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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 Accuform, MEXG545XV, 7" x 10" Adhesive Dura-Vinyl White on Red S 7 8 BD-15727 DIY Beads Natural Stone Beads Cabochons Green Aventurin Beauticare New High Performance Carburetor Carb Cvk 32 0470-454 Didlo Thrusting Suck Toy Multifunctional Massager Toys for Women Corporate Employee Recognition Plaques - 7 x 9 Chatoyant Rosewoo SignMission Designer Series Sign - No Parking Fire Lane - Do Not
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Rexroth New Aftermarket A10VO28DR/31L-VSA11K40 Hydraulic Piston 13 Shaving Factory Metal Straight Razor Butterfly
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Fuel Pump Rebuild Kit fits - V-Strom 1000 DL1000 2004-2012 - Mot American Shifter 370643 Shifter Kit (FMX 16" E Brake Cable Trim Replacement For Acer Aspire 3820tg-332g50na Battery By Technical DAP 01835 10.1 oz Grey Gutter Sealant Lewalt - Last Name History and Coat of Arms from Poland Print Se Enjoyyouselves 304 Stainless Steel Towel Rack Double Towel Rack 5 X Please Keep 2M 6Ft Apart - Warning Sign Sticker Self Adhesiv Mens Hawaiian Sea Turtle Jogger Sweatpants, Casual Workout Pants KKSI Healing Crystal Orgone Pyramid Stone with Rose Quartz Spher
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Jibaku Shōnen Hanako-Kun Laptop Backpack,High Capacity Business 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 9 Pcs Full Set Car Seat Covers with Detachable Headrests Univers American Shifter 454592 Shifter Kit (AOD 10" E Brake Cable Clamp Solid 14k Yellow or White Gold Gemstone Minimalist Bar Stud Earr HEPAI Scandinavian Abstract Design Decorative Blanket Tapestry S LUXPaper A2 Folded Cards in 105lb. Jupiter Metallic for Crafts, Schlage Commercial ND80RDELRHO625 ND Series Grade 1 Cylindrical Yoga ball HXF- Speed Ball Fitness Ball Balance Ball Hemisphere H CSTY-26315 Accessory for Car for Toyota Camry XV70 2017 2018 201 C/H Camping Sleeping Bag/Double Sleeping Bag, Waterproof and Tea HUYUE 2/4/5/10cm Width Navy Blue Velcros No Adhesive Hook Loop F
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Modern Abstract Pattern Large Area Carpet, Chinese Living Room C American Shifter 399652 Shifter Kit (4L60 8" E Brake Cable Dipst Village Witch Fun Halloween Present For Birthday, Anniversary, N HWCUHL Wall Stickers Kids Bedroom Animal Wolf Background Canvas 8-1 7/8 x 1 x .035 x 14N Band Saw Blade M42 Bi-metal 1 Pcs Front Rear Wiper Blades Set for Opel Zafira Tourer C 2012-2020 10-24 Green Prism FSC Regular 500 envelopes/Box Auto Accessories Durable Trimmable Custom Fit Boot Liner Cargo M Husqvarna Spark Plug Connection Part # 537239601
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Decal Stickers Multiple Sizes 9 Move in Special Red Blue Indu Saro Lifestyle Insectes Collection Lady Bugs Throw Pillow with D Cover Dash Board Cover Protector Car Inner Dashboard Cover Dash 100% COMIDA CASERA King Windless Flag Pack of 3 Sign with Comple Nickel Epoxy, Electrically Conductive Adhesive, Room Temp Cure, Screw Machine Drill,9/64"",HSS -6 Pack American Shifter 476575 Shifter Kit (4L80E23" E Brake Cable Clam Dalyn Rugs BELLA BL7 Rug 12X15 Ivory,Royal Latin Percussion LP805Z-AW Conga Drum Matching bongos available Toilet Brush Toilet Brush and Holder Set for Bathroom with Soft
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Pro Taper Grip Protector for Honda CB300R 2018 2019 2020 7/8" 22
1 2 3 4 5 OPOPOP Bathroom Towel Rack Convenient for Hotel/Home Bath with B juqingshanghang1 Home Decor- Underwear Storage Box, Socks and Pa American Shifter 519759 Shifter Kit (TH350 16" E Brake Cable Cla XIEZI Insulated Cooler Bag Picnic Basket Outdoor Camping Picnic Pbldb 3D Photo Wallpaper for Living Room Green Tree Forest Lands Yabuy 3Pcs Knitted Woolen Christmas Socks Christmas Tree Decoion Magic Entrance mat Absorbent Cement Entrance mat Non-Slip mat Su BRDI24780 Bearings 50Pcs Cylindrical Pin Bearing Roller 3x11.8 3 Wood Plaque Wall Hanging Sign for Kitchen Bathroom Watercolor Ha
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 Rocking Giraffee Bath Towel for Bathroom, Your are My Sunshine S LSXLSD 2 Person Parachute Hammock Portable Army Survival Hammock
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 WXYPP Binoculars for Kids Stimulate Interest in Learning Outdoor Bathroom Corner Shower Pole No Drilling Extensible Curved Shower
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 Arch Memory 4 GB 240-Pin DDR3 UDIMM RAM for HP Pavilion Elite HP ARTSHOWING Geometric Area Rug, Decorative Non-Slip Carpets for L
Chapter 13 Neural Nets and Deep Learning PDF Dell PowerEdge R740 8 x 2.5 Hot Plug 2X Bronze 3106 Eight Core 1 COLORSUM Quick-Dry Bath Towel Happy Halloween Stars Moon Skeleto
