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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 NeoAlly Dog Rear Leg Brace Long Version Canine Hock Wraps with S 7 8 XXIOJUN-Shower Mat, Non Slip Bath Mat Comfortable to Stand with KOEHRING Air Filter KF8273238 Gaming Mouse Pads RGB LED Mouse Pad XXL Todoroki Shoto Decoratio 3D Stream 3215 Floor Wallpaper Murals Wall Print Decal AJ WALLPA YTDTKJ Solid Sheesham Wood Coffee Table
    Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 LUANYUN-Guide 10PCS LM8UU Linear Bearings LM12LUU LM4UU LM5UU LM 13 Men's Inox Jewelry Braided Black Gray Woven Bracelet
    Chapter 4 Mining Data Streams PDF Part 1:
    Part 2:
    PDF
    PDF
    PPT
    PPT
    1 2 3 4 5 YXYH Chunky Blanket Knit Throw Blanket - Chunky Knit Contemporar Merry Christmas Happy New Year Holiday Xmas Holiday Party Decor Wigs #N/A (Size : 22") One Piece Luffy Sky Island 5 BackpackTravel Laptop Backpacks Pri Temora 8' x 10' Area Rug ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with K Custom Products Combat Classic 20 Inch Barrel - .685 - 98 Custom Beistle Vintage Christmas Santa Sleigh Cutouts, 10¾"-17¾", Mul 14k Rose Gold 4-Prong Basket Round-Cut Brown Diamond Solitaire 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 Brady 95540 Portable Lockout Kit, Filled, 8 Components 13 14
    Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Power Supply; AC-DC; 24V; 33.5A; 100-264V In; Enclosed; 804W; Pa Vintage Motorcycle Half Helmet for Men Women Adult Low Profile H 360-degree Rotating Hook, 6-jaw Suction Cup Hook, Sticky Hook, 4 Attention NIVEAU DE Bruit ÉLEVÉ Porter UNE Protection AUDITIVE ( HongTeng Garden Creative Statue Portrait Retro Outdoor Goddess F WUCHENG Piece Bathroom Hardware Accessory Set with 24" Towel Bar ZIYO Hell Messenger with Lantern, Witch Decoration Looking for L Telescope Portable Binoculars Nitrogen Waterproof Compact Binocu Kadimendium Sewing Machine Looper Multifunctional Sewing Machine Oil Can Olive Oil Vinegar Bottle Dispenser, (600 ML) Ceramic Tab
    Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Snowbasin Ski Resort Utah 1000 Piece Jigsaw Puzzle 29.5 X 19.6' HARD EDGE DESIGN Unisex Living In Utah with Rhode Island Roots S OneHoney Bathroom Rugs Set Happy Halloween Spider-Cobweb Non-Sli WGOEODI Stripes Wood Violin Shoulder Rest,Adjustable Shoulder Pa SHF an^al Dilator in Vestibule, Personality Toys, with Handle an Eummit soap Dispenser Fun Automatic Sensor Foam Washing Mobile P YellowMaps Stevenson Point NC topo map, 1:24000 Scale, 7.5 X 7.5 Womenfocus Cozy Plush Doormats 24x35in, Absorbent Cushioned Kitc Art Deco Engagement Ring, 2.34 CT Gemstone, HI-SI Diamond 8 MM G
    Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Mens Warm Fleece Pants Bottoms Joggers Lounge Pants Elasticated Linear Rails 2 Pcs SBR12 600 Mm Linear Bearing Supported Rails+4 CTCAUTO 19632 New Starter fit for 2006-2009 S uzuki Quadracer 45 Ahuahua Placemats,Halloween Zombie Hand Place mat Set of 6 Heat Gorilla Grip Laundry Basket and Fabric Storage Bags, Both in Red Bilderwelten Wall Hanging - Delicate Branches in Winter Fog - Di Ochoos 623 624 625 626 627 628 629 si3n4 Full Ceramic Bearing SI SAXTZDS Black Hand-Stitched Non-Slip Comfortable Leather car Ste Car Window Sun Shade Front Rear 4 Piece Magnetic Privacy Sunshad Shaving Bowl, Wooden Shaving Soap Bowl Cup Mug Tool Natural For
