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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 QXXKJDS Modern Kitchen Mat Entrance Doormat Home Living Room Bed 7 8 Mouse Pads Cute Cat Claw Gaming RGB Large Mouse Pad Gamer Comput Tristan da Cunha Flag Leather Luggage Tag Steel Engraved Text Patio Garden Bench Park Bench Outdoor Benches, Outdoor Metal Par Halloween Trick-Or-Treat White Ghost 10.75 x 4.25 Resin Tabletop TouchupXS-for Chevrolet Full Size Van WA146B Light Stellar Blue
    Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Mawson-Large Capacity Pet Backpack Breathable pet Bag pet Travel 13 Women's Progressive Reading Glasses, Blocking Blue Multifocal Le
    Chapter 4 Mining Data Streams PDF Part 1:
    Part 2:
    PDF
    PDF
    PPT
    PPT
    1 2 3 4 5 Very G Women's Gingerly Sandal White Silver 8.5 Unisex ACCESSIBLE Shower Sign - Taupe/Black Radwag XA 6.4Y.M Plus Microbalance Endangered Species Deltistes Luxatus Camping Folding Stool Oxfor SMLZV Wooden Mortar and Pestle Grinder Mashers Tools Spice Grind Laundry Hamper, 3PK clothes basket dirty clothes basket laundry 16.5"x16.5" Vivid Sign New Basketball Beer Cute Super Bright Wal Code Blue 2 Japanese Tv Drama Dvd with English Sub (Digipak Pack UXZDX 1PC American PVC Floor Drain Connecting Sewer Flangel Bath
    Chapter 5 Link Analysis PDF Part 1:
    Part 2:
    PDF
    PDF
    PPT
    PPT
    1 2 3 4 5 6 7 8 9 10 11 Edwards Men's Single-Breasted Blazer 13 14
    Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 American Shifter 488279 Shifter Kit (C6 6" E Brake Cable Trim Ki Custom Vinyl Banner Multiple Sizes Fresh Watermelons #3 Advertis GemsMat - Isabella- Far Infrared Amethyst Jade Obsidian Crystal Drillco Nitro Series 350N 17/64" X 3 5/8" Black and Gold Oxide H Monitor Mount Single Monitor Desk Mount Heavy Monitor Stand Arm ZXCVB ZHENZEN 180180cm Bathroom Shower Curtain Polyester Materia Jiebearca Petal Series Blanket Lightweight Super Soft Cozy Luxur Black Tilting Wall Mount Bracket for JVC LT-40FH96 LCD 40 inch H 3D Wallpaper Landscape Photo Wall Murals Living Room TV Sofa Wal EMERGENCY EYE WASH (W/GRAPHIC)
    Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Blue Pendant Necklace Dichroic Fused Glass Women's Fashion Jewel YXW Wicker Picnic Basket with Lining for 2-4 People, Hand-Woven TK Classics High Back Cover Set for FLORENCE-08f Sail White Vonzasi Custom Diamond Car Floor Mats fit for Dodge Durango 7sea Mankvis Home Decoration Animal Statues, Resin Animal Cats and Do BMBN Pet Playpen Ground Nail Storage Bag, Portable Chicken Run L Wall Murals Wallpaper Hut Oil Painting Landscape Wall Mural Wall ML Kishigo 1198 Combined Performance 5-Pocket Safety Vest - Oran Pro Taper Accessories For Cfmoto 400NK 650NK CF400NK CF650NK CNC
    Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Hooker Competition Long Tube Headers 69-74 Ford Van/Mtrhm Ruud Air Conditioning SP20262C Gas Control Valve Convertible GemAbyss Beads Gemstone 1 Strand Natural Aqua Chalcedony Silver Ezze Wear Women's Dotty Gauze Abby Cotton Top Pink LFF MASSAGE Christmas Wreath,Artificial Wreath,Two White Flower CHUANGRUN Kids Rug, Hop Count Hopscotch ​Rug Kids Play Area Ru Huqalh Yoga Beach Towel Fresh Fruit Delicious Orange Slice Compa 120W AC/DC Adapter Compatible with HP OMEN 15-AX013DX Notebook P Wrangler Riggs Workwear Men's Tough Layers Full Zip Work Hoodie LKDF Clear Table Cover Protector, Thick Clear Desk Protector Tab