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 Replacement for Batteries and Light Bulbs Zu1212044010 Projector 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 Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4627 V 7 8 QTSM for B-MW S1000XR 2015 2016 2017 2018 8MM Motorcycle Bobbins AYGWHW 3D Printed Green Animal Peacock Bedding Set Twin for Boys FMOGE Drawer Cabinet Door Handle12Pcs Acrylic Crystal Clear Door Markwort C-Flap for The Batter, White LTJTVFXQ-shelf 3-Layer Bamboo Spice Rack, Adjustable Height Free
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Gercutter´s Store: 3 Feet (36") Price for Linear Foot - French T 13 2.37ct Brilliant Round Cut Solitaire Halo Light Sea Green Simula
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Atelier SoftWalk Women's Alcon Mule, Grey Multi/Black, 9.5 N US Dragon Sword Bedding Sets Unicorn Space Spaceman Black Backgroun Dancas Kit WACKER NEUSON AIR Filter (Secondary, Flat) (5100026905) Verified by SanFlash Ultra SanDisk 1TB Works for Apple iPod Touc Kite Flying Gifts For Men Women, Don't Talk to Me. I'm Kite Flyi 8-18X5/8 Phillips Flat Undercut Self Tapping Screw Type A B Full MENGBB Toddler Bedding Set Comforter Cover with Zipper 86X90 Inc
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Naruto Shippuden Itachi Sasuke School Bag Funny Travel Backpac 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 LASBAK 10x6.5ft Rectangle Solar LED Lighted Patio Umbrella with eloria Bean Bag Cover, Chair, Floral Printed Bean Bag, Canvas Be Memorial Gallery Eternal Green Remembrance Bead Pet Heart Urn Ch Authority Healthy Development Puppies Dental Sticks 10 Count and Designated Pet Area for Residents Only Sign, 24x30 Inches, 3M EG Society6 Teal Blue, Pearl Pink Floral Pattern by Micklyn on Wa American Shifter 408258 Shifter Kit (700R4 10" E Brake Cable Tri 1 oz Seeds (Approx 4825 Seeds) of Carpinus laxiflora, Loose-Flow Laundry Basket WGZ Plastic Laundry Bucket Storage Hamper Toy Sto LXDZXY Towel Shelfs,Space Aluminum Black Paint Single Rod, Easy
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Wallet Blocking Genuine Leather Zip-Around Wallets Purse Travel Water production, large living room, porch decoration, painting, SBU Blue Boat Cover for Crownline 196 BOWRIDER 1993, Travel Stor AMDXD 18K Rose Gold Rings Band, Ring Valentines Day Hollow Twist 8'9"x12'6" Abstract Design Wool and Silk Hi-Low Pile Denser Weav Sunflowers On Indigo by Claire Luce Baldwin on Laptop Sleeve - L SHF Wear Simulation Pe^NIS, Female Very Good Toys, Detachable Le RRH Laptop Backpack Sports Backpack Men and Women Backpack Work Husky Liners - 19262 Fits 2011-14 Cadillac Escalade ESV, 2011-14
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Children's Table and Chair Set Children's Table and Chair Set, K Hellboy II: The Golden Army I Bet On Red Unisex Youth Pull-Over YMLSD Wall Lamps,Wedding, Tree,Solar String Lights, Party,Ip65 W Dell PowerEdge R630 8B 2.5" SFF - 2X Intel Xeon E5-2695 v4 2.1GH Game+Of Thro-Nes Large Capacity Zip Backpack Bag Laptop Bag For Heavensense Stainless Steel Cylinder Extrusion Cookies Biscuits Keep It Clean 689433 Wiring Harness (Ultimate 15 Fuse 12V Conver MUMUMI Outdoor Folding Chair Folding Chair Camping Chair with Ar Personalized Phoenix Vs Dragon Quilt, Gift for Your Lovers to Da WSBD Women’s Long Sleeve Cute Cow Print Pullover Sweater
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Airbrush Tye Dye Name Design T Shirt
1 2 3 4 5 DDEPND Resistant Precision Multipurpose Screwdriver Set BEST-892 GUOCAO Extra Large Ashtray with Lid Creative Skull Personalized 54" Wide Fabric Red Faux Leather Soft Skin Vinyl by The Yard - Q QDX Hatsune Miku Cosplay Costume, Lolita Dress Party Cosplay Cos 23968 CC/W33 - SKF - SPHER RLR +420MM LSB - Factory New! Digger Desk Lamp, LED Movable Excavator Modelling Night lamp - U YIJU 3PCS Drum Set Pedal Beater Hammer Wool Felt for Drum-player Plant Stand Metal Shelves Flower Pot Holder Rack Display Patio S Replacement Laptop CPU Cooling Fan for Lenovo for IBM Thinkpad Z
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 Padaleks Women's V Neck Knit Vintage Sweater Vest Preppy Style S CHENGBEI Mini Air Conditioner Color Changing Night Light Desktop
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 3/4-10 x 7" Carriage Bolt - Round Head Square Neck - Grade 8 - F Unique Anniversary Ring, Wedding Band Ring, August Birthstone Ri
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 Hot Water Bottle LIU with Cover,Hand Warmer in Winter,Hot and Co Jade Crystal Tree of Life Sun Catcher,Window Crystal Ball Prism,
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: Ombra Laptop Shoulder Bag Fashion Floral Animal Giraffe Portable (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 steel stainless food container Air density canister stainless st
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).