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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 AGIZIO Independence Day Welcome Sign, Gnome Welcome Sign, Person 7 8 Ceramic Condiment Pots,250 Ml Seasoning Pots Salt Sugar Bowl wit Contemporary Gabbeh Oriental Area Rug Hand-Knotted Wool Carpet 5 ZOE GARDEN Bathroom Rugs and Mats Sets, Small Black and White Bu PotteLove Two Flowers Pink Peonies Buds - Diatomaceous Earth Bat Wood Plaque Wall Hanging Sign for Kitchen Bathroom Mothers Day S
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 KAETZRU Laptop Backpacks with USB Vintage Brown Stars Hacienda T 13 18k Yellow Gold Natural Diamond Pink Tourmaline Womens Pendant
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Car Window Sun Shade Front Rear 4 Piece Magnetic Privacy Sunshad Ounce Bottle Bacteriostatic Eyewash Preservative Housel Living -NV Classic Tufted Velvet Round Footrest/Footstool 5.00 MM Solitaire Emerald Ring, HI-SI Diamond Ring, Gold Split S Hainice Alloy Napkin Rings Wedding Napkin Rings Decoration Ring ProSphere Phi Kappa Tau Men's Performance T-Shirt (Digital) DBA2 Bonyak Jewelry 14kt Rose Gold 1/10 CTW Diamond Initial Q Ring in Flag Map Of Mauritius Travel Laptop Backpack Anti Theft Water Re Smart Bluetooth Key Finder Locator, Lost Key Finder Locator,GPS
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Main Filter Inc. Filter Replacement for INTERNORMEN 01E120140G10 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 NEW WILWOOD 1966-1975 BRONCO REAR DISC BRAKE KIT, 12" DRILLED RO adidas Men's Team Issue Climawarm Short 111L Replacement For Lexus Lfa Year 2013 Front Side Marker Light By T Placemats and Table Runner Set for Dining Table Christmas Santa Replacement For Acer Aspire 4820tg Battery By Technical Precisio Motorcycle Brake Clutch Levers Guard Protector for NC 750 NC750X American Shifter 503845 Shifter Kit (4L60E 10" E Brake Cable Cla American Shifter 434033 Shifter Kit (4L60 23 Swan E Brake Cable FJLOVE Stainless Steel Flatware Cutlery Set 24 Piece Silverware Ambesonne Easter Bedspread, Traditional Cartoon Childish Spring
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 8mm Glass Go Stones in Plastic Container (22 x 8mm) IV Stand Portable IV Drip Stand Height Adjustable 110-200cm, 4 H Shock Penisring Ring for Men Magnetic Charging Whisper Fantastic Pbldb Custom 3D Wallpapers for Living Room Smooth Sailing Backgr Photo wallpap 3D Flooring self Adhesive Wallpaper Rolls Waterfal OFFTEK 32GB Replacement RAM Memory for HP-Compaq Pavilion Notebo Replacement For Lexus Sc430 Year 2015 Rear Side Marker Light By Spice Storage Multi-Purpose Seasoning Box Set,Standing Spice Jar Shahbanu Rugs Hi-Low Pile Denser Weave Handknotted Abstract Desi
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 WDL Moon Lamp Kids Night Light Galaxy Lamp 16 Colors LED 3D Star TE Connectivity Part Number 104078-5 Well Human Wigs Lace Front Human Wigs for Women with Baby - Silk CGSignLab 2453683_5absw_27x18_None Yes, We are Open -Chalk Burst Boys Christmas Bow Tie - Pre Tied Holiday Bow Tie - Clip On Fits HAS MOUNTAIN - Food Storage Tank Purchase Food Storage Container EZON-CH Simple Geometric Yellow Pattern Bedding Oversized Quilte Handmade 25 Pieces Ceramic Knobs, Drawer Handles Multicolor Cabi Zachary Prell Ricketts Woven Shirt Leather wallet 'Frandi' fuschia (leopard).
