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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 LSN Telescope,Binoculars Telescopes Telescope, Tourist,Black 7 8 Powerful Sucking Pennis Pump Air Vacuum Pump Pennis Enhancement OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo Womenfocus Cozy Plush Doormats 24x35in, Absorbent Cushioned Kitc JIEIIFAFH Relay 6 Channel Module High Level Triggering Optocoupl R0270 Chocolate Tasty Case Cover for MacBook Air 13? - A1369, A1
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 kgjsdf Wigs Exquisite Natural and Realistic Ladies Lace Black Sm 13 American Shifter 466205 Shifter Kit (904 16" E Brake Trim Kit Di
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Teen Hooded Sweate Santa With His Bag Of Goodies Sweate Sweatshi SMLZV Boss Chair, Home Office Desk Chairs Computer Gaming Chairs YLXSDM Neck-Mounted Mini Charging Fan Travel Portable Desktop Sm Migos Lunch Bag Backpack Multifunction Lightweight Bags Set Wate Full Size Pom Pom Two Tone Daybed Skirt 100% Egyptian Cotton 800 1991 Mercedes-Benz 300SL FRONT - Exhaust Manifold Header 1041421 Society6 Vintage Blue White Bohemian Elegant Floral by Pink Wate Large Dry Erase Boards 36x24 Inch White Boards with Stand,Alumin GWOKWAI Umbrella Mosquito Netting for 8.2FT to 9.9FT, Outdoor Um
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Motorcycle Grips For Yamaha Fjr 1300 FJR1300 FJ Fj R1300 7/8'22M 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Teacups and Saucer Sets White Black, Porcelain Cups 8 Oz for Spe XONRSE Sunflower You are My Sunshine Flannel Fleece Blanket Supe SSMDYLYM Long Lasting Cooking Utensils Kitchen Bamboo Spoon Spat Music Note Placemat Leather Table Mats Set of 6 Easy to Clean He Auto Front Seat Covers Set of 2, Universal Car Seat Covers Fit M Lexicon Edelweiss Power Double Reclining Loveseat, Dark Gray Teva Boy's Ankle-Strap T Hurricane XLT 2 GemAbyss Beads Gemstone Chrysocolla Faceted pear Shaped Beads,6x XINGXING WTQEE Store Modify Gas Struts Fit for SEAT Tarraco 2018 Dining Chair Cover Seat Protector Super Fit Slipcover Stretch Re
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 6600mAh Battery Replacement for Medion WIM2189 MD96215 Akoya MD9 Hypeshops Outdoor Waterfall Fountain Frog Theme M12 x 1.75 Thin Nylon Insert Lock Nut - PC8 - Steel - Zinc Clear DJCALA Baseball Cap Motorcycle Locomotive Retro Helmet, Men and KZEE MTB Bicycle Wheelset 26" Double Wall V-Brake Bike Rim 32 Ho Good Things Await / Songs from the Soil - 2-DVD Set ( Så meget g Mighty Max Battery 12V 9AH SLA Battery for Pinnacle Plus 1500 To DIY 5D Diamond Painting Kit for Adults Kids Full Drill Arts Craf Verified by SanFlash Ultra SanDisk 64GB Works for Sony E5343 Mic
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 HGFHGD Self-Adhesive Mural 3D Sea View Underwater World Dolphin Panduit - S8529BF - Panduit Net-Access Rack Frame - Black - Stee AR North America AR753840SSP, 75' Braided Rubber Hose, Pack of 2 PNNUO Mexican Day Dead Skull Rose Queen Bed Set,Twin Full King S Clear Table Cloth Cover, Round Table Cover Protector, for Office 12 × 16 in Lilacs in A Bronze Vase Picture Black Frame for Wall lilico 2piece Women's Swimsuit Blue Print Plus Size Skirt Swimsu 14kt Two-tone Gold Oval Diamond Bridal Wedding Ring Band Set 1 C Pbldb 3D Seaside Stones Wallpaper Decal Dercor Home Kids Nursery CGSignLab 2467675_bnrm |"Blowout Sale -Ghost Aged Blue" Wind-Res
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
NGK G-Power Platinum Spark Plug LZTR5AGP (6 Pack) Compatible Wit
1 2 3 4 5 HWCUHL Art Wall Mural – Self-Adhesive Canvas Wall Stickers Chris ERA Paints Automotive Touch Up Spray Paint Kit for Plymouth Neon OneHoney Halloween Pumpkin Crow Cat in Farm Truck 3 Pieces Bath Fevas 1/4" 500L/min Air Filter Combination Dyad Two Point Unit M JABASIC Women Lace up Ankle Booties Side Zipper Combat Boots Glue Sticks, Pk100 Jewels Obsession Gold Indian Head Necklace | 14K White Gold Indi Pair Air Springs Shock Absorbers Struts Cab Shock Absorber Compa REAR BUMPER INNER BRACKET WITH SCREWS KITS FOR 2004-2008 DODGE R
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 Microscope Holder, Microscope Bracket Support, Aluminum Alloy fo CHLDDHC Retro Hemp Chandelier E27 Socket Decorative Antique Ceil
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Fox Girl Astronaut Cute Art PU Leather Printed Pattern Casual Ha QIANGU Dining Chair Cushions, Non-Slip 100% Crystal Velvet Cotto
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 Yuehuam Newborn Baby Girl Knit Sweater Dress Toddler Solid Ruffl New Moose Elk 925 Solid Sterling Silver Dangle Bead Charm TR2080
Chapter 13 Neural Nets and Deep Learning PDF Ambesonne Elephant Bedspread, Tropical Jungle Animals Monstera L Petco Brand - Good Lovin' No Rawhide Peanut Butter Flavored Dog
