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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 sujinxiu Personalized Custom Photo 3D Lamp Engraving Text Phot 7 8 Tableware Ceramic Oil Bottle Vinegar Pot Soy Sauce Dispenser Liq OFFTEK 32GB Replacement RAM Memory for HP-Compaq Omen 15-dc1082u Stretch Ruffle 5/8"W- Black Stripe- 4 Yard Increments Pattern Em PAOPAOTANG Step Stools Creative Solid Wood Step Stool Home Kitch Cheetah Print Pullover for Women Long Sleeve O Neck Striped Colo
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Alien Protective Cushioning Rug Pad Indoor Outdoor Cartoon Style 13 I Love You Men's Yoga Pants Open Jogging Pants Straight Leg Runn
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Replacement Battery for Eurocom Sky X7E2, Sky X9C, Sky X9E3, XMG Electric Fans Great Automatic Shaking Head Tower Fan Desktop USB 1.5ct Brilliant Heart Cut Solitaire split shank Designer Genuine Pugs in Space Leather Table Mats Set of 6 Washable Non-Slip Plac PJT-24V65WBAA, AC/DC Power Supply Single-Out 24V 2.71A 65W Carto JINCASE Tablet PC Accessories Compatible for Samsung Galaxy Tab Nileco Agave Plant Garden Statues,Rustic Tequila Metal Garden Or Daesar Christmas Curtains Window, Curtains for Livingroom 2 Pane AFFY 1/5 Carat Round Cut White Natural Diamond Vertical Bar Pend
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Aexit Black Strong Adhesive Tapes Double Sided Adhesive Tape DIY 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 SUPERDANNY Digital Snooze Alarm Clock with Wireless Charger 10W Grand Opening (Ballons) Windless Flag Sign Kit with Complete Alu Cute Card Card Night Light 3D Sleep Light Led Flash Remote Contr VIL I Have Multiple Personalities So Do I Sarcasm Hoodies for Me youtian Blanket, Flannel Throw Blanket Super Soft Cozy Plush Fle RedlineGoods Shift Boot - Automatic Compatible with Dodge Charge middle Disposable Massage Sheets Disposable Non-Woven Bed Sheet Wall Murals Wallpaper Marbling Abstract Shell Conch Wall Mural W JHEY Analog Night Light Silent Non Ticking Alarm Clock Alarm Clo Pbldb 3D Gold Embossed Wall Painting with Rose and Bird Backgrou
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Findamy Flowers Number Painting for Adults, Paintings Pictures A Society6 Shapes Organic Mid Century Modern by Ana Rut BRE Fine A Columbia Men's Jackets Andreas TRS-140 Dragonfly Square Trivet44; Pack of 3 2021 Male Prostrate Massager Massaging Toys Male USB Charging Ma Sea Animals Decor Fish Tank Background Poster Decoration Paper P Ilsco GGC-2 1/2" 5/8" Grounding Grid Connector Bicaquu Pet Foot Washing Cup, Dog Foot Washing Cup, Automatic El Hard Wax Beans Hair Removal, Hair Remover Wax Bean, Hair Removal
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 3 Pieces Bath Rugs and Mats Sets for Bathroom Cute Winter Snowma BaiHogi Small Desk Fan, Portable Mini Air Cooler USB Removable A Park Designs in The Meadow Chindi Rug Runner 2' x 6' NKDbax 10105cm Portable Jewelry Box Jewelry Organizer Display Tr ZOMOY Long Floor Mat Carpet,Brown Dog Paw Prints of Repeating Ti Drillco Series 3350E 1 1/8" - 7 Carbon Hexagon Rethreading Die ( ASHION Kid's Basketball Shoes Boys Sneakers Girls Trainers Comfo Supersfreedom Portable 304 Stainless Steel Insulation Cup Travel Sports Bottle JIAD Triple Wide 5 Tier Industrial Bookshelf, Vintage Wood Bookc
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Signare Tapestry Wall Hanging Decoration Picture in Autumn Leave
1 2 3 4 5 Educate Your Soul Beta 73/B13 Open End Wrench Set, 13 Pieces ranging from 4mm to 1 Hoffman A72SMP14 Panel, Side Mount, 60" x 14", Type 12, Steel, F 3D Panting Simple Modern Photo Wallpaper Wall Murals Elegant Whi ZCXBHD Chunky Knit Blankets Chunky Knitted Throw Blanket Arm Kni Mighty Max Battery 12V 9Ah Battery Replacement for Exide Powerwa Scojo New York GELS SQUARE PROGRESS Reading Glasses | Handcrafte Brute Networks 46C3447-BN - 10GBASE-SR 300m MMF 850nm SFP+ Trans Whimsical Santa Ceramic Salt Pepper Shaker Set
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 HSJA Customize Wall Mural Wallpaper Plant Bird DIY Home Poster D Decal Stickers Multiple Sizes Collision Shop A Advertising Print
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Capsuline Empty Gelatin Capsules Size 0-100 Count Empty Gelatin Changskj Dry Hair Towel Microfiber Towel Bathroom Hair Dry Quick
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 Wallpaper Wall Decoration for Bedroom Living Room Indie Sketch P Machine Motorcycle Brake Levers, for R 1200S R 1200S 2006 2007 2
Chapter 13 Neural Nets and Deep Learning PDF Womenfocus Cozy Plush Doormats 20x32in, Absorbent Cushioned Kitc 925 Silver Clear Quartz Faceted Gemstone Pendant Necklace