    Chapter 9 Recommendation Systems PDF Part 1:
    Part 2:
    PDF
    PDF
    PPT
    Triple Eight Standard Snow Ski and Snowboard Helmet
    1 2 3 4 5 DKEKE LHD RHD Interior Door Carbon Fiber Armrest Pull Handle wit Vintage Indian Sari Beaded Embroider Bedcover Bedspread 80"x78" Kitchen Mat Cushioned Comfort Floor Mat Halloween Trick or Treat Keroppi The Latest Inspiration Design of Round Bar Chair Cushion 300ml Juicer Cup Home Mini Juicer Small Portable Wireless Juicer Scully Western Shirt Mens Short Sleeve Pleated XL Gun Metal F0_4 Brake service Super with Flag hybrid Pole Kit pack of 2 Mermaid and Dolphins Placemat Leather Table Mats Set of 6 Easy t AAA Turquoise Briolette | 7mm-9mm Faceted Heart Beads 8inch Stra
    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 For Ford F-150 2001-2003 Replace RRP1658 Driver Side Rocker Pane Vance Technology Chain Slider Guide Swing arm Protector, Motorcy
    Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Luv Leez 2.00 Cts TDW Natural Round Diamond Engagement Ring 3 St YOKOU Non Slip Kitchen Rugs and Mats 2 Pcs Red Sports Car Pine T
    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 Mystery Box Electronics, Mystery Boxes Random, Birthday Surprise 3D Lucky Charm 1168 Wall Paper Print Decal Deco Wall Mural Self-
    Chapter 13 Neural Nets and Deep Learning PDF CNCDRS Energy Saving Aluminum Wall Lamp Glass Waterproof Restaur Hasta la Atze
    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 S.141806 Carriage Bolt, Size: M6 x 45mm (Din) 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 Strong Root Growth Decoration Simple to Plant Strong Growth Fres 7 8 ZSH Back Posture Corrector Shoulder Lumbar Brace Spine Support B Fan LH Shop Mini, Portable Outdoor, Electric USB, Hand-held, Bas Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp Ma Quando Dici Amore Life Pstore Mens Quick Dry 3D Printed Beach Trunks Board Shorts
    Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Gardenera 10.6" ASTI Self Watering Planter (Set of 3) in Green-G 13 ARTSHOWING Ombre Area Rug, Decorative Non-Slip Carpets for Livin
    Chapter 4 Mining Data Streams PDF Part 1:
    Part 2:
    PDF
    PDF
    PPT
    PPT
    1 2 3 4 5 Aspen Wigs : Human Hair Designer's Choice Hand-Tied (#CH-60) (48 Custom Vinyl Banner Multiple Sizes Fresh Fruit Smoothies Food an My H-Ero Academia  3d Print Backpack For Travel Laptop Book Bag CGSignLab 2471488_bnrm |"Super Sale -Ghost Aged Blue" Wind-Resis Happy Holidays Christmas Pomeranian Dogs House Gathering Blanket Gaming Mouse Pads Genshin Impact Anime RGB Gaming Mouse Pad, Kaw LDGF for D-ucati for Panigale V2 2020 Panigale V4 V4S 2019 2020 SPRINGHUA Multi-functional manual wrench tools household hardwar Beautiful happy Laundry Hooks Clip, 16pcs 4.53" White Durable Pl
    Chapter 5 Link Analysis PDF Part 1:
    Part 2:
    PDF
    PDF
    PPT
    PPT
    1 2 3 4 5 6 7 8 9 10 11 Diamond Painting by Number Kits Full Drill Large DIY 5D Diamond 13 14
    Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Rexroth New Aftermarket A10VSO45DFLR/31L-VUA11N00 Hydraulic Pist Puzzles for Adults 1500 Piece Jigsaw Puzzles 1500 Pieces for Adu Package of 25 (pcs) 3/8-16 x 3 1/2" Carriage Bolt Zinc Plated A3 GHAOIDFH 3D Wooden Miniature Dollhouse Kit, DIY Christmas Crafts Mug Mugs Mugs with Milk Coffee Cup Tea Cup Kitchen Bar Supplies Travel Backpack 3 Piece Set Chicago Flag Clovers Daypack College Custom 3D Photo Wallpaper Simple Designs Stereoscopic Space Roun UIOXAIE Sculpture Resin Deer Family Hand Carved Collectible Figu qwertyuiop Tea Towel Holders White/Chrome Bathroom Towel Rack Do Wooden Stand LED LCD Computer Monitor Riser Monitor Shelf Deskto
    Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 BYOLPMKKstorage Trays Large Capacity Stacking Drawer Creative Tr Unknown1 Boho Cotton Throw Pillow (Set of 2) Black White Stripe for Acer X1525C X1525i Projector Lamp by Dekain (Original OEM Bu CGSignLab 2464342_5mbsw_27x18_None |"Now Hiring Apply Inside -Mo OFFTEK 8GB Replacement RAM Memory for HP-Compaq Pavilion Noteboo Brocade Compatible 200E-XBR-000098 4GFC SWL SFP Transceiver Cuba Vintage Coat of Arms Men's hoodie winter jacket warm fleece Head Case Designs Officially Licensed Juventus Football Club Pin 82551122 - Home Sweet Home Geometric Beige Casadeco Wallpaper
    Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Mighty Max Battery 12V 7Ah SLA Battery Replacement for DC 24V Ga HUOQILIN Kitchen Spice Racks, Three Layers Stainless Steel Spice Beagles Wallpapers Micro Fleece Blanket Soft Flannel Blanket for Retro Waterproof Gazebo Curtains, Abstract Square Pattern Rounde zxb-shop Brooch Vintage Feather Brooch Elegant Lady's Corsage Ac Psy LED Grow Light for Indoor Plant,1000W LED Full Spectrum Plant Gr CGSignLab 2471817_bnrm |"Warning -Classic Navy" Wind-Resistant O Qikafan Thanksgiving Halloween Harvest Christmas Table Decoratio Drillco 5400A Series High-Speed Steel Regular Length Finishing C
    Chapter 9 Recommendation Systems PDF Part 1:
    Part 2:
    PDF
    PDF
    PPT
    HWCUHL Wall Sticker 450X280Cm Cartoon Animal Horse Wall Mural Ph
    1 2 3 4 5 Rugrats Youth Bag Canvas Cloth Laptop Backpack School College Cl Rose Collapsible Market Basket with Strong Aluminum Frame for Sh Camping Tent Camping Tent, Outdoor Tent, Automatic Quick Opening Polo Ralph Lauren Big Boys Big Pony Tee Linear Bulb 20W R7S 118mm LED Lamp J118 Double Effect COB Filame Jewels Obsession 14K Yellow Gold Marlin Pendant with 18" Necklac SALALIS USB Vacuum Cleaner with Light Black 3‑in‑1 Vacuum Cl American Shifter 475981 Shifter Kit (4L6023" E Brake Cable Clamp 64 Feet, 1 /2” Round Small Rubber Feet. 3m Adhesive Backing. 1/8
    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 Ultimate Collection Stainless Steel Wood Screws #8 x 3" - Solid Brass Wood Screws Fl
    Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 tongchuang Christmas Tree Tapestry Handmade Cotton Linen Green B Delaware Flag 12X18 Foot Nylon
    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 Car Microphone Adapter, Audio Amplifier Durable with 2RCA Port f Seyyit Han
    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: Geometric Nepal Tibetan Area Rug Hand-Knotted Wool Carpet 6x9 (5 (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 Secondary Driven Clutch Spring - Silver Fits 2008 Can-Am Renegad
    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).