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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 American Shifter 489976 Shifter Kit (6" 4L60E E Brake Cable Clam 7 8 Rexroth New Aftermarket A10VO45DR/31R-VPA11N00 Hydraulic Piston Yt92Pl@00 Men's Dog and Flowers Athletic Sweatpants, Close Botto Bosch 0280158079 62398 Original Equipment Fuel Injector for Sele Gazechimp Feng Shui Elephant Candle Holder Statues Sculpture Dec nightstands Bedroom Modern Nightstand,Drawers Bedside Table Cabi
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Victorinox Victoria 2.0, Continental Wallet, Olive 13 VSDY Unique and Magical Metal Windmill Garden Sculpture,Metal Sc
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Best Fun I Love My Wife Heart Wives For Mom Mothers Day Mom Gran GaYouny Guitar 41 Inch Koa Wood Acoustic Guitar,Ebony Fingerboar Russian Naval Songs Manfrotto Hydrostatic Ball Head with Top Lock Quick Release (468 homozy 16 Styles Rabbit Statues Bunny Garden Figurines Sculpture Kids Extra Wide Curtain Panels 72 Inch Long Cartoon Style Owl Fa Hoag's Complete MultiVitamin Vegetarian Strawberry Gummies for K Lawn Mower Parts 6 Pack Genuine Kohler 12-050-01-S Short Oil Fil Oval Emerald Solitaire Pendant with Diamond Bale (7x5mm Emerald)
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Shakespeare in Words Music [DVD] [2008] [Region 1] [US Import] 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 window Triangle Sun Shade SailCanopy,Water Permeable UV Resist (300pcs) #8-32 X 3-1/2" Pan Head, Phillips Drive, Machine Screws Female Massage Sùckíńg Toys Remote Control Thrustíńg Clitorisl DINGGUANGHE 6 Pieces Guitar String Tuning Pegs Tuners Machine He Go Barefoot Made in USA Men's Ape Leaf Reverse Aloha Shirt Bookshelf Rotating, Small File Organizer, Folder Storage Box JXL The Decor That is Adored Natural Color Floral Skeleton Skull Day Remote Control Storage Boxes, Wall-mounted Cell Phone Storage Bo N / A Mini Vacuum Cleaner, Wireless Handheld, Battery Display, d Wilson Staff DUO Optix Golf Ball, Soft, Red
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Stacy's Knights SALUTUYA Outdoor Binocular Telescope HD Sturdy HD Optical Binocu 3D Wallpaper Landscape Photo Wall Murals Living Room TV Sofa Wal LXD Hangers,Coat Racks Clothes Stand,Coat Rack Wrought Iron Scar GaYouny Guitar Solid Spruce Top 41" Classic G414s Acoustic Guita Advancey Placemats Set Table Runner Set Non-Slip Table Mats Welc Ṣẹx Tọys for Woṃen ṃạssạgẹr for Woṃen Pụsá¹£ Postmodern Geometric Design Series 6118 Rose Quartz Vinyl Tablec Lost in Oz Sun Shade Car Windshield One Piece 55x30inches Univer
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Teerwere Coin Bank Cast Iron Piggy Bank Money Box Cast Iron Home QiXian Modern Design Toilet Scrubber Setfull Copper Toilet Brush ZHHRHC Faux Leather Car Steering Wheel Cover Car Interior New St (2) Two New 18" Speaker Foam Surrounds (Cerwin Vega Red). MW Mean Well EPP-200-12 12V 16.7A 200W Single Output with PFC Fu Reggano Grated Parmesan Cheese - 8 oz. CHILL·TEK Car Seat Covers, American Flag with Guns Universal Fit DIY 5D Diamond Painting Kits for Adults Kids Full Drill Large Si NCAA Tulsa Golden Hurricane All Weather-Resistant Protective Dog Womenfocus Cozy Plush Doormats 24x35in Absorbent Cushioned Kitch
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Savannan Area Rugs 5 ft Round Accent Rug Soft Sponge Non Skid Ar
1 2 3 4 5 LHALUA Statue Sculpture Outdoor Figurines for Garden Patio Lawn PUSOKEI Camera Video Cage for DSLR Cameras, Camera Cage for A640 The Drop Women's Black Ruffle-Shoulder Tiered Midi Dress by @fas Jiahezi Mens Womens Water Sports Shoes Quick-Dry Lightweight Bar AIKENING Girls Steering Wheel Cover Dog Reading Newspaper Or Mag Storage Basket, Compact Durable Hamper Outdoor Picnic Bread Bin American Shifter 374018 Shifter Kit (TH350 16" E Brake Cable Tri Gates W0133-1625952 Accessory Drive Belt Wax Warmer for Hair Removal, 7 Piece Set Depilatory Wax Heater H
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 3D Printing Blanket English Bulldog Thicken BlanketMen's Women's 1.50 CT London Blue Topaz and Diamond Dainty Pendant (AAA Qualit
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Sterling 1006K 10 x 650mm Locking Cable EZON-CH Decoration Quilted Bedspread Coverlet Fashion for Bedroo
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 Bath Sheet Abstract Modern Triangle Art Shower Towel Wrap Adjust Kingston GO! Plus Works for Micromax Canvas Fire 5 512GB MicroSD
Chapter 13 Neural Nets and Deep Learning PDF English Bulldog Puppy Dog Backpack 2-Piece Sets with Lunch Box C NNDQ Rice Dispenser, Rice Storage Container, Cereal Container, C
