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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 ZOE GARDEN Bathroom Rugs and Mats Sets, Small Halloween Sketch 3 7 8 Beautiful Landscape View Keukenhof Lisse - 1000 Jigsaw Puzzles f QXXKJDS Modern Kitchen Mat Entrance Doormat Home Living Room Bed American Shifter 494334 Shifter Kit (8" 518 E Brake Cable Clamp One Piece Nico Robin Cosplay Wig Black Straight Heat-Resistant F Thanksgiving Drink Coasters 8-Piece Set Ceramic, Absorbent Durab
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 KUAIE Clear Chair Mat for Hard Floor Plastic Floor Mat Desk Chai 13 Rexroth New Aftermarket A10VSO45DFLR/31L-PWA61N00 Hydraulic Pist
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 HYMD Shot measure 120ml alcohol measuring cup glass double wall Nmslsj Bowl Storage Rack Wear-Resistant Plastic Bowl Organizer S 3D Snow Trees 5708 Floor Wallpaper Murals Wall Print Decal AJ WA Custom Decal Stickers Multiple Sizes Come See Our New Look! Gran Silver Skies Spare Parts for Outboard Engine 69J-24410-00 Electrical Fuel Pum DXH Stainless Steel Travel Heating Cup, General Car Electric Ket lxm Shower Rod, Shower Curtain Rod Adjustable Spring Stainless S 1.50 ct Heart Cut Solitaire split shank Brown Champagne Simulate
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 WZCUICAN 25PCS Vintage Door Drawer Knobs 30mm Antique Kitchen Ca 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 aihanbaihuodian Wigs Wig Party Wig Mint Green Long Curly Hair Ch HP DL380 G9 4-Bay 3.5 Server - 2X Intel Xeon E5-2680 V3 12-Core Rugsotic Carpets Hand Knotted Persian Wool and Silk 8'x10' Area Lutema Platinum Bulb for Sanyo PDG-DHT100WL Projector Lamp (Orig FENGSR Waterproof Tarpaulin Clear PVC Soft Glass Rain Curtain,Ra Patriot Exhaust H8046-1 1-3/4" Tri-5 Exhaust Header for Chevrole Carriage Bolts Round Head Square Neck Part Thread A307 Steel Zin American Shifter 526613 Shifter Kit (TH350 23" E Brake Cable Cle Verified by SanFlash Ultra SanDisk 1TB Works for Honor 9 Lite Mi Parker Triple-Lok - 45° Male Elbow 37° Flare / NPTF
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 YQCX Portable Folding Grill,Charcoal Barbecue,Barbecue Cart,Cast Get Guilty Portable Cute Night Light Air Cooler Fortune Cat Style Aroma Dif HEcSHENG Plant Containers Tabletop Metal Plant Holders Stands Fl Vita Essentials Women's Whole Food Multi Tablets, 60 Count Kruti Cute Creative Fly Unicorn Horse Pillow Soft Toy (60cm,Whit Tamaris Women's 1-1-28262-26 Sandal LAOJUNLU Antique Bronze Collection White Copper Lotus Antique Br Super Soft Exotic Round Home Carpet, Tropic Accents Hawaiian Blo
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Stainless Steel Tea Kettle Whistle Teapot, Food Grade Stainless Caltric Compatible with Red O-Ring Drive Chain and Sprocket Kit 5.50 CT Pear Cut Created Black Diamond Solitaire Stud Earrings ( Puccy Privacy Screen Protector Film, Compatible with Dell Inspir RYYAIYL Black Safety Rails Elderly Pregnant Woman Bathroom Non-S 15-3/8 X 12-5/8 X 3-1/2 BRN Heavy Crdbrd Bskt Tray American Shifter 455251 Shifter Kit (4L60E10" E Brake Cable Clam Printed Blanket Tomorrow's Ark Technician Sofa Blanket Mobile Ga Dalyn Rugs BELLA BL9 Rug 12X15OV Grey,Black Men’s Leather Square Toe Western Work Boot
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
YCZG Pipe Set Sepiolite Durable Classic Pipe
1 2 3 4 5 Custom Wallpaper Nordic Fresh Forest Landscape Design TV Backgro LED Makeup Mirror, Portable Fashion USB Desktop Makeup Mirror 21 The Case for Other Contact us Japan Anime Cute Naruto Uchiha Sas US-025, VS-25 Spirolox External Retaining Ring, Light Duty, 0.23 LAOJUNLU Bronze A Winged Horse FeiMa Pure Copper Pegasus 12 Zodi RADWIMPS HESONOO Documentary Film DVD RADWIMPS?HESONOO JAPANESE Roostery Spoonflower Throw Blanket, Star Gold Space Comet Print, Non GMO Alyssum, Sweet Tall Flower Seeds Lobularia maritima (5 L for - Botanical SCRIPTS Motif Sheets - #DMCP2817 Supplier for Ho
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 TE Connectivity Part Number 1217580-1 Masterpiece Artist Canvas MU-0818 Monet Pro 1-1/2" Deep, 8" x 18
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Motorcycle Grips For Yamaha FZ6 FAZER 2004-2010 2005 2006 2007 7 CGSignLab |"Public Parking -Nautical Stripes" Wind-Resistant Out
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 Butterfly from Mom to My Daughter If I Could Give You One Thing 14.3" Laptop Backpack For women,College,School Dayparks,Black
Chapter 13 Neural Nets and Deep Learning PDF MAHFEI Sun Shade Sail, Water Resistant Shade Dispenser Garden Be Waverly Guitar Tuner Anniversary Collection in Ebony - Gold Set
