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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 Trotting in The Snow Deutscher Boxer Dog Blanket - Multicolor Fl 7 8 10/Pk Norton BLUEFIRE R884P Flap Disc 5 in x 7/8 in 60 Grit Type TOHEED Agate White Agate Coaster Natural Tea Coasters Boho Bever XYSQWZ TV Wall Mount, Monitor Stand LCD Computer Monitor Rack Un Fuxwlgs Night Light 4pcs 6 LED Wall Lamp Night Light Induction L WFZCP Yellow Tiling Installation Tool Hand Tool Pliers Plastic W
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 9'x12' Pure Silk With Textured Wool Dissipating Design Hand Knot 13 Bundle - 9 Items: STI HD3 14" Wheels Machined 28" Bogger Tires [
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 IndianShelf Handmade Glass Bridge Door Handles Home Decor Cabine DIY 5D Diamond Painting by Number Kits Dandelion,Full Drill Diam Car Armrest for Citroen C4 Hatchback 2004-2010, Rotatable Leathe Synvy Privacy Screen Protector, Compatible with Dell Monitor UP2 Kirkland tNPzw, COQ10 300 mg 100 Softgels (Pack of 2) XXIOJUN Non-Slip Shower Mats, with Powerful Suction Cup Non-Stic Kinlop Interior Door Mat Round Solid Plush Floor Mat Modern Home IDWO Flower Stand Desktop Flower Rack Metal Mini Plant Stand Mul 14K Yellow Gold Pear Shape Citrine Pendant Necklace
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 CURANI Casual Backpack Paris Of My Dreams School Bag Laptop Bag 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 OneHoney California King Duvet Cover Sets, Ultra Soft Comforter 3D Stone Texture 2357 Wall Paper Print Decal Deco Wall Mural Sel Kingston 512GB BLU Studio XL MicroSDXC Canvas Select Plus Card V 1/Pk Norton Dialast Diamond Cut-Off Wheel T1 5 Inch X .050 Inch Memorex MSPPH2400 Cordless Phone Battery Combo-Pack Includes: 5 14k White Gold 3mm Stackable Bead Ring, Size 7 Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp Waterproof Rabbit Vibrator for Women with Dual Motors 7 Powerful Nature Lndscape Yellow Sunflower - 1000 Jigsaw Puzzles for Adult GEIRONV Towel Holder Multi-Purpose Towel Rack Punch Free Wall Ra
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 LAZNG Plastic Storage Bin 3pcs Plain Storage Box Set (Size : One Vintage Tourmaline Ring, Diamond Ring, Gold Solitaire Ring with Front and Rear Ceramic Brake Pads Kit for Volkswagen Routan 2012 F Fityle Pack of 20 Guitar Bass Strap Block Rubber Safety Strap ProSphere Alpha Kappa Psi Men's Performance T-Shirt (Digital) 2B Fate/Stay Night Saber Battle Suits Cosplay Costume Guitar humbucker Pickup Electric Guitar Pickups Guitar WVT Ainic SAXTZDS Plush Steering Wheel Protective Cover car Decoration car Adventure Time Adventure Trio White Front/Back Print Tank Top Sh
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 ESP B Bass 6 String Left-handed Form Fit Case Bruce Hardwood Laminate Floor Cleanr - 64oz Refill - 2 Pack Fun Forge Patchwork Express Creative Folding Night Light Portable USB Rechargeable Organ Rea UNICEU Gradient Watercolor Print Stretch Sofa Slipcover 1-Piece TouchupXS-for Mercedes-Benz C Class 650 Arctic White Touch Up Pa EMIAOTO 1PCS PDC Sensor Parking REVERSING Sensor for Jeep 026300 D'Andre Swift Detroit Lions Autographed Wilson White Panel Footb Car Side Window Sunshades Set of 4 Industrial Metal Wind Bull Ca Chef Figurine, Synthetic Resin Exquisite Craftsmanshi Light Chef
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Linear Guide Rail, Ball Screw Slide Rail, Wear Resistant 8mm Nem
1 2 3 4 5 Mural Wall Mural Photo 3D Modern Castle Street-400x280CM NIANXINN Makeup Mirror Large Wooden Makeup Handle Mirror Hand-he Laundry Hamper Bamboo Foldable Basket Collapsible Storage Bin wi WOME Remy Peruvian Curly Human Hair Bundles 3 Bundles Natural Bl Ultra1Plus SAE 25W-60 Synthetic Blend Heavy-Duty Motor Oil API C 3D There are Books On The Grass 235 Wall Paper Print Decal Deco Personalized Volleyball Mechanism Moves Court Girl Quilt All-Sea Wooden See-through Manual Salt and Pepper Grinders Set, Large-ca Honeywell - BA-2RV136-A2-20A @ 480V Hinge, Lever Industrial Snap
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 Samurai Champloo Anime Laptop Shoulder Messenger Bag Case Sleeve (NEW Brackets) Large Cast Iron Easter Bunny Garden Statue Yard A
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Ant Farm Insect World Workshop Ant Tribe Children's Birthday Gif United States Space Force Ussf Fashion Men's Mr Casual Sweatpant
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 452799 Shifter Kit (45RFE 10" E Brake Trim Kit Aukson Bike Umbrella Stand, Bicycle Umbrella Support Bracket Adj
Chapter 13 Neural Nets and Deep Learning PDF Chipex | Premium Touch-Up Automotive Paint Kit Compatible with K Motor Cylinder Premium Engine Cylinder Durable Motorcycle Access