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Victory Or Valhalla Art Casual Backpack Bookbag Hiking Outgoing
1 2 3 4 5 December Birthstone - Infinity Heart Pendant Necklace with Swiss Round Mirror 24 Inch Circle Wall Mounted Round Mirror with Brush Ladies Self Defense Protection Bundle - Stun Master Lipstick Stu 0.50 ct Brilliant Round Cut Solitaire Pink Simulated Diamond CZ PRO VM WITH EFA'S - 2.31 LB IndianShelf Handmade 2 Piece Golden Brass Bunny Rabbit Coat Hook Go Cat Go: Essential Rockabilly Collection / Var Towel Rack for Bathroom Brushed Nickel Towel Bar Holder with Hoo Continuous Dateless 1042 S, 5 Part
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 ChenTaid Charming Element Mailbox Wraps White 25.5x21 in for Wel Gowe Metal Detector Gold Digger Treasure Hunter, Hunt for Coins,
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Shahbanu Rugs New Zealand Wool Midnight Blue All Over Herat Desi Monitor Stand Brown
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 469424 Shifter Kit (16" E Brake Cable Clamp Tri Laundry Hamper Outer Space Solar Systern Sun Earth Foldable Line
Chapter 13 Neural Nets and Deep Learning PDF Society6 Video Game Red by Ts55 on Wall Hanging Tapestry - 88" x Transparent Lace Wig For Chestnut Brown Color Brazilian Virgin 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 KONGZIR Mop Mop and Bucket Cleaning Set Hangable with Storage Dr 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 Flush Mount Ceiling Light Ceiling Lamp Dimmable LED Modern Round 7 8 Custom Hand-Painted Forest elk Photo Wallpaper for 3D Wall Cover Office Chair mat for Hardwood Floor/Carpeted Floors This Chair M Chameleon Water Dripper Reptile Drinking Fountain Suitable for S Amphenol Part Number 97-4106A-22-14S MuswannaA 4 Piece Duvet Cover Set- Happy Halloween Horror Blood
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Sandvik Coromant R216.24 Carbide Corner Radius End Mill, Metric, 13 Mxzzand LED Bulb Battery Charger Solar Controller Polysilicon Ma
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 7/8'' Clip On Ons Fork Handlebars Handle Bar/Fit for - Yamaha/Fi Alaska for Trump (18" X 24") Yard Sign, Quantity Discounts, Mult 1/2"-20x4 3/4" Socket Head Cap Screws FINE Thread Alloy Thermal Filit Hallway Entry Carpet,Kitchen Carpets Anti-Slip,Anti-Fatigu Motorcycle Handlebars for Yamaha YZ600 1986 1987 1988 CNC Alumi Kane Carpet 8' x 8' Brown and Ivory Chevron Hand Woven Square Ar GRND STUD 3/4 NOM ROD (Pack of 1) Empty Custom Mural Wallpaper 3D Stereo Relief White Horse Photo Hot Glue Gun, Ergonomic Handle Hot Melt Glue Gun, for Artificial
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 Motorcycle Brake Clutch Levers for Ya-maha MT09 MT-09 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 ZDSM Footrests for K-AWASAKI KDX200 95-05 KDX200R 97-01 KDX220R 14k Yellow Gold Enamel Grapes Stem Leaf Pendant Charm Necklace F ZENITHIKE Automotive Replacement Timing Chain Kit Compatible for Dead Inside Grimace Casual Backpack Bookbag Hiking Outgoing Dayp Laptop Sleeve Bag Case 15.6 inch Notebook Sleeve Case Portable B Uminder My Hero Academia Sandals for Men Women Custom Non-Slip U Tie Rod End Kit Fits 1986 Kawasaki KLF185 Bayou Clhhsy Waterproof and Removable Custom 3D Mural Wallpaper for Ki ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with K 3D Flower Photo Wall Paper Mural European Embossed Floral Wallpa
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 American Shifter 372528 Shifter Kit (4L80E 16" E Brake Cable Tri Clear 38"x60" Contractor Trash Bags 75/roll (5 Rolls) Momuk Tactical Flashlight Super Bright IP65 Waterproof 3 Light M ProSphere Lamar University Men's Performance T-Shirt (End Zone) Designated Pet Area for Residents Only Sign, 24x30 Inches, 3M EG Kingston GO! Plus Works for Kyocera DuraXA 512GB MicroSDXC Canva Industrial Breaker Lock, Circuit Breaker Lockout PA Nylon Durabl Postmodern Art Lion TPU Case for New iPad/iPad Air/iPad Pro Gene American Shifter 524668 Shifter Kit (4L60E 23" E Brake Cable Cla
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Suicide Boyscasual Models Shoulder Backpack Laptop Backpack For BAAIFC Motorcycle Carburetor Vehicle Carb Replacement for Yamaha NMC D28A, OSHA Sign D28"Danger" (Pack of 50 pcs) LA-BOOR DIY Wooden House Miniaturas with Furniture DIY Miniature YANJ 2Pcs Brass Knobs Cupboard Pulls Drawer Knobs Kitchen Cabine Womenfocus Cozy Plush Doormats 18x30in, Absorbent Cushioned Kitc Clhhsy Custom Mural Wallpaper Modern Chinese Style Hand Painted Tune UP Special Swooper Flag (Mount and Poles are Not Included) DIY 5D Diamond Painting by Number Kits, Peacocks Garden Diamond Secondary Driven Clutch Spring - Purple Fits 2014 Polaris Ranger
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Jims USA Sprocket Nut Socket Tool
1 2 3 4 5 YOPLAIT YOGURT GO-GURT FOR KIDS 8 TUBES STRAWBERRY AND BERRY PAC Goodman 4 TON 14.5 SEER Air Conditioner bundle (GSX140481 CAPT49 Even Now LUYIYI Lace Tablecloth Rectangular Small Fresh Fabric European S Sewing Lamp, Sewing Light, Brighter 6000-6500k Color Temperature A.S.98 Mara Wallet Women's Accessories PUMA Women's Leadcat FTR Slide Sandal (New Part) Genuine Compatible with Honda 16100-Z0S-921 Carbureto DC - Mens Ring Rays Sweater
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 Five Ten Women's Rogue VCS Climbing Shoe New Carburetor For Polaris Xplorer 400L Carb 1996-1998
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 3D Goldfish Pond 7743 Floor Wallpaper Murals Wall Print Decal AJ Diamond Painting Large Full Drill,Abstract Landscape Night 5D DI
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 Chunky Woven Blanket Polyester Fiber Throw Hand Woven Yarn Breat New Disc Brake Pad Set for Impreza Crosstrek Forester Legacy
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: EILANNA Usb Backpack Carry On Bags 17 Inches,Teen Rubber Rebel R (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 Best of Ultimate Soul Christmas
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).