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 Society6 Good Vibes Green by M.Studio on Water Bottle - 12 oz 35 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 Jialuode Car Seat Covers Fit for Toyota FJ Cruiser 2006-2017 Ful 7 8 Atlas Homewares SOTR-PN Solange Collection 9.50 Inch Hand Towel Days of Heaven Geox Women's Marva 6 Driving Moc Loafer Style Northside Men's Burke II Athletic Sandal, Dk Olive DDEPND Endurance Wrench 46 Pieces Ratchet 1/4 inch scredriver Se
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 WEZHE Mini Hot Glue Gun, 20W High Temp Professional Melt Glue G 13 MIOKE Women's Western Cowboy Chelsea Ankle Boots Pointed Toe Pul
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 KR52XH - NTN - Needle Roller Bearing - Factory New Bus Transceivers 11.7 Gbps Transceiver with Modulator Driver 32- Fabric by The Yard - SAGE Beige Burgundy Two Tone Polyester Stre Acoustic Guitar Bag Thick Padding Waterproof Dual Adjustable Sho Black White Tree Deer Wall Mural Wallpaper for Bedroom Tv Backsp Tnbr51@ 100% Cotton Jogger Sweatpants for Men, Mens Elastic Wild Beginner Series Part 1 - All Wire Unisex Bangle Personalized Dragon Legendary Animals Quilt Quilt Sets King Quee Blackmarket Presents: Drum Bass 2
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Bonyak Jewelry Solid Sterling Silver with 14kt Yellow Gold Perid 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 THE REFINED FELINE Metropolitan Cat Condo, Modern Furniture for Flexible Metal Hose, 1 In Dia, 24 In L XStyles18 - Holiday Vocation Swimming Hawaiian Shirt JiuRui Holster Accessories for iPad 2017 2018 9.7, Cartoon Slim Hip-Hop Skeletons Travel Daypack Student Rucksack Laptop Backpac 14k White Gold Snake Chain Necklace, 16" Carbonation Cap,1PC Stainless Steel Carbonation Cap Counter Pres Antique Silver Plated Jewelry Making Charms Findings Crafting Su Dell PowerEdge R640 8 x 2.5 Hot Plug 2X Gold 6136 Twelve Core 3G Tiny Resin Bees Decor Bee Shaped Decorations Decorative Resin Be
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Zonbailon Men's Bulge Enhancing Underwear Silk Long Leg Big and LQQ Shade Cloth 0.5m, 1m, 2m, 3m, 4m, 6m Wide Privacy Netting Ga Mesurn Home Exercise Abdomen Training, Shock Absorption Mitigati YLDCN Skirts Skirts for Women Women Floral Print Beachdresses V BIRTHSTONE .925 Sterling Silver 8mm Cushion Cut Gemstone Solitai Wall Stickers Beauty Salon Hairstylists Hairdresser Wall Decal V DTSGX Novelty Mug Coffee Tea Ceramic Cup/Creative Retro Elegant Diamond2Deal 14K White 3 mm Half Round Light Wedding Band Ring f Kyocera ECOSYS M3655idn Copier - 1102TB2US0
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 TLBTEK Black Sewing Machine Carrying Case,Universal Canvas Carry SUN-Shine 3 Pieces Bedding Duvet Cover Set Bee Honey Flower Dwar Red Rose Flowers Laptop Backpack For Business Daypack ​with Us HLL Blender,Beach Power Blender with 10 Blending Functions, Dish Screws, self-Tapping Screws, washers, Bolts, Nuts Slotted Round GyLazhuzizyj Hangers, 10 Pack Plastic Clothes Hangers for Cupb Car Radio Female to 2 Male Universal Antenna Splitter Adapter Ca Holyart Shrine in Brass, Stylised with Blue Stones 2.36ct Brilliant Heart Cut Solitaire with Accent Halo Designer G American Shifter 435808 Shifter Kit (700R4 23 Swan E Brake Cable
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
BARFPY 3D Door Stickers for Interior Doors 95x215cm Cartoon Girl
1 2 3 4 5 Large 5D DIY Adults Diamond Painting Kits The Last Supper Full D Artificial Bonsai Tree New Chinese Artificial Stone Bonsai Simul Brilliant Round Aquamarine Diamond Halo Pendant 8mm (March Bir XIAOSAKU Garden Statues Outdoor Simulation Rabbit Decoration Flo ColorRite 0564 Deep Purplish Blue Metallic C (DPBMC) Touch-Up Pa Daesar Christmas Curtains for Bedroom Window, Window Curtains 2 Ochoos 4PCS/lot LM10UUOP LM16UUOP LM20UUOP LM25UUOP LM30UUOP LM3 89-RB/Hip Hop Party 2001 Laundry Hamper Dachshund Dog Paw Puppies Breed Foldable Linen La
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 ALLPRO 4" Lift Front Leaf Spring-Each Truck Compatible with K15 DIY 5D Diamond Painting Kits Full Drill Large Size Diamond Art E
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Halloween Skeleton Pumpkin Hoddie Pullovers Female Casual O-Neck Fevas DALUO Bearing NN3018K NN3018 SP UP W33 3018 90x140x37 P4 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 USUPERINK 10 Pack High Yield Compatible Drum Unit Replacement fo Vintage Style Oval Sapphire Halo Pendant (8x6mm Blue Sapphire)
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: 19.5" Black Contemporary Square Outdoor Patio Umbrella Base (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 Custom Large Photo Wallpaper,3D Garden Town Lake Scenery Floor M
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).