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 Absorbent Coasters Ceramic Cups Place Mats Abstract Geometric So 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 [email protected]. 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 Jewels Obsession Silver Noah's Ark Necklace | Rhodium-plated 925 7 8 Bonyak Jewelry 14kt Rose Gold 1/4 CTW Diamond Art Deco 16" Neckl Hair Styling Wigs, Hair Replacement Wig, 360 Lace Frontal Closur Amethyst Rock Star 1939-1943 Monitor stand Dual Arm Monitor Stand, Adjustable Gas Spring Comp
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Separable Ceramic Plum Flower Dinner Plate with Forks Decorative 13 Rotating Terrapin Dance Play Concert Schoolbag Backpack For Midd
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Fsogasilttlv Universal Fitted Sofa Slipcover Furniture Protector Mr Mower Parts Universal Steel Wheel 10" x 1.75" Ball Bearing 1/ Istanbul Mehmet Cymbals Custom Series RSH18 18-Inch Sultan Heavy ZRONGQF X-Shape Foldable Laundry Basket Organizer for Dirty Clot YYQTGG Fit Pillow, Therapy Effect Made of Memory Foam Acupunctur Computer Monitor Stand, Monitor Holder, Lightweight Adjustable f InterestPrint Pineapple Pattern Hawaiian Looser-Fit Shirt Summer YZPTD Outdoor Glass Post Light Pillar Lantern Black Aluminum Met Tail Light Assembly fits Pontiac Bonneville lid mounted (Certifi
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 BMW SPECIALIST Windless Swooper Flag 3x11.5' Auto Repair Feather 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Bernese Mountain Christmas Background Gift For Dog Lover Home Ho HUIZHANG Light Sense Induction Outdoor USB Rechargeable Home Fis OEMUSEDAUTOPARTS1.COM-Owner's Manual is Compatible with 2013 Vol Rexroth New Aftermarket A10VSO71DFLR/31L-VUA92K03 Hydraulic Pist Earring Jewelry Making Charms Antique Bronze Findings Hooks Supp Custom Mural Wallpaper 3D Stereo Beautiful Green Trees Path Phot 3000 Piece Jigsaw Puzzle for Adults -Santa Claus - Every Piece i UXZDX CUJUX Bathroom Tripod, Toilet Wall Shelf, Toilet, Bathroom HEX NUT 3/8-16 (Pack of 500) Serving Tray Serving Tray Cofee Table Serving Trays Decorative T
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Tgoon Fitness Equipment, Sole Door Anchor Resistance Bands PVC, Fino FT84k2 Universal Extra-Large Tilt Mount for LCD, LED, Pla LLNN White Wall Decoration Wall Tapestry Living Room Sofa Backgr Kitchen Cabinet Knobs - Catcher Wolf - 1.18 Inch Round Drawer Ha Halloween Shirts for Women Skull Rose Printed Tees with Funny Sa Lingland Simple Pattern Modern Household Non-Slip Absorbent Floo Lunch Buffet Now Open (18" x 24") Yard Sign, Quantity Discounts, magFlags XXXL Flag Krasnoyarsk Krai  | Landscape Flag | 6m² | 64 Creagh - Last Name Coat of Arms, Family Crest and History Print
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 MZXUN Bathtub Tray Bamboo Bath Tray with Tablet Cell Phone Slots cskj 6.5' Soft Trifold Tonneau Cover Truck Bed Compatible with 0 Husqvarna Assembl.pliers Part # 502504901 5D DIY Diamond Painting Kits, Full Drill (Bottle The sea) Diamon Allibert 824078 Towel Rack, Metal, White, 51 cm x 76 cm x 11 cm Bulk 100 Sheets, Fluorescent Red Paper 3.0625in. x 1.8125in. Las OFFTEK 32GB Replacement RAM Memory for HP-Compaq Pavilion Notebo PacknWood 210BBCURVE11 4.3 In. Curved Bamboo Skewer44; Pack Of 2 RR-YRC Five-Seat Universal Car Seat Cover Set, Front and Rear Se BLUU Sequoia Aluminum 9x9 FT Square Patio Umbrella Cantilever Of
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Strutstore Set of 4 Coilovers Strut Fit For 1992-2000 for Lexus
1 2 3 4 5 pot Round Handmade Rattan Candy Basket with Lid, Wicker Woven Mu Dynamite DIY 5D Diamond Painting Kits for Adults Kids Full Drill Large Si 3D Wallpaper Landscape Photo Wall Murals Living Room TV Sofa Wal Kuizee 3 Piece Bedding Duvet Cover Set King Size Bee Happy Flowe Puccy Privacy Screen Protector Film, Compatible with HP Value 31 RTLMKB Coffee Mug ,Suitable for,families.Insulation Cup Stai TechMikeNY Server 2.66Ghz 20-Core 64GB 2X 800GB SAS SSD 12G +48T QJIAHQ Dinosaur Wall Stickers Animals Decal Dino Mural Tree Inte
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 DWP557153 : AIR FILTER GG Bailey D1994A-CSA-GY Custom Fit Cargo Liner for Select Mercur
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Magic Entrance mat Absorbent Cement Entrance mat Laundry mat, Su A-hyt Perfect Fashion Red Short Leather Women's Mini Wallet Smal
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 1 pcs Kitchen Airtight Food Storage Containers,Spaghetti Pasta C Spa Waxing With White Border LED Neon Sign 20 x 37 - inches, Bla
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: 3dRose cp_154444_1 2Nd Gold Text for Celebrating Wedding Anniver (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 TK Classics High Back Cover Set for MIAMI-06d Sail White
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).