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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 Mariah Carey / Honey (David Morales Mixes) 7 8 Journee Collection Women's Heeled Sandals Animation - Saiyuki [Japan LTD DVD] DUTD-2114 WANGXI Car Interior Console Air Conditioning Vent Cover Trim Fra XP POWER ECM40US24 AC-DC CONV, OPEN FRAME, 1 O/P, 40W, 1.7A, 24V 14K Gold Polished Fancy Link Bracelet 7.5in 5mm style SF2569-7.5
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Custom Mural Wallpaper Tropical Plant Leaf White Marble 3D Photo 13 Spiffy Custom Gifts Florida Homebrew Beer Bottle Caps Ready To U
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Clhhsy Photo Wallpaper 3D Fashion Pearl Jewelry and Flower Mural YRCBQJBE Stuffed Animal Cartoon Dinosaur Plush Doll Three Gifts IPCW LED3-420C - Chrome LED 3rd Brake Light Society6 Riverside - Sand by Jacqueline Maldonado on Wall Hangin Catalyst 4500X 750W DC back FD Vintage Drop Pendant, SGL Certified 0.19 Ct Diamond Charm Neckla Black Hole The Mas School Backpack With Insulated Lunch Bag Kids 20 Inch x 14 Inch Paper Placemats, 1000 Heavyweight Construction Go-Parts - for 2012 - 2014 Toyota Yaris Hood Hinge Left (Driver)
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 FPKK Creative Net Red Mini Safe Password Piggy Bank for Children 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Bullard S51BKR Standard Hard Hat - Ratchet Suspension - Black (1 Comforter Duvet Insert Home Quilt Independence Day American Flag Colorful Floral 15 inch Laptop Sleeve case Protective Bag, ultra Salvatore Exte Men's Vested Three Piece Suit Blazer Jacket Dress Cuernavaca Xochicalco Mexico 1000 Piece Jigsaw Puzzle Game Artwo Only Dance: 1960-1964 Smart Fingerprint Lock, Gym Lockers User Fingerprints Management RORA Bed Sheet 3 Piece Set 1 Flat+1 Fitted+2 Pillowcases-3D Spor GYCS 10x42 Binoculars for Adults Kids, High Power Waterproof BAK Table Cover Cotton and Linen Round Tablecloth Oil-Proof Romantic
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 WIX Transmission Filter Kit Clhhsy 3D Art Wallpaper Custom Wallpaper 3D Photo Mural European Amphenol Part Number MS3110E8-2S goforwealth Bonsai Watering Pot Modern Mini Stainless Steel Wate Nail Bonds Yellow Line Red Open LED Neon Sign 24 x 31 - inches, American Shifter 504777 Shifter Kit (TH400 10 Trim Kit CHR Push QTBH Monitor Arm Single Arm Monitor Stand 27"-49" Heavy Monitor American Shifter 518612 Shifter Kit (TH400 16" E Brake Cable Cla PTKU Heating Gilet, USB Charge Heating Pad Third Block Heat Comp
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Moresoo Human Hair Clip in Extensions 12 Inch Black Clip in Hair CYLINDRICAL ROLLER BRGS 3-28X3/8 Phillips Flat Self Tapping Screw Type AB Fully Threaded PowerWare PW9125-3000 UPS Replacement Batteries - Set of 6 Calvin Klein Women's Lura Sneaker Gaming Mouse Pads Scarlet Nexus RGB Big Mousepad Gamer Gaming Ke BDI158629 Beadings Big Natural Tiger Eye Stone Nunatak Cat-Eye T Rexroth New Aftermarket A10VO45DRG/31R-PUC11K68 Hydraulic Piston Olive Oil Dispenser, Olive Oil Vinegar Dispenser Bottle Set 420m Halloween Party Women Fancy Dress Rocky Horror Picture Show Mage
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
YINGJUN-DRESS Precision Linear Bearings LM16UUOP LM16 LM 16mm Li
1 2 3 4 5 Atosa 46 cu. ft. Upright Freezer Jianzun Vibrant Sunflowers London Skyline Men's Drawstring Leisu 3D Wallpaper Modern Simple Personality Geometric Children's Room Dainty Flower Wedding Ring, Round Moissanite Cluster Ring, Women E Cigs Vapors (18" x 24") Yard Sign, Quantity Discounts, Multi-P GTRB Wall Sticker Ostrich Portrait 3D Wall Art Sticker Mural Dec Chuckit! Classic Ball Launcher Medium Ball - 18" Launcher - Pack Fuel Pump Assembly Polaris Sportsman Touring EPS 850 HO 2013 ATV Anime Fate Zero Irisviel von Einzbern Men Women Leather Wallet F
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 Jewels Obsession Gold Heart With Rose Necklace | 14K White Gold Large Desk Pad 35x15INCH Oversized Soft Writing Pad, Mandala Bei
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 XYJ Rectangular Tissue Box, Simple Leather Tissue Box Cover, for HJKKLL Fit for Samsung Galaxy A6, A8, 2018 Plus, Kickstand, A6,
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 NMC D117R, OSHA Sign (Pack of 50 pcs) LoveinDIY 350 Pieces Per Pack Disposable Chin Rest Paper - 10 Pa
Chapter 13 Neural Nets and Deep Learning PDF for Y-amaha XJ6 N S 1995 1996 1997 1998 1999 2001 Motorcycle Han ZHYYDS Women's Roller Skates PU Leather High-top Roller Skates F