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 Impressions: French Chamber Music for Flute, Harp and String Tri 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 XIAOLI Desktop Drawers Simple Drawer Storage Box Desktop Finishi 7 8 Clear Heat Tape, High Temperature Heat Resistant Tape for Heat S Queenker 3 Pieces Bath Rug Set Toilet Seat Cover Rustic Farmhous 2.4G Wireless Gaming Mouse 6 Button 2400Dpi USB Rechargeable Mut Magic Entrance mat Absorbent Cement Entrance mat Non-Slip mat Su Guitars Parts Black Acoustic Guitar Sealed Tuners Tuning Pegs Ma
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 A-Tech 16GB Module for Biostar TB250-BTC D+ Laptop Notebook Co 13 Replacement For Chevrolet/Chevy Camaro Year 2002 Rear Side Marke
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 LLNN Ergonomic Swivel Chair Correction Sitting Posture Computer ZOE GARDEN Bathroom Rugs and Mats Sets, Small Summer Beach Holid OG-Renstky Mink Fur Knitted Wool Hats for Women Winter Thick War Replacement for Jvc Lx-d500u Lamp Housing Projector Tv Lamp Bu DOULTON W9330059 Hip Undersink Water Filtration System wig Straight Lace Front Wig Highlight Wig Human Hair Ombre Lace 1.38ct Emerald Round Cut Pave Solitaire with Accent Genuine Natu Nanoblock Plus Hello Kitty Flower Shop PK-004 Black Canyon Citrus Mist Massage Oil, 128 Oz (1 Gallon)
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 WYJBD Stainless Steel Wall Mounted Bathroom Towel Rack Holder Ho 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Personalized New Zealand Maori Gods Blue Quilt Quilt Birthday to 181 PSI 5.5HP Twin Cylinder Air Compressor Pump Head, 21CFM V Ty Ballet Aquatique [ NON-USA FORMAT, PAL, Reg.0 Import - France ] LFCFE Halloween Medieval 5-Color Cloak Hooded Robe Monk Robe Clo MUSEDAY 4 Pieces Duvet Cover Bedding SetSummer Ocean Coastal Shi Sickspeed 20 Black 60Mm Aluminum Extended Tuner Lug Nuts Lugs fo Replacement For For Taurus Year 2011 Rear Side Marker Light By T Cosplay Costume Danganronpa Mikan Tsumiki Anime JK School Unifor 16 Inch Beauty Dish Studio Photography Reflector Diffuser Honeyc ARTSHOWING Anti Fatigue Kitchen Rugs Set 2Piece Flower, Waterpro
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 SH-CHEN Towel Shelf Rustproof Space Aluminum Corner Shelves - Ma Kingston 512GB Canon PowerShot SX160 is Red MicroSDXC Canvas Sel NU2216 Cylindrical Roller Bearing 80x140x33 Cylindrical Bearings shower head Three-Speed pressurized Filter, Universal Shaking He PJS Fasteners 10 Pack Satin Dover Solid Brass 3" cc Handle Pull Funny Ugly Christmas Sweater Nursery Room Canvas Wall Art My Bab Odin'S Raven Durable Large Lunch Bags For Women,Insulated Therma Fondos De Pantalla Fuego Casual Backpack Bookbag Hiking Outgoing Jnseff Yoga Towels Italy Symbol Landmarks Leaning Tower Yoga Tow
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 AKLSNTAJNFK Halloween Block Out Curtains, Help Me with Bloody Ha Triostar 2 Ct Diamond His Her Engagement Wedding Trio Ring Set Bnaioy DIY 5D Diamond Painting by Number Kits Full Drill for Adu BBQsmokerMods.com 18" Heat Deflector Stainless Elevator Rack ( Staffordshire Bull Terrier ​Purple Flowers Butterflies - Gift ZCL Carpet Anti-Slip Corridor Carpet, 3D Three-Dimensional Floor High Accuracy Patrol Checkpoint, Patrol Tags, 106KBoud Timelines Back to School Clothing (18" X 24") Yard Sign, Quantity Discount Bathroom Safety Handicap Grab Bar, Folding Armrest - Grab Bar Sa Easy to Install and Comfortable Sofa Cover Sofa Cover,L-Shaped
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
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1 2 3 4 5 Synvy Privacy Screen Protector, Compatible with Hannspree HP248P Backpack Bags Big Black Lilies Bag with Lunch Bag Pencil Case Po Case for Ipad Pro 12.9 Animation Portrait Horned Deer Wood Spiri Garden Bench,Outdoor Benches, Park Garden Benches Outdoor Bench, 170 Sẹẹds Poppy Pịnk Moon Pịnk Flowẹr KEHUITONG PSGS Black Gaming Mouse Pad Diving Material Anti-Skid Centric (105.11800) Posi Quiet Brake Pad, Ceramic Orthofeet Proven Heel and Foot Pain Relief. Plantar Fasciitis Di Detroit Axle - 312mm Front 260mm Rear Disc Brake Rotor Ceramic
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 ANGLD-Comfortable Cats backpack, bubble backpack, puppy backpack Distressed Green Floral Tebriz Oriental Area Rug Hand-Knotted Wo
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 DC Comics Batman Super Hero Nightwing Cosplay Costume 3349 LCNING Wig Wigs Honey Blonde 13X4 Lace Front Human Hair Wigs Pre
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 Hawk Ceramic Front and Rear Brake Pads Compatible for 2011-2011 OneHoney Bee Dwarf with Sunflower 3 Pieces Bath Rugs and Mats Se
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: 15 22 Mm Natural Irregular Rock Crystal Quartz Loose Spacer Bead (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 Reef Reel Tri Blend Fish on The Pocket Tee Shirt - Soft Comfor
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).