    Chapter 9 Recommendation Systems PDF Part 1:
    Part 2:
    PDF
    PDF
    PPT
    Advocator Blue Leopard Print in Car Seat Cover Full Set of 3 Pac
    1 2 3 4 5 Parkland Collection Sota Pillow Cover with Down Insert Society6 Daisy by Emeline on Wall Hanging - Large 47" x 32.25" TYUT Door Handle Compatiable With Ebony Front Left Inner CD Fresh Scents Water Scented Sachets - Fragrance for Drawers, Mens Papa Bear Slide Sandal Papa Bear Purple Galaxy Fathers Day Bemostrich Beautiful Tang Cute Round Mouse Pad, Personalized Pri Sanis Enterprises Silver 1.75"x2.5"x3" Mixer and Bowl Desk Clock Zfusshop Folding Ladder Chair Stool Step Ladder Staircase Stool Mo Dao Zu Shi Microfiber Quick Drying Beach Towel with A Carryin
    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 adidas Boys' Clashing 3S Short, Brite Blu, 3T SIZHINAI Steel Warcrafts 3D Metal Puzzle Set, Metal Model Collec
    Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 LKNJLL Nflatable Travel Bed for Kids Toddler Camping or Floor Be SKDSArts Shower Curtains Fabric Liner Easter,Ornamented Eggs in
    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 Top Carpenter Double Layer Reverse Inverted Umbrellas Eiffel Tow Honda Genuine 81131-S0X-A02ZA Seat Cushion Trim Cover, Right, Fr
    Chapter 13 Neural Nets and Deep Learning PDF TJLSS 8 Pcs Golden Napkin Ring Butterfly Bow Tie Napkin Buckle H InterestPrint Love Flowers Men's Long-Sleeve Hoodie Sweatshirt w
    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 JIUCHUAN Indoor Doormat Image Portrait French Bulldog Red Winter 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 VIVAIA Iris Women's Low-Heeled Flats Slippers Slip on Shoes Poin 7 8 Laurel Canyon Condor Usa Inc Pressure Switch Diaphragm 45 to 160 psi Womens Tops Women Sexy Feather Crop Workout Long Sleeve Vintage yaoyaoshop Decorative Pillow Throw Pillow Covers Sexy Red Lips S American Shifter 365797 Shifter Kit (4L80E12" E Brake Cable Clam
    Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 RUILIJIA Set of 4 Complete Front + Rear Shock Struts Springs Fit 13 1.25 CT Green Tourmaline and Diamond Floral Cluster Pendant Neck
    Chapter 4 Mining Data Streams PDF Part 1:
    Part 2:
    PDF
    PDF
    PPT
    PPT
    1 2 3 4 5 Mighty Max Battery 6V 4.5AH Battery Replacement for Sonnenschein Black Cat with Pink Flowers Leather Placemat Heat Resistant Plac Accuform MFSY560XL, 10" x 14" Aluma-Lite Sign:"Food Prep Area", ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with D Transparent Tarpaulin, Camping Tarpaulin, Plastic Greenhouse Out LLY Color Multi-Selection Fixed or Adjustable T-Type handrail Ad Strict Leather Leather Leg Binders Coral colonies and sea animals Adult Backpack, Unisex Backpack, Optionally Heavy Duty Waterproof Dry Box Canister Dive Kayak Bea
    Chapter 5 Link Analysis PDF Part 1:
    Part 2:
    PDF
    PDF
    PPT
    PPT
    1 2 3 4 5 6 7 8 9 10 11 Teerwere Soap Box Ceramic Soap Dish Portable Soap Dish Camping H 13 14
    Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Crows There's Some Hos in this House Sweatshirt, Funny Christmas Sweat Geometry Piggy Bank Lucky Pig Resin Statue Money Box Decoration Tru-Spec Men's Lightweight 24-7 Short Sleeve Field Shirt Guitar Strap Button Lightweight Guitar Strap End Lock for Ukulel SuperMicro SuperWorkstation 7037A-i with X9DAi, 2X 2.4GHz 6-Core NUP2214ETVP2 FAG New Cylindrical Roller Bearing American Shifter 354298 Shifter Kit (TH200 8" E Brake Cable Clam ZIMAwd Car Dashboard Sunshade Cushion Cover,for Toyota Hilux SR5 Teri Black Jewelry Box with Lock with Mirror, Necklaces Watches
    Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Genuine Hyundai 85885-3J000-OR Door Step Trim Assembly LVJFY Mesh Laundry Hamper Iron Storage Basket Oval Washing Bin D GBS Beard Care Grooming Kit For Men - Professional Beard Scissor Pig Backgroundprinting Women'S Lunch Bag,Portable Fashion Meal B PGM Golf Mini Mouth Golf Chipping Net Collapsible for Outdoor Inclusive Progressive Pride Flag Lunch Bag Insulated Lunch Box L Rexroth New Aftermarket A10VO71DRG/31L-VRA41N00 Hydraulic Piston HARD EDGE DESIGN Girl's Youth Welsh Garter Family Bevan T-Shirt Mediterranean Style 3D Cartoon Lighthouse Sea Landscape Photo Mu
    Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 FAG NU1044M1-C3 Cylindrical Roller Bearing, Single Row, Straight APP Massager Rose Didlo Vibritor Adullt Toys for Women- Powerful Black Kitchen Faucet with Pull Down Sprayer, VFauosit Industrial Y-on-a of The Da-wn Steering Wheel Cover Universal 15 inch Steer MUELLER ELECTRIC BU-P2249-C-36 CABLE ASSEMBLY, COAXIAL, RG58C, B ACK Automotive For Toyota FJ Signal Light Replaces Oem: 81131-35 Chen-love1 Emergency Flashlight, Rotating Zoomable Torch Bright Men's Coolzone Very Interesting A'dult S'ex Toy Male Metal Cage NO ONE Japanese VG10 Damascus Steel Kitchen Santoku Knife with H Rexroth New Aftermarket A10VO45DRG/31L-VRA62K05 Hydraulic Piston
    Chapter 9 Recommendation Systems PDF Part 1:
    Part 2:
    PDF
    PDF
    PPT
    GOWE Steel 3AB1 crankshaft STD Size 3AB1 Engine Rebuild
    1 2 3 4 5 KYCHDY Wigs Dark Green - Purple Gradient Wig Ladies Handmade Lac RUIANTE Compatible with Real Carbon Fiber Interior Door Handle T Statue Ornaments Sculptures Resin Figurine Leaves Fiberglass Fig ScottDecor Buoy Decor Fish Tank Background Poster Life Buoy with BRIGHTT-QA747412 Stainless Steel Pillar Trim 6Pc Fits 2005-2009 Smoked BBQ (18" X 24") Yard Sign, Quantity Discounts, Multi-Pack QIAOXIAOFEI QQ-NBQ 1500W Solar Inverter, Power Inverter, DC 12V Sterling Silver Chatham Created Blue Sapphire Cross Necklace WGZ- Medicine Box Portable Multi-Layer Drug Storage Box Househol
    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 Anzy Motorcycle Luggage Rack, Motorcycle Detachable Backrest Sis Animation - Kuruneko 1 [Japan DVD] DABA-4485
    Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Kytuoqe I Love Frenchies Large Size Storage Bins with Handles Mu ELK Lighting 5227-007 Pillow/Rug/Textile/Pouf, Black
    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 BFONE Gothic Gowns Medieval Dresses for Women Halloween Short Sl Diamond2Deal 14K Rose 2 mm Flat Wedding Band Ring for Women
    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: Abusson Pak-Persian May Black/Blue Wool Rug (10'1 x 14'1) (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 Stella Chewy'S Freeze-Dried Raw Dinner Patties Dog Food Variet
    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).