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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 Spaghetti and Meatballs 12 Cans 14.5 oz 7 8 High Star Collections Mens Lightweight Bomber Jacket Casual Zipp LXFMZ Ceramic Craft Decoration Ornaments, Creative Modern Orname Indo Curryya No Bgm Odoru Maharajya Aggretsuko 3D Printing Cover Twin Bedding Set Soft and Breathabl ECCPP Control Arm Kit For 2000 2001 2002 2003 2004 2005 2006 for
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 13'7"x13'7" Pure Wool Kashkuli Gabbeh Pictorial Hand Knotted Ori 13 Fill light ZHAOSHUNLI Mobile Phone Live Beauty Skinny Face Self-
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 LiadFngKA Wireless Earbuds for MOMAX BT1,True Wireless Bluetooth Dialogue Abstract Case for Ipad Pro 12.9 in Case 4th Gen 2020 Ta Kingston GO! Plus Works for ZTE N9130 512GB MicroSDXC Canvas Car Orthotic Slippers with Arch Support for Plantar Fasciitis Pain R New Straight Rod Commercial Advertising Umbrella Anti-Wind Super Pillow Moroccan Style Hand-embroidered Cotton One Creative Cushi Uaneo Womens Tie Dye Knit V Neck Long Sleeve Pullover Sweatersï¼ Manual Coffee Grinder, All-in-One Burr Coffee Beans Grinder Hand Sapper of Foot Grenadiers Imp. Guards. France 1808-12 Years Hand
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 4-Tip Beard Pencil Filler for Men (2 pack), Updated Beard Fillin 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Boho Wedding Dresses, Unique Boho Wedding Dress,Lace Bridal Dres Hanky Panky Funny Printed Sunset Palm Slim Lightweight Hard Back Shell Prote Antique Women Pear Shaped Blue Sapphire Diffused Floral Pendant, Green Man Pendant 14K Gold with Tsavorite Eyes Necklace Leaf Man FRFFASHION Tropical Palm Tree Comforter Set Caribbean Beach with APMIXI Heating Pad for Fast Pain Relief-6 Level Electric Heating Sushi Specials (18" X 24") Yard Sign, Quantity Discounts, Multi- Pump Kirsten Murph Ultimate Sleeve Shaft Sleeve Discreet Male Ma APC AR8612 (005)
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 LuxMart Premium 3x5 Embroidered 1st Company Texan New Orleans Vo DIY 5D Diamond Painting Kits for Adults Kids Full Drill Large Si Torch Infrared Flashlight,Flashlight,LED Infrared Flashlight Hig OFFTEK 16GB Replacement RAM Memory for HP-Compaq Omen 17-an039nf Large Epoxy Resin Wood Lamp, Diver and Humpback Whale Led Lights eBigValue Blue Slim Holster Camera Bag, Lightweight, Protective Chunky Giant Knit Throw Handmade Bulky Knitting Yarn Blanket Dec Sonne Mond Und Sterne Cantata Hoy Tenemos
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 FRFFASHION Moroccan Tile Style Comforter Set Abstract Seamless P Puccy Privacy Screen Protector Film, compatible with Sculptor MU Jewels Obsession 14K Yellow Gold Jewish Chai Pendant with 18" Ne MISC American One Nation Print for Couch Decorative Throw Pillow Yilong 8'x10' Hand Knotted Tabriz Persian Silk Rug Antique Orien Replacement For Dell 40006540 Battery By Technical Precision Fendall Pure Flow 1000 Emergency Eye Wash Station Replacement Pa Morse Cutting Tools 94401 Spiral Point ShearTap, High-Speed Stee Oulaer Hair 13x4 HD Invisible Lace Front Human Hair Wig Short Wa 3 Pieces Bath Rug Set Toilet Seat Cover Halloween Scary Skull Cl
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Openflash Tablet Programmer ECU Tuner Compatible with 2016-2019
1 2 3 4 5 12 Packs Kitchen Cabinet Knobs,Landscape Beautiful Island Seasid Caltric Red Drive Chain And Sprocket Kit Compatible With Yamaha SuppliesMAX Compatible MICR Replacement for Lexmark MS-310/MS-31 Arawat Plant Wall Murals Peel Plant Wall Stickers Room Wall Deca Pet Life Pet Crate Ochoos 100PCS V624ZZ Carbon Steel V Groove Roller Wheel Ball Bea 3D MAXpider Carpet Floor Mats for Chevrolet Equinox/GMC Terrain MZXUN Gaming Chair Office Chair 360° Rotation and 160° Recline, Your Lie in April Backpack Casual , Multi-Function Travel Lapto
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 3 3/4 x 1 7/8" Fluorescent Pink 13 Pt. Shipping Tags - Pre-Strun Buffered C with Ca-Mg-K Ascorbates 554 Mg 200 Tabs
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Jiulong Sloth Take Your Time Men's Casual Cotton Jogger Sweatpan 1961 Topps # 533 Jack Curtis Chicago Cubs (Baseball Card) PSA PS
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 Vertiv Co Liebert Rack Mount for UPS QDHY Beer Bottle Dispenser Bottle Chugger Funnel to Beer Bong Be
Chapter 13 Neural Nets and Deep Learning PDF YJKDM Household Shading sail, Rectangular Waterproof Sunscreen a RCA DRC8320N DVD Recorder
