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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 12 iron mesh fence 7 8 Anime Fairy Tail 3-Piece Bedding Set, with Zipper Opening and Cl Teenage Mutant Ninja Turtles Action Hoodie 1.2 Carat Halo Round Cut Moissanite Engagement Ring for Women 10 3D Flamingo 559 Wall Paper Print Decal Deco Wall Mural Self-Adhe Bathtub Pad Non-Slip Rapid Water Absorption Skin-Friendly Foot P
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 ZCXBHD 700C Road Bike Wheelset Cyclocross Road Disc Brake Wheel 13 YWXKA Full Drill Diamond by Number Kits, DIY Round Pushpin Cross
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6FT Small Light Fiber Optic Christmas Tree Artificial Tree Foldi ArtPlaza Manet Ãdouard-Luncheon on The Grass 1863 Decorative Pan Figurine Animal Statue Ornaments Sculptures Statues Ornaments Fi New Right Passenger Side Tail Light Assembly For 2015-2017 GMC C Mannequin Foot, Silica Gel Foot Manikins Clear-Cut Beauty Foot M Diamond Embroidery Large DIY 5D Diamond Painting Kits (Lovers Ki Lunarable Sea Horse Portable Fabric Wardrobe, Abstract Backdrop XXDTG 6Pcs/Set Transparent Kitchen Spice Jar Rack Seasoning Box "Black Friday Blowout -Modern Diagonal" Wind-Resistant Outdoor M
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 InterestPrint Wooden Maple Leaf Men's Summer Short Sleeve Button 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 JP Auto Fuel Pump Module Assembly Compatible With Chevrolet GMC Garnier Thiebaut Mille Paons Festival Tablecloth, 61"x89" 14K Solid Gold .08 CTW Diamond Bar Pendant Necklace 17.5inch for 2 AWG 19-Stranded THHN White Copper Building Wire (50ft cut) LYRONG MTB Wheelset, High Strength Aluminum Alloy Rim Mountain B The Tile Life Eterna Penny Recycled Penny Glass Shiny Mosaic Wal WANGJ Flower Pot Large Garden Statue Planter Creative Figure Pla SKDSArts Shower Curtains and Liners for Bathroom Cartoon Grand C Donald J Pliner Women's Heeled Sandal SSCYHT Multifunctional Office Desk Organiser Desktop Monitor Lap
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Reef Men's Ht Prints Sandal 17Soclle German Shorthaired Pointer Stable Camping Stool Portabl 9L 8100 X-CLEAN 5W40 Filter Motor Air Oil Change kit C209 CLK63 KM 1-1/4 x 3/4 60 Grit Flap Band Ceramic Bowl Personality Gradient Green Ice Glaze Tableware Bowl LUXERAD Performance 3 Layer Silicone Radiator Hose Y KIT For KAW CPBY Bluetooth Headset with Microphone high-Fidelity Heavy bass DIY Painting with Digital kit Adult Children Gift Canvas Oil Pai Lunarable Vintage Reading Pillow Cover, Repetitive Clover Flower
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Kermit The Frog Laptop Backpack Suitable For Students,Women,Men ZJXGW 2pc Super Suction Glass Door Handle Sliding Door Drawer Ca Stainless Steel Beer Barrel, Beer Keg, Mini Stainless Steel Beer Kuriyama T253AA400X100 EPDM Layflat Water Discharge Hoses, 150 P Bosque de Sombras (Backwoods) [PAL/REGION 2 DVD. Import-Spain] ByNocona Boots Men's #NB5536 | Go Round Color Warm Caramel Cowhi ABS Car Red Center Console AUX Control Panel Decorative Cover 1 SignMission Designer Series Sign - Parking Lot Sign Enter Sign ( Zerodis Water Leakage Sensor, 433mhz Water Leakage Alarm Wired O American Shifter 392867 Shifter Kit (4L60E 6" E Brake Cable Trim
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with B
1 2 3 4 5 ZUQIEE Cigar Ashtray, Marble Large Decorative Ornaments, Cigar S ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with A Case for Ipad Pro 12.9 Christmas Cityscape Protective Case Cover TONGSH USB Electric Safety Juicer Cup,Fruit Juice Mixer,Mini Por Crafting with Love A Beautiful Set of 2 Marigold Tea Light Platt Mesh Office Chair Low-Back Armless Computer Desk Chair w/Adjusta DONGMAISM Lawn lamp 85-265v LED Lawn Lamp Light Waterproof Outdo 21V Power Screwdriver Machine Cordless Hand Drill/Driver Lithium Customized Name 3D Cap Hat Love Moose Hunting Camouflage Classic
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 0.05 CT HI-SI Round Shaped Diamond Ring, Solitaire Engagement Ri YYQTGG Durable R134A Straight Quick Coupler, Brass Material Alum
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Men's Color Matching Striped Shirt Simple Casual Comfortable Tre Cute Beautiful Sterling Silver SCHOOLHOUSE 1 pcs charm Easy to b
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 LAOJUNLU Camel Bone Round Beads 108 Buddha Beads Antique Masterp Black Scorpio Live Direct
Chapter 13 Neural Nets and Deep Learning PDF Crystal Quest CRYSTAL-QUEST-CQE-SP-00807 Luxury Shower Power Han Toy Fox Terrier Shirt - Retro Toy Fox Terrier Dog Long Sleeve T-