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 Miniot So Proud of Dad Square Pillow - Square Decorative Throw P 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 Jackson Safety 50008 Lightweight, Ultra-Strong, SG Safety Glasse 7 8 Montana Teak Wood Outdoor Patio Bench 5 Foot Brown Modern Contem What Else Could I Need Man's Short Pants Cargo Short GXP 69” Wood Freestanding Bathroom Linen Tower Storage Unit Cabi Hypeshops Kitchen Cart, Stainless Steel White FUFU Graphic Marker Pen Graffiti Pens Graphic Sketch Twin Marker
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 YOR 4pcs Kitchen Cupboard Handles Pull Drawer White Ceramic and 13 Female Vibrarating Toys Sex Tongue for Women Licking and Sucking
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 ZCPCS Black Red Coffee Camel Women Cowhide Leather Belt Gold Met Wall Decal Universe, Nursery Boys Room Decor Playroom (About BARFPY 3D Door Stickers for Interior Doors 95x215cm Cartoon Girl One Piece Ace anime Youth leather coin purse zipper wallet, cart YBBLDD Māle Sěx Tóy with Lifelike Pōcket PÅ«ssy Bútt Simulati Vehicles-OCS Main Wheels 25mm Brakes Set - 50mm to 76mm Air In Dial Body Wash, Gold 16 oz ( 6 pack) basyx Embark Series File/File Pedestal File w/2 quot;Mquot; Pull 8 x 9'9 Hand Knotted Chocolate Brown Colorful Oushak Oriental Ru
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Empty PVC Self-Adhesive Waterproof Photo Mural Wallpaper Green F 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 En Acustico Data Transmission Cable SFF8639 Male to SFF8639 Female Data Cabl 16 Pcs Divider Panel - 63 x 63 inch - Red Wall Divider Hanging P Kase Wolverine 82mm Magnetic Shockproof Tempered Optical Glass F Thomas Collection Luxury Designer Decorative Gold Throw Pillow - Cup Coffee Mug, Gift for Women Men Boys Girls Quality by Esther Decorative Tray with Gold or Silver Handles. P ZKORN PVC Waterproof Table Protector,1mm Strong Clear Plastic Ta ZHIU Arab Hookah, Aluminum Hookah, Single Tube Tripod Shelf Shis Rexroth New Aftermarket A10VO45DFLR/31R-VSC61K04 Hydraulic Pisto
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Savinelli Regimental Brown 624 Tobacco Pipe - Rustic Backpack for Teens Men Women Storage Packet,Engraved Hand Drawn 1 11/16-12 Special Pitch Round Die, 3" Outside Diameter - High S BreaAP PAINTED FRONT BUMPER FACE BAR UPPER CAP PRIMED Compatible LLLD Easy to Install Bathroom Stainless Steel Telescopic Wall Mo Nut Laptop Backpack,School Business Bookbag With Usb Port For Wo Rexroth New Aftermarket A10VO28DFR1/31R-PKA62K52 Hydraulic Pisto Full Mirror Wooden Floor Standing 3-Layer Shelf, 4 Drawers, 8 Bl 4400mAh Battery Replacement for Asus P31S P41F U31SD U31 U31J U3
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Sweet Liberty by Alan Alda Guitar Bridge 1 Set of Electric Guitar Bridge Roller Saddle Tuni Eaton 3S UPS Storage basket dirty clothes basket rattan dirty clothes storage Fire Power Starter Motor A/C Compatible With Arctic Cat 550i TRV 551-2509F, LED Uni-Color Hi-Eff. Orange 600nm 2-Pin Bulk (250 It ZHXQ Garden Sculpture Vintage Rooster Outdoor Statue, Wrought Ir Car Seat Covers for Buick Seven-Seats Leatherette Car Front and TouchupXS-for Chevrolet Cobalt WA403P Imperial Blue Metallic Qua QSP-AKP1112 QSP Works with Lexmark: Duplex Roller Kit T632 T634
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Custom Any Size Mural Wallpaper 3D Stereo Jewelry Flowers Butter
1 2 3 4 5 jagged - blue Laptop Backpack Travel Backpack Unisex Extra Large 8GB (4GBx2) Team High Performance Memory RAM Upgrade For HP - Co Book Support Metal Retractable bookends Support Stand Holder She Dell Precision 7910 / T7910 Tower - 2X Intel Xeon E5-2623 V4 4-C Kane Carpet 15' x 15' Fossil Gray and Ivory Chevron Hand Woven S Navitech Black Waterproof Underwater Housing Case/Cover Pouch Dr Teotryu Women's One Piece Bikini Set Swimsuit DOITOOL Insulated Lunch Bag, Car Trunk Storage Bag Organizer Dri 14K Gold Necklace 0.61 ct tw Diamond Pendant Intertwined Circles
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 Unisex Classic Lightweight Laptop Bag College Bookbag Motionless Sunnydaze Aluminum 9 Foot Patio Umbrella with Tilt Crank
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 zlw-shop Desk Lamp Student Reading Light Dimmable Office Light L BRLUCKY Home Use One Piece Folding Table and Chair Aluminum Allo
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 Casual Vintage Wine Decanter Glass 1500ML Wine Dispenser Crystal NMC AGT460BR, 4" x 60' Medium Brown Anti-Grit Tape (Pack of 3 pc
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: American Shifter 365861 Shifter Kit (4L80E12" E Brake Cable Trim (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 Rexroth New Aftermarket A10VSO28DRG/31L-PWA61N00 Hydraulic Pisto
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).