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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 Wallpaper 3D Modern Retro Fashion Stereo Boutique Flower Rose Ga 7 8 Skull And Crossbones Creepy Darkness Lightweight Laptop Backpack JUNMAIDZ Resin Molds Baby Deciduous Teeth Memorial Box Resin Mol OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo HKRSTSXJ Fuel Pump for S k i-D o o MXZ Summit Formula 670 583 Re Pbldb 3D Pretty Buildings Wallpaper Decal Dercor Home Kids Nurse
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Universal Motorcycle CNC Adjustable Steering Damper Stabilizer f 13 Round Shape Created Tanzanite 14k Black Gold Plated 925 Sterling
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 14K White Rhodium Polished Fancy Link Bracelet Rexroth New Aftermarket A10VSO28DRG/31R-VSC62K03 Hydraulic Pisto 5D DIY Diamond Painting Full Drill Kits for Adults/Kids, Ancient EZON-CH Decoration Quilted Bedspread Coverlet Fashion for Bedroo CnCnCn Corridor Non-Slip Carpets No Wash Arbitrarily Cut Doormat Round sampling knife Pressure sampling knife Hand pressure disc Women Massagẹr Töy, 17.32 Inches Ðiďlo Rẹaliá¹£tic Ḟeẹl Tapco 2180-STQGFT BlinkerSign Rectangle Indoor Sign, Legend"Stop Charming Tailor Small Crocodile Print Clutch Bag PU Alligator Ha
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 HP DL380 G9 16-Bay 2.5 Server - 2X Intel Xeon E5-2680 V4 14-Core 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 GR Mens Fedora Felt Hats Wide Brim Classic Winter Black Male Por SMEJS Girls' Schoolbag Laptop Bag Lightweight Women Casual Daypa Lathe Boring Bar Turning Tool Holder Set,1pc SSBCR1212H09 SSBCR2 ColorRite Tri-Coat Big Blue Pearl Touch-Up Paint Quart for Harle 3 Pieces Bathroom Rugs and Mats Sets Puerto Rico Flag with Flora Stupell Industries Rustic Christmas Tree Farm Advertisement Gree A+ZYS Sports Accessories Fish Mouth Pointed Head High Heels Sand Lunch Bag And Backpack Combination Pack Autism Infinity Spectrum Gifts by Lulee, LLC Gold Overlay Cuban Curve Bracelet with Lobst Michael Kors Men's Slim Fit Window Pane Long Sleeve Shirt
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 AnyStickerYouWant Mile 420 Aluminum Metal Reflective Vinyl Novel BUYT Book Ends for Office, Heavy Books Decorative Bookends Pair hgkl Baby Towel Cute Animal Hooded Bathrobe Baby Bath Towel Beac Rexroth New Aftermarket A10VSO45DFR/31R-VUA11K68 Hydraulic Pisto Home Style Cooking Swooper Flag (Mount and Poles are Not Include 2 Pcs Clear Quartz Rectangle 8X30MM24K Gold Plated Over 925 Ster YellowMaps Nulato D 5 AK topo map, 1:63360 Scale, 15 X 15 Minute Customized Name 3D Cap Hat Truck Driver Classic Cap Text Name Cu HUSQVARNAR/B 531 03 17-45 Oil-CASE (505375045)
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Toys for You Curvy Purple Waterproof Hot-spot Back Door Kitty Ma Men's Shirt Summer Fashion Temperament Tooling Lapel Handsome Sh JumpingLight State of Pennsylvania 200D Nylon Flag 3x5 ft House Goick Candle Holder-2Pcs Iron Candle Holder Electroplating Candl 21V Brushless Angle Grinder Tool Head Angle 180-degree Rotation Yanjianhon Dustproof Car Dashmat Dashboard Mat Pad Sun Shade Das American Shifter 348532 Shifter Kit (518 8" E Brake Trim Kit For Oval Orange Sapphire Solitaire Pendant with Diamond (7x5mm Orang GH Bass Co. Men's 5 Pocket Pant Battery for Motorola PRO5750 Rechargeable Two Way Radio 7.5v 120