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 Brake Pads Rotors Kits, ECCPP Front Brakes and Rotors fit for 20 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 lyqqqq Space Aluminum Bathroom Toilet Bathroom 3 Three-Layer Sto 7 8 University School Bag Unisex Aki Rosenthal Sub! Backpack Inch Co DIY 5D Diamond Painting Kits for Adults,Bird Picture Diamond Pai Yuchen Silk Persian Rug 5.5X9 Gold Handmade Tabriz Isfahan Heriz LuxMart 3x5 USA American State of Texas Flag 2 Aluminum Pole High Stretch Sofa Slipcover Couch Slipcover Furniture Protector
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Bigfoot and Lawn Flamingo Unisex Men's Mens Funny Hoodie Comfort 13 LED Ring Light for Makeup Selfie Pictures Live Broadcasting
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Bundle - 9 Items: Raceline Krank 14" Wheels Black +38mm 32" Roct LC_Kwn Teacup And Saucer And Spoon Sets Vintage Royal Bone China Angeleno Heritage Inspirational Good Idea Garden House Flags Kit Auart Zyilei-Timing Belt Pulley 100 Teeth 2GT Timing Pulley 100T Infinity Instruments Satellite Clock, Walnut Diamond Ring, 18k Gold Ring, Minimalist Promise Ring, Art Nouvea Chanety Outdoor Waterproof Wall Sconce Matte White Aluminum Up Verified by SanFlash Ultra SanDisk 64GB Works for Samsung Galaxy 3D Red Blue Abstract Face 7309 Floor Wallpaper Murals Wall Print
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Bundle - 9 Items: STI HD9 14" Bdlk Wheels MB (6+1) 30" MotoRavag 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Tokusatsu 100 Medley MQQ 2 Drawers Bedside Table Locker with Drawer Material Pine + P Drummer Drumming 12 Days of Christmas 3D 925 Solid Sterling Silv BOR16021215F - Record Ruled Book Corresponding Model LCD Screen and Digitizer Full Assembly for M GEDORE 133 60 Open Ended slogging Spanner 60 mm Rexroth New Aftermarket A10VO28DRG/31L-VKA12K40 Hydraulic Piston Smile Art Design Cute Raccoon Winter Theme Turquoise Background QKX,Area Rugs,1PC Polyester Leaves Pattern Carpet for Living Roo Bohemien Ziegler Harriett Teal/Blue WoolSilk Rug - 7'10'' x 9'7
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Duvet Cover Set 3 Pieces California King Size, White Daisy Heart Flag Map Of Cocos (Keeling) Islands Travel Laptop Backpack Anti Sale (HOT Sale) King Swooper Feather Flag Sign Kit with Complete Kingston 512GB Huawei AQM-AL00 MicroSDXC Canvas Select Plus Card Endangered Species Hymenolaimus Malacorhynchos Camping Folding S Battery Replacement for L16M4P60 Yoga920-13IKB80Y7005FBM,Yoga920 Susany Swing Bench with Black Cushion and Chains Teak Wood Patio YYZWNC Fluffy Round Rugs for Living Room Decoration Faux Fur Rug MuswannaA Rectangular Polyester Tablecloth Christmas Table Cover
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 VINISATH Laptop Backpack,Appaloosa Pony And Sable Border Collie Brigham Mountaineer 354 Tobacco Pipe - Bent Billiard Smooth Wallpaper Hand Painted Tropical rain Forest Flowers and Birds Ba mugs Zen Mug With Lid Set,Large Ceramic Coffee Cup 14.5OZ,Simple Coasters for Drinks, Absorbent Drink Coasters Set Cool Bar Cup C MISSBIE Down Syndrome Awareness Flag Men's 3D Print Athletic Fit TOMS Women's Deia Bootie LYHDP Murals Dead Tree Trees Removable Torn Hole Decor Wallpaper Honda Genuine 81531-SZA-A01ZB Seat Cushion Trim Cover, Left, Fro Elegant Kitchen Rug Mats 2 PCS Soft Kitchen Mat Fatigue-proof Fl
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Prong-Set Diamond Budded Cross Pendant (2.4mm Diamond)
1 2 3 4 5 Puccy Privacy Screen Protector Film, Compatible with ACER ASPIRE Hugo Boss Women's Modern Mule American Shifter 416733 Shifter Kit (12" E Brake Cable Clamp Cle Aokarry Women 18K Yellow Gold Pendant Necklace 1.95ct Pear Citri Veri SanDisk Ultra 512GB MicroSDXC Works for Spice Mobile Mi-359 Wood Plaque Wall Hanging Sign for Kitchen Bathroom Happy Mother' Biden 2020 13 oz Banner | Non-Fabric | Heavy-Duty Vinyl Single-S Wall Murals,Wallpaper Green Forest Cartoon Mushroom Room Moon Gi CS-YZC Body Fat Scale Floor Science Intelligent Electronic Digit
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 Etienne Daho: Sortir Ce Soir - Live 2004 Hair Cutting Scissors, Professional japan 440c Green Left handed
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 NMSB 2pcs/set Home Decor Nordic Style For Baby Room Wall Shelf W Tasman's Natural Pet 2 Flavor Bundle of Natural Rawhide Roll Dog
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 CPU Holder | Computer Case Holder CPU Stand Host, with 4 Caster LWSJP Table Cover Pastoral Waterproof Round Table Cloth Floral/P
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: Lunch Bag And Backpack Combination Pack Bear Forest Geometric So (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 YW Ladygo Biden 2020 Flag Banners-Joe Biden for President 2020 L
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).