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 6 3/4-24 Western Sulphite SFI Plasticleer Window (1 1/8 x 4 3/4 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 Allied Brass RD-93 Frameless Landscape Rectangular Tilt Beveled 7 8 Ultra-Slim Black Flat/Fixed Wall Mount Bracket for Planar EP5550 There's A Gho-st In The Pumpkins Patch Backpack Travel Work Bag JUN-STORE CMM-Y (2 Pcs) LMK20LUU LMK25LUU LMK30LUU LMK35LUU Squa Saint Benedict White Enamel 7.5 Inch Wall Cross Silver Tone Cruc Solo Rugs Lacey Moroccan Bohemian Handmade Hand-Knotted Moroccan
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 CyCoShower Tablecloth 60x120In Burlap Table Cloth Relax Enjoy Su 13 YANGHUAWU Left Hand Drive LHD Fit for BMW 5 Series F10 F11 Gray
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 ZPTECH Drawer Organizers Socks Storage Box Plastic Underwear Pan MYOH Fairmont bar Pull, Bright Chrome, 6 inches (152.4 mm) CC, B Youth Lankybox Foxy Pullover Hoodie and Sweatpants Suit for Boys Anti Fatigue Kitchen Mat Set of 2,Red Rose Fragmentation Petal D 14kt Rose Gold 7x5mm Pear Blue Zircon 1/6 CTW Diamond 18" Neck Justin's Classic Almond Butter, Only Two Ingredients, No Stir, G WQinyu Bathroom Glass Shelf with Copper and Extra Thick Tempered Mayser Henrik Trilby Panama Hat Men - Made in The EU TK Classics High Back Cover Set for MIAMI-03c Sail White
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Olde Thompson Del Norte Peppermill and Salt Shaker Set 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Angoily Wooden Wall Shelf Wall Mounted Floating Shelves Wall Sto ALVIS Toilet Brush Creative Resin Toilet Brush Set Long Handle T CAICAIL Modern Minimalist Multifunctional Pillow, Solid Color Sk Drillco Series 500E 5/16" X 4 1/2" Bronze Cobalt General Purpose Family Christian The Light of The World is Jesus Wood and Metal American Shifter 451538 PG Shifter Kit 8" E Brake Cable Trim Kit Inspirational Canvas Wall Decor Print - Confucius Quote - Study LEOSUCRE Indoor Area Rug 5' x 8', Grimace Pumpkin Non-Slip Floor iinfinize - Vintage Pouf Cover Wool Jute Ottoman Poufs Home Deco KnBoB Necklace Heart Shape Pendant Bridal Jewelry Necklace Blue
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Gona Kart Grandmother Figurine University of South Carolina Aiken Girls' Pullover Hoodie, Schoo LOVIVER Personal Air Cooler, Portable Mini Conditioner with 3 Wi QAZ Gaming Headset PC Headset with 7.1 Virtual Surround Sound US Rexroth New Aftermarket A10VO45DRG/31L-PRA12K68 Hydraulic Piston OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo JTSGHRZ Car Door Armrest Panel Cover Trim Door Armrest Leather C GVRPV 3D Door Stickers Wall Murals Self-Adhesive Removable Vinyl NutroActive Microfruits Multivitamins Tablets 3x10
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Belle Kim Gravel TripleLuxe Twill Pull-On Legging A309949 Green Fulvit LCD Screen and Digitizer Full Assembly for Huawei Nova 5 Coasters for Drinks, Absorbent Drink Coasters Set Cool Bar Cup C Autographed/Signed CEEDEE LAMB Oklahoma Sooners Logo Football Fa Disney Traditions Jim Shore 101 Dalmatians Cruella de Vil with P Board Mount Temperature Sensors SensThermOHD3 40C 6W Make (10 pi Padaleks Women V Neck Knitted Sweater Long Sleeve Vintage Loose Stetson Lintano Toyo Straw Hat Women/Men - DDUU Personalized Name Backpack for Women Waterproof Padded Lapt Pilates Bar Fat Rejection Bar Fitness Equipment Strength Trainin
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
American Shifter 479853 Shifter Kit (904 23 Swan E Brake Cable C
1 2 3 4 5 YiCan Wigs Front Lace Chemical Fiber Big Wavy Curly Hair Wigs Eu CRTTRC Modern Decorative Table Cloth Rectangle Romantic red Tabl Arch Memory 4 GB 204-Pin DDR3 So-dimm RAM for HP G72-b50EP Boblen Classical Carpet, Italian Style, Square Area Rugs, Sofa F XRSM for D-ucati for Monster S2R 800 821 797 695 696 796 400 M40 FRD0603B1 IIMAK 2.36" x 984' DC-300 (Resin) Thermal Transfer Rib Antología de la Música Cubana: Exitos de Siempre Dell PowerEdge R820 16 Bays 2.5 Server - 2X Intel Xeon E5-4620 8 LQ Filing Cabinet Office Plastic Storage Box Black Transparent D
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 LCNING Wig Wigs Wig Lace Front Natural Hair Shadow Human Hair Wi MDROGKUX Retro Angel Romantic Candle Holder Creative Girl Resin
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Sweet Hedgehog Laptop Backpack For Men Daypack ​with Usb Charg All Weather Floor Mat for 2005-2009 Toyota Sienna 7 Seats Full P
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 leonnn Sexy Lingerie 4pack Appliques Mesh Underwire Garter Linge KAIXINDDDD Mini Air Cooler New Upgrade Negative Ion Water Coolin
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: US Postal Service Table Placemats Set for 6 Waterproof Washable (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 24"x18.9" Vivid Sign New Dream Big, Little one Beer Cute Super B
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).