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
CHUFZSD Mandala Durable Vivid Yard Garden Flags Highly Accurate
1 2 3 4 5 Personalized Dad Thanks For Not Letting Mom Swallow Me Happy Fat Solar Light Solar Stainless Steel Lawn Light Outdoor Ground Guid PDGJG Pen Drive Metal Pure Copper Heart Key Gift USB Flash Drive Replacement For Subaru Legacy Year 2003 Rear Side Marker Light B 12 Burlap Jute Sacks with Drawstrings 6" by 10" Wedding Party Fa Lucky Boxes Mystery Super Cost Effective, Random Style, Heartbea MZKBH Naruto Shippuden tendo Pain (9.4 In/24 cm) Gk Akatsuki Bat Huipaya Gothic Fitted Sheet, Mandala Inspired Vintage Psychedeli WUTMVING Yellow Plant Decoration Romantic Beautiful Bouquet Uniq
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 American Shifter 401128 Shifter Kit (700R4 8" E Brake Cable Clam ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with M
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Army Camo Orange Kit - with 6oz. Activator Hydro 1 Linear Film D BETTKEN Therapy Swing Outdoor for Kids with Special Needs Indoor
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 FKRAINSAN Thanksgiving Halloween Autumn Maple Leaf Vine Circle B YYDD Ant Habitat Bug Cage Ant Farm Castle, Natural Insect Ecolog
Chapter 13 Neural Nets and Deep Learning PDF Bullard C34WHP Classic Full Brim Hard Hat - Pinlock Suspension - LBHAUSE Bathroom Rugs Soft Plush Bath Mat, Nautical Anchor Non S
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 Gegenlichtblende EW-65 B 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 Gems-World Jewelry Rainbow Moonstone - 16 inches AAAA So Gorgeou 7 8 guizhoujiufu Kitchen Mat Dish Place Mat Western Insulation Cup B SUNDERPOWER Portable Rechargeable Wrist Light - Waterproof LED T Ergo Proxy Backpack Fashion , Multi-Function Travel Laptop Back Wallpaper Mural Photo Black Cartoon Character Wall Decal Art Mur XZGDEN Wigs Hair Wig Human Hair Glueless Full Lace Full Lace Wig
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 National Emblem Of Italy Logo Travel Laptop Backpack Anti Theft 13 Lunarable Nature Coverlet, Foggy Winter Sunrise View When The Da
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 ZRFANS Carpet/Floors Chair Protector Mat for Home Office PVC Tra Outdoor Decor Statue for the Home Yard Decoration Sculpture Gard CGW Abrasives 37535 Depressed Center Wheels- 1/4" Grinding, Type AXJTNL Wigs 100% Real Hair Silk Front Lace Real Hair Wig Wigs Eu AMYMGLL Handheld Vacuum,Mini Vacuum Car Cleaner for Home and Cle PWV Steel Rollator Walker with Seat and Wheels - Rolling Walker Wholesale CASE of 5 - ACCO 3" Exp. 2 Partition Classification Fo Decal Stickers Multiple Sizes Smile You're on Camera Advertising KccOsg De-mon Sl-ayer 16 Inch Double Compartment Backpacks Schoo
