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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 3 Pairs Anti-Slip Sleeve Silicone Anti-Sliding Glasses Leg Sleev 7 8 Two Stone Freshwater Cultured Pearl Twist Pendant (9mm Freshwate FB Jewels 14kt White Gold Round Diamond Bridal Wedding Ring Band Garden Creative Flower Pot Outdoor Gardening Animal Sculpture Sw Geyser Max-Flow Waterfall Pumps by Matala GM-6200 - MATALA GEYSE LEOSUCRE Quilt Bedding Duvet Comforter Insert, Autumn Maple Leav
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 LOVEPET Cow Inflatable Suit Cosplay Cartoon Walking Doll Costume 13 WJMM Projector, 4K HD Ultra Mini Bluetooth Wireless Portable Hom
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 SP7523 Torrington New Adapter Accuform MFSD439VA, 5" x 14" Aluminum Sign:"Emergency Shower", P Veri SanDisk Ultra 512GB MicroSDXC Works for Zen Mobile M28 by S Jgzwlkj Candle Lights Pack of 6 Flickering Waterproof Flameless JIUCHUAN Indoor Doormat Hot Dog Vector Non Slip Entrance Rug,Wel ProSphere Northern Michigan University Boys' Zipper Hoodie, Scho All Weather Front Car Seat Cover for Audi Q3 Sportback Anno 2012 Mini Projector, Can Be Connected to a Variety of Devices, Turn o Cembre 4790404, CS-EY 700402 Film"Earth" Electrical Symbol (12 P
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Hot melt glue gun DIY thermoelectric silicone glue gun heating t 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 2.04ct Emerald Cut Solitaire with Accent Halo Criss Cross Aquama Verified by SanFlash Ultra SanDisk 1TB Works for Micromax E353 M Disney Gamer Mickey Hoodie Threaded Rod, Steel, 1-1/4-7x12 ft - U20200.125.9999 Rembrandt Charms Letter Charm, 10K Yellow Gold COVER GIRL Women's Skinny Cuffed Stone Whisker Wash 29 Inseam Outdoor Wall Sconces All Bronze Outdoor Wall Lamp Waterproof Con American Shifter 521460 Shifter Kit (727 23" E Brake Cable Clamp Men's Plaid Suit Slim Fit Single Row one Button Business Wedding Do You Dare Enter The Witchs Lair Dirty Clothes Pack Portable 82
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Bonyak Jewelry 18 Inch Hamilton Gold Plated Necklace w/ 6mm Rose WUXUN HRC55 Carbide End Mill 1 2 3 4 5 6 8 10 12mm 2Flutes Milli CALOER Thickened Inflatable Car Air Mattress with Pocket,Headboa TOP+ AC Adapter for TheraGun G3 G3PRO XY60S-2003000Q-UD EA1046SA Garden Statues and Sculptures Outdoor American Country Retro Gar JIUCHUAN Indoor Doormat Trendy Classic Blue Background Made Blos 200ul Vial Insert, Taper Bottom Borosicilate Glass Tube with Pla GemAbyss Beads Gemstone Coated Black Spinel Natural Gemstone Bea NJ-HH Iron Makeup Mirror, Pure Collapsible Portable Mirror, Fold
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 3 plạnts Mạsk of Ẹtẹrnịty - Dạylịly Plạnt Ẹxcá ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with C Rexroth New Aftermarket A10VO45DFR1/31R-PSA11K52 Hydraulic Pisto Bathroom Safety Handicap Grab Bar, U Type of Grab Bar -Bathroom YellowMaps Coaldale NE NV topo map, 1:24000 Scale, 7.5 X 7.5 Min SureKit Custom Car Floor Mats for Buick Larcosse 2006-2008, 2009 Dublin White Map by Multiplicity on Tablet Folio Case Compatible XDCGG Steering Wheel Cover Chinese Calligraphy Word Good Fortune Car Dashboard Cover,for Volvo XC90 2004 2005 2006 2007 2008 2009 #1056 Natural Gold Nugget Australian 3.13 Grams Genuine
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Best
1 2 3 4 5 Tent Beach Canopy Tent Sun Shade, Beach Tent Sun Shade Shelter, Delphi HP10249 Fuel Pump, 1 Pack 1/4"-10-32 x 5/16" Fine Thread Socket Shoulder Screw Alloy Steel Prime Leader Kitchen Mat and Rugs Set of 2, Life is Better in FL Womenfocus Cozy Plush Doormats 24x35in, Absorbent Cushioned Kitc RENSLAT Bathroom Accessories Rack Free Punching Toilet Seamless Classic (7MM) Round Cut D/VVS1 Diamond Elegant Party Wear Solita 3D Sunlight 3197 Wall Paper Print Decal Deco Wall Mural Self-Adh Dell PowerEdge R640 8 x 2.5 Hot Plug 2X Silver 4110 Eight Core 2
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 Kucuk Ozgurluk (Kleine Freiheit) 1968 Topps # 199 A's Rookies Roberto Rodriquez/Darrell Osteen Oa
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Peegli Traditional Indian Georgette Blend Fabric Pack of 2 Mixed Gottes Synthesizer
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 Kirby Car Seat Covers Interior Mat Cushion Pad Accessories Supe Adult White Panne Velvet Full Length Hooded Cape - (Princess/Sno
Chapter 13 Neural Nets and Deep Learning PDF Arshs Turkish Knotted Yesenia Lt. Gray/Gold Wool Rug (9'2 x 12'4 Amymami Beer Bar Schaefer Beer Neon Lamp Sign 17inx14in Bar Ligh