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 Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4650 v 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 University of Tennessee Power T Needlepoint Wallet in Orange and 7 8 GYJWXM Towel Bars Multifunction Two-Layer Stainless Steel ABS Wa Insulated Lunch Bag for Women/Men Pineapple Stripe Leakproof Reu Handmade Chain Stitch House Tapestry (India) Multi Color Mid-Cen Dell Precision 7910 / T7910 Tower - 2X Intel Xeon E5-2667 V3 8-C (5000 pcs) #2-56 X 7/16", Machine Screws, Flat Phillips Drive, 1
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 [2 Pack] Synvy Anti Blue Light Screen Protector, Compatible with 13 Cute Bee And Honey Expandable Roll Top Waterproof Trendy Backpac
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Crocodiles Play Basketball Backpack for Student Children Boys Gi Comfortview Women's Wide Width The Eddie Knit Sneaker ZFCMIAO DIY Wooden Dollhouses Pink Coffee Comfortable House Asse G Giliarto 14K White Gold 1.9 Carat Oval Gray Moissanite Halo En Lysee Nuts - 5pcs M8 M10 M12 M14 carbon steel galvanized hex nut STACY ADAMS Men's 3-Piece Peak Lapel Plaid Vested Suit BoxWave Screen Protector for Mimo M27080C-OF, [ClearTouch Crysta Horror Skull Adults Travel Business Laptop Backpacks Unisex Work Fernstrom: Symphony 6
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Waku Waku Asobiuta English 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Set Screws Square Head - Alloy Steel - Thru-Hardened 5/8"-11 x 2 Fabric by The Yard - Beige Solid 100% Polyester Mystique Satin F Unique Bridal Ring Set, 3 CT Round Gemstones, HI-SI Diamond 8 CT Kingston 512GB Samsung Galaxy Tab S2 9.7-inch 32GB MicroSDXC Can Wig Brazilian Curly Lace Front Wig Pre Plucked 13x4 Lace Front H ProSphere Manhattan College Men's Performance T-Shirt (Geo) DistinctInk Case Compatible with iPad Mini 5 (5th Gen 2019) - Cu ASPZQ Floor Protector Mat Translucent Sound Absorbing Chair Mat Lover's Island / Best of Pbldb Custom 3D Wallpaper Modern Hd Starry Sky Planet Wolves Ani
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Pbldb Chinese Style Waterfall Carp 3D Floor Mural Wallpaper Kitc Smoke Pipes Glass neon Sign #10608 Made in USA LXX Newborn Sleeping Bag Spring Autumn and Winter Outdoor Indoor Ambesonne Unicorn Storage Toy Bag Chair, Mythical Animals Gallop Jace Sternberger Autographed Texas AM Aggies Logo Football w/ G GNY MPPT 40A Solar Charge Controller 12V24V Auto for Lithium Bat Temperature Sensor,Platinum 1k ohm with Terminal Block Star Wars/Disney Kitchen/Bathroom Towels Set of 2 JDQMCW Pet Climbing Rope Net Fence Crafts 's Protection, Red Nyl
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Toilet Commode Potty Car Toile Hiking Long Trips Traffic Jam Eld Kingjinglo Universal Microphone Shock Mount Adjustable Clip Hold Chinook Thermopalm Rectangle Sleeping Bag 50F/10C DIY 5D Diamond Painting Kit for Adults Kids Crystal Rhinestone E Little Bear Slide Sandal Womens Mens Bear Family Red Black Buffa Women Sexy Solid Glossy Backless Long Sleeve Hedging Bandage Sho Honeywell 75VA TRANS 480V-24V (FOOT)MOUN #AT88A1047 ZYF Wine Rack Whiskey Decanter Wine Decanter High-Grade Simple L American Shifter 514871 Shifter Kit (904 16" E Brake Cable Trim Beabes Floral Leaves Car Seat Covers Abstract Small Flowers Leaf
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Nostalgie Musical Box Pink House Dancing Ballerina Music Box Mul
1 2 3 4 5 Plutus Brands Plutus Olavanna Ikat Handmade Throw Pillow, 18" x ZPTECH Drawer Organizers Separated Clothes Storage Box Underwear Unwound Again Puccy Privacy Screen Protector Film, Compatible with DELL Latitu Kircuit AC/DC Adapter Samsung S22F S22F350 S22F350F S22F350FH S2 CSJ-CSJ 1.5 Meters Underground Metal Detector Instrument Undergr Westinghouse Lighting 6222000 Kings Canyon One-Light Interior Wa Decal Stickers Multiple Sizes Mozzarella Sticks Green Red Bar Re YOULITTY 5pcs/lot CH341A 24 25 Series EEPROM Flash BIOS USB Prog
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 Wall Lamps Sconces 220CM Courtyard Lighting Fixture European P School Backpack Bookbag Laptop Daypack Schoolbag for Women Girls
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 HEMOTON Ceramics Cake Stand Footed Cupcake Stand Cupcake Holder National Door Company Z008642R Steel, Brilliant White, Right Han
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 EBC S4KR1354 Brake Kit Bear Village Screen Protector for Huawei Y5 Prime 2018, Bubble F
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: IDOWMAT Soft Area Rug Non-Slip Home Decor Floor Rug for Bedroom (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 Dell Precision Rack 7920 Workstation 2X Gold 5118 12C 2.3Ghz 384
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).