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Decal Stickers Multiple Sizes Wholesale Red Industrial Vinyl Saf 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Mystery Box Electronic,Lucky Boxes Mystery Blind Box,Super Coste MUSEDAY 4 Pieces Duvet Cover Bedding SetHappy Valentine's Day Bu Shahbanu Rugs Stone Wash Peshawar Gray with Touches of Brown Han LPWCAWL Water Bottles with Times to Drink, Professional Sports W Black Onyx Heart 30MM 24K Gold Plated Over 925 Sterling Silver H RTY-BY Bar Sliding Barn Door Handles and Pulls Polish Stainless Pear Shape 0.70 Ctw Garnet Gemstone 925 Sterling Silver Split Sh HI-SI Diamond Accent Necklace, 9X7 MM Octagon Shape London Blue NMC SPD33RD, OSHA Sign SPD33"Danger" (Spanish) (Pack of 10 pcs) QFDM Screw Fasteners 40pieces Pack of Furniture Screws Threaded
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Daigo MILL 2021 Planner Schedule Notebook (Japan) A6 Monthly blu Rexroth New Aftermarket A10VO45DFLR/31R-PRA62K01 Hydraulic Pisto NUOBESTY Wooden Egg Cup Holder, Wood Egg Stands Holders DIY Wood 3 Pieces Bathroom Rug Set,Fireworks 5Dk111,Anti-Slip Ultra Soft Waterproof Pug Wallpaper Pattern Car Interior Seat Cover Cushion Luzianne Premium Blend Ground Coffee Chicory, 16 Ounce Caniste ADDON ALLIED TELESIS AT-SPSX COMPATIBLE 1000BASE-SX SFP TRANSCEI CGSignLab 2463141_5gfxa_48x32_None |"Free Parking -Modern Block" Rexroth New Aftermarket A10VO28DR/31R-PRA62K68 Hydraulic Piston
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 VinMea Diatomaceous Earth Bath Mat Marvelous City Bridge HDR Flo MIOAHD Car Dashboard Cover Carpet Anti-UV Non-Slip,fit for Honda LuxMart 3x5 Embroidered US Air Force Emblem Double Sided 100% Co MUMUJJ Home Office Desk Chairs, PU Leather Office Chair, Adjusta Riva Home Brooklands Bedspread (104 x 104 inch) (Silver) 9TRADING 19 Inch Swimming Pool Sand Filter with 7 Way Valve Ingr Stylish Flamingo And Hexagon Seamless Background Backpack Laptop LJGFH Violin Accessories M10 Motor Shaft Adapter Coupler Sleeve Chipex | Premium Touch-Up Automotive Paint Kit Compatible with L SovelyBoFan Tayutama-Kiss on My Deity Mashiro Mito (150x50cm) Pe
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Zjxxm Custom Made 3D Wallpaper Mural 3D Stereo Jewelry Flower Sw
1 2 3 4 5 Veri SanDisk Ultra 512GB MicroSDXC Works for Xolo Q700i by SanFl Sėx Dọll Lifė Sizė Sụtra Sọft Big Fėmalė Aṣṣ Mėn Water cup ceramic cup, frosted ceramic coffee mug, mug, gift cup Super Cool Creation Swimming Medal Hanger - Bronze Mirror XJJZS Robe Suit Silky Women Kimono Gown Sleepwear Satin Bathrobe Kircuit New AC AC Adapter for Hornby C996 Cat U348-160A0080-1 Sc Princess-Cut Diamond Solitaire Pendant (0.25 cttw Diamond) MTSBW Handheld Vacuum Cleaner, 12V 100W Mini Automatic Vacuum Cl Shavanpark Halloween Horror Gnome Garden Statue, Resin Hand-Pain
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 3-D Golfer Necklace | 14K White Gold 3D Go Laundry Basket Cool Running Horse Fire Large Collapsible Dirty L
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 HDGZ Chunky Knit Blanket Chunky Knit Blanket Handmade by Soft Kn Funny Egg Placemat Leather Table Mats Set of 6 Easy to Clean Hea
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 17.5" Brown and Gold Antique Striped Square Throw Pillow YSSDZYYMXD Motorcycle Handle, for GTS LX LXV 50 125 150 250 300
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: Jiulong Bowlings Mens Sweatpants Funny Joggers Pants Sports Trou (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 CGSignLab 2464197_bnrm |"Half Price Off Entire Store -Nautical W
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).