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 Caltric O-Ring Drive Chain Compatible With Polaris Xplorer 250 4 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 YONGLI Outdoor Yard Garden Umbrella Parasol Cover Zipper Waterpr 7 8 YISYIS Statue Ceramic Frog Garden Statue Garden Lawn Ornaments f NO-LOGO RENLIANG-ZHOU RNA4924 Bearing (1 PC) Solid Collar Needle Accuform, MFXG560VA, 7" x 14" Aluminum Sign:"Fire Alarm" Right L-SHISM Cigar Humidor Cigar Humidor Cedar Wooden Lined Cigar Cab Accuform MDT245CTP PF-Cardstock Jumbo Tag, Legend"Danger DO NOT
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 NiSi S6 150mm Filter Holder Kit with Pro CPL for Canon TS-E 17mm 13 General Purpose Relays Switch Current Screw SPST-NO 12V 60A/100A
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 EZON-CH Winter Scenery of Mountains Castel Bedding Oversized Qui Formatt Hitech 85 x 85/110mm 1.5mm Resin Neutral Density Master Tweety Bird Anime Backpack For Kids And Adult,Large Capacity S TJLSS 8L Multifunctional Storage Box Box Organizer Bag Drawer Po ROEWP Portable Travel Jewelry Storage Box, Korean Earrings Neckl Set of 2 Tennant 45" NYL Brush Broom 54923 Sweeper Scrubber 355 Rexroth New Aftermarket A10VSO28DRG/31R-PRA11K40 Hydraulic Pisto Duvet Cover Full Size Pink Petal Girl Bedding Sets Full Size Tee Rexroth New Aftermarket A10VSO28DFR/31R-PWA62K40 Hydraulic Pisto
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Arts Print Twin Size Quilt Throw Bedspread Lightweight Soft All 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Compatible Drum Unit Replacement for 10-Pack (Black) HP DR730 DR UDRJU Statues Sculptures Cast Iron Frog, Mushroom and Bird Food 16PCS Shower Curatin Set with Non-Slip Small/Large Bath Mat,Toil ENEVOTX Car Shades for Front Windows Baby Koala Laying On Floral Devol X-Shot Holeshot System for 07-18 Honda CRF150R Society6 Leopard Print - Peachy Blue by Silverpegasus on Water B LXLA Flower Pot Caddy Patio Garden Cast Iron Plant Trolley, Mova Demon Slayer Laptop Bag Tablet Portable Briefcase Protective Cas Angeleno Heritage Labor Day Balloon Burlap Garden House Flags Ki Men's 100% Polyester Tree in Black and White Beachwear, Casual B
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 SHIJINHAO Portable Locker Room, Privacy Protection in The Fittin ASMKW Solid Wood Jewelry Rack Entrance Key Storage Box Ring Tray SFGH 2Pcs/Set Cute Garden Frogs Statue, Resin Small Gardener Fro Abstract Printed Entrance Mat Bunch of Various Colored Balloon F American Shifter 515891 Shifter Kit (C6 16" E Brake Cable Trim K Come Back My Love Awotzon 2 pcs Custom Text/Image Car Seat Belt Pads Fit for Volvo LSXLSD Kitchen Storage Box Refrigerator Storage Box Plastic Whit Handle Guard Motorcycle Handlebar Hand Guards Handguard Protecto
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Transparent Tablecloth Thicken Non-Slip Wear Resistant Household Delfield 9292173 4 Drawer Graphic Overlay Pokerty9 Floating Shelves Gold, Wear-Resistant and Durable Iron Decal Stickers Multiple Sizes Tiropites Blue Food Bar Restaurant GXFWJD Bicycle Wheelset MTB Bike Wheel 700C 29 Inch Sealed Beari Kenneth Cole REACTION Men's Premium Stretch Texture Weave Slim F FFYY Camping Chair,Portable Camping Chair Outdoor Portable Foldi Jewels Obsession Gold Cross Necklace | 14K White Gold Latin Cros Silver Cotton Pinch Pleat Pintuck Dust Ruffle Bed Skirt with 12" Monitor Stand, Monitor Stand Riser, Tempered Glass, ABS Frame (C
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Furniture Cases Garden Cover Furniture Protective Patio Outdoor
1 2 3 4 5 Girls Nursery Stickers - Monogrammed Nursery Decals - Girls Them Kingston 512GB Oppo Find 7 MicroSDXC Canvas Select Plus Card Ver HIKVISION DS-7332HUI-K4-32TB PRO Series TurboHD 32-Channel 5MP T 12 Packs Kitchen Cabinet Knobs,Seamless Russian Pattern Blue wit Qikafan Thanksgiving Halloween Harvest Christmas Table Decoratio American Shifter 384436 Shifter Kit (C6 23 Swan E Brake Cable Cl Pbldb Waterproof Wallpaper 3D Luxury White Marble Golden Line Mu Jexmon Wall Sticker Buddha in Meditation Multicolor Removable De Renovator's Supply Cornice White Urethane Gwendolyn Ornate Desig
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 0.9ct Brilliant Marquise Cut Solitaire Light Sea Green Simulated Pit Bull Terrier Motorboat Doogie Collectable Figurine
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 American Shifter 490324 Shifter Kit (6" 4L60E E Brake Cable Clam MTV Ao Vivo (Live): Lulu Santos
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 American Shifter 347814 PG Shifter Kit (6" E Brake Cable Clamp T Boxer Dog Flowers Florals Mint Cute Flowers Leather Placemat Hea
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: Elevated Planters Raised Garden Beds, Vegetables Planters for Ou (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 Sports Name Volley Travel Laptop Backpack Work With Side Pockets
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).