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 Five-Petal Flower Citrine Twisted Wire Halo Ring (10mm Citrine) 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 RR-0748, WH-748 Spirolox Internal Retaining Ring, Medium Duty, 7 7 8 Cold Kettle Large-Capacity Heat-Resistant Thickened Cool Kettle, CESULIS 10pcs/lot Dimmable LED Downlight 5W 7W 9W 12W 85-265V CO Libuty Outdoor Post Lights Dusk to DawnSolar Column Head Light O FloralStem Eromanga Sensei Sagiri Izumi 2 Way Tricot 120 x 40cm SUHETI Oven Mitts and Pot Holders 4pcs Sets,Colorful Rainbow Wat
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Custom Wallpaper 3D White Abstract Tree red Rose Squares TV Back 13 Motorcycle Handle bar Grip 7/8" 22MM Motorcycle Handlebar Grip H
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 ZELIN Iron on Heat Transfer Vinyl Roll 12 Inches x 4 Feet DIY Gl School Backpack Bookbag Laptop Daypack Schoolbag for men Teens B Black Enamel Spider On Cobweb Web 3D 925 Sterling Silver Charm P YellowMaps Judith Peak MT topo map, 1:62500 Scale, 15 X 15 Minut Ochoos 100mm Length PA66 PA6 Nylon Rods Sticks Cylinder Polyamid YAOBAO 6Inch/8Inch Trimmer Head Cutter Replacement for String Tr Garage-Pro Tail Light Assembly Compatible with 2011-2013 Toyota Davitu Electrical Equipments Supplies - AS6910 AS6910D B137HL BC PNdeid Border Collie Dog Leather Place mats for Dining Table Set
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Attack On Titan Soft TPU Back Cover Premium Protective Cover She 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 WCN Sturdy Chess Game Silver Gold Pieces Folding Magnetic Foldab Autos Usados King Windless Feather Flag Sign Kit with Complete H Neon Signs Bad Bitch Neon Light Sign Hanging Neon Sign Pink Neon Sugar Skull Backpacks School Bookbags Travel Laptop Daypack 3d P Computer Monitor Stand Multimedia Desktop Stand Desktop TV Stand 7101MD9V3QE, Miniature Toggle Switch (5 Items) Identity V Cosplay Costume Black Dress Deadly Gentleness Vera Na American Shifter 483158 Shifter Kit (4L60E 23 Swan E Brake Cable Ti Amo Amari 4-in-1 Convertible Crib, Frost White Christmas Half Round Doormat Multicolor Welcome Mat 2-Pack Set f
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 3 Pieces Bath Rug Set Toilet Seat Cover Morandi Color Modern Lin CGSignLab |"Annual Sale -Basic Teal" Premium Brushed Aluminum Si 1.5 Ctw 14K White Gold Twist Curving GIA Certified Oval Cut Diam OneHoney Happy Thanksgiving 3 Pieces Bath Rugs and Mats Set, Non Insulated Lunch Bag for Women/Men Summer Beach Crabs Leakproof R Gator Frameworks Guitar Pick Holder with Microphone Stand Attach 12 Packs Kitchen Cabinet Knobs,Cut Snail,Pulls Cupboard Handles BIC Hybrid Advance Triple Blade Disposable System Razor with a S AURELIOR Winter Forest Handle Pull, Cabinet Handles and Drawer P
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Appaman Kids Boy's Structured Summit Puffer Coat (Toddler/Little WGGTX Wall Shelves Brackets Kitchen Organizer Bedroom Living Roo Women Restroom Sign - Taupe/Black NZYWYS Easy to Clean and Beautiful Appearance, Size 135cm Anime game Final Fantasy Squall Leonhart Cosplay Gunblade PVC Sw FHCHBY Multiple Color Rainbow LED Backlit Large Size USB Wired M Leica C-Lux Camera Case, BolinUS Handmade Genuine Real Leather H Hansel Gretel and friends [Vol 1][Animated][Color] DIAOD Towel Holder Rack Wall Mounted Towel Hanging Hook Bathroom The Deck Sit, Sip, Relax, Enjoy Metal Sign, 6”x16, Sip, Relax, E
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
YellowMaps Orchard NW NE topo map, 1:24000 Scale, 7.5 X 7.5 Minu
1 2 3 4 5 American Shifter 468303 Shifter Kit (AOD 16" E Brake Cable Trim Hynix Original 8GB (1x8GB) Laptop Memory Upgrade for Asus Republ Ksunun Linear Floor Drain Brass Shower Floor Drain with Tile Ins Head Bolt Set for TSX RDX Clvlc CR-V 2.0 2.3L 2.4L DOHC VTEC ES7 Two Tone Red Magic Mushroom Women's Relaxed T-Shirt Multiple Col For Mazda 3 Tail Light Assembly 2010 11 12 2013 Driver and Passe Bathroom shelves Bathroom Storage Rack Corner Adhesive Shelf Wal NATURELO One Daily Multivitamin for Men - with Vitamins Minera NusGear 9 Piece Garden Dining Set with Cushions Poly Rattan Gray
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 Chinese Style Magnolia Flowers Bird Mural Wallpaper Living Room Main Filter Inc. Filter Replacement for INTERNORMEN 01NR25016VG1
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Screw-In Vinyl Coated Tool Storage Hook Pack of 50 inktastic Christmas Squad with Holly Sparkle and Reindeer Long S
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 KJBGS Hardware Nails 304 Stainless Steel Flat Head Hexagon Selft Idle Decor Pom Pom Tailored BedSkirt 100% Egyptian Cotton 800 Th
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: Mr. Fine 21C Shaving Soap for Men 5oz Puck -Platinum Fragrance - (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 LWCHJ T Sliding Nut Block Square Nuts Zinc Coated Plate Aluminum
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).