Blueangle Snowflake Polar Bear Towel Wrap with Dry Hair Cap He XUXUWA Scales Electronic Household Scales Scales for The Human B 2.50 ct Brilliant Round Cut Designer Genuine Natural Morganite I Jewels Obsession 14K Yellow Gold Seahorse Pendant with 18" Neckl Rexroth New Aftermarket A10VO45DR/31R-VUA62K01 Hydraulic Piston Stainless Steel O-Ring Plug and Nose Hook Slave Bondage Leather 14k White Gold Halo Round-Cut Blue Diamond Pendant (1/4-1 cttw, CRTTRC Geometric Table Cloth Tablecloth Nappe Table Cover Party
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 YSJJXTB Wall lamp Nordic Living Room LED Wall lamp Bedroom Light 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Ambesonne Geometrical Reading Cushion with Back Pocket, Modern R Infinity Round Opal and Diamond Halo Pendant (6mm Opal) Women's Western Handwoven Wool Rodeo Cowgirl Handbag Shoulder Pu 300 Sẹẹds Slịppẹr Flowẹr Cạlcẹolạrịạ Hẹrbá Safariland Duty Gear MK3 Hidden Snap OC Pepper Spray Holder (STX Led Headlamp Waterproof Rechargeable Light Portable Camping Ligh DIY 5D Diamond Painting by Number Kits, Blue Ginkgo Leaves Diamo Alt's Neig's Aus Dem Ba Open Trail HD 2.0 Axle Rear Compatible With Polaris Sportsman 55 Spiritual World Pure Brass Janamastmi Special Laddu Gopal Bhog T
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 The Pillow Collection Throw Pillow, Euro Square, Red Ultra-Slim Black Adjustable Tilt/Tilting Wall Mount Bracket for Coasters Absorbent Ceramic Drink Coasters with Cork Base - 8 Pie MM-tester Precise Four-Channel DC Regulated Power Supply Digital Outdoor Picnic Blanket with Waterproof Backing Washable Foldable 30 Inch HD Lace Front Wigs Human Hair 13x4 Transparent Lace Fron CJCSM Lace Front Wig, Real Human Hair, pre-Pull Baby Hair Withou LTLJX Dual Monitor Arm Mount, Ergonomic Height Assisted Gas Powe Tọỵs fọṛ Cọuples Vịbratiṇg Machịnẹ, Wịreless
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Skydiving Chillin Pant in Red Color Modern Contemporary Area Rug for Living Room, Thanksgiving Pumpk Yuchen 4x6 Red Living Room Silk Area Carpet Hand Knotted Persian Towel rack Creative Arc Tower Hanger, Double Towel Bar, 50cm/60c Area Rugs,Stain Proof Rugs Ultra Soft Carpets Purple to Gray Gra Lysee Screws - 1 set Micro Screws Set for Eyeglass Sun glass Spe Rattray's Vintage Army 25 Horn Tobacco Pipes - Sandblast Raisins Crochet Mai Tai Bottom Y710452-OLIV M/Green ZQJKL Fluffy Bedroom Rug Soft Floor Mat Anti-Slip Living Room Ar Jewels Obsession 14K Yellow Gold Egyptian Pendant with 18" Neckl
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Jnseff Towel Yoga Hot Yoga Towel Kawaii White Bird Holy Pure Yog
1 2 3 4 5 4GB (1X4GB) Memory Ram Compatible with Dell Inspiron 15 3581, 35 Womenfocus Cozy Plush Doormats 24x35in, Absorbent Cushioned Kitc Unicorn With Wreath Of Flowers Pink Peonies Laptop Backpack,Fash StoreSMART - Black File Jacket with Hook Loop Back - 50-Pack - Clara Pucci 2.1 ct Brilliant Emerald Cut Solitaire Stunning Flaw American Shifter 528643 Shifter Kit (904 23 Swan E Brake Cable C Hand Mixer Santa Claus Ceramic Elk Creative Egg Tray Creative Cu DYCLE Sunbed and Table Sunloungers/Folding Recliner/Garden Recli 25 MPH Speed Limit Watch for Children Sign, Traffic Sign, 24x30
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 Lawn Mower Parts 481661/483790 Fuel Tank Gas Cap Gauge for Scag Catalina Rug Persian Rug Heriz Wool Rust Geometrical 7x11 Hand-K
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 MUCXBE 3D Printed Twin Size Yellow Fashion Stripes Duvet Cover C CRFATOP 2 Pieces Velvet Armless Chair Slipcover Stretch Armless
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 Pbldb Simple Hd 3D Landscape Wallpaper Beautiful Waterfall Wallp Silicone Vibrating Cock Ring Cook Ring Vibrator for Men Cock Rin
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: Accuform (NO Parking Symbol) Except for Electric Vehicle Chargin (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 Kunming~ Mexico Jogger Pants 3D Sweat Pants Hip Hop Garment Unis
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).