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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 dandanshop Piggy Bank Piggy Bank, Ceramic Piggy Banks Makes A Pe 7 8 Doing A Job You Better Have A Good Driver: Drive + Baby Driver 2 Arystk Toddler Kids Baby Girls Boys Coat Turn-Down Collar Long S 3 Three Stone Diamond Bezel-Set Bar Charm Pendant Christmas Supplies Santa Figurines Decorative Funny Premium Xmas Dunlop Unisex Acifort Classic+ Waterproof Pull On Wellington Boo
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 The Pillow Collection Throw Pillow, 24 x 24, Grey 13 COLORSUM Burlap Table Runner with Placemats Grateful Farm Sunflo
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 ShiSyan Lamp Stand Floor Nordic Italy Ins Creative Vertical Mode Amerock BP4482R2-XCP25 American Designer Center To Center Handle Floral Prints and Leaves, Gray, Yellow and Aqua by Megan Morris Hudoca 14K Gold Personalized Akita Tiny Necklace | Dog Breed Cus LU-CA Backpack School Bags Insulated Cold Lunch Bag Lunch Box St Cock Laptop Backpack For Business Daypack ​with Usb Charging P 2000 Wooden Puzzles Lion Wooden Jigsaw Puzzles Brain Challenge B XiaoCha Abstract Art Water Drops 3D Self-Adhesive Wall Stickers, Poster Reproduction of Cat. Charming beautiful kitten sits on a
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Reegang Tiffany Table Lamp Metal Wall Lamp Cute Table Lamp Indoo 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Arm Hammer 3320094170CT Baking Soda Air Freshener, Aerosol, Li Halloween Stickers Window Clings Decorations, Indoor Halloween W XIAOSAKU Laundry Hampers for Bedroom Household Black Dirty Cloth JCSKY Clear PVC Table Protector for Rectangle Table, 1.5Mm Thick Animation - Ronia The Robber's Daughter (Sanzoku No Musume Ronya MAZF Custom Photo Mural 3D Wallpaper Cartoon Beautiful Pink Maid Crostice Pelopup Bandana and Peloton Fan, Peloton Pet Dog Scarft Verified by SanFlash Ultra SanDisk 1TB Works for ICEMOBILE Charm MOBI Smart Home WiFi Water Leak Sensor, Water Sensor, Water Dete Zhucha Bird Netting Garden Netting - Poultry Netting Protect Pla
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Corolado Spare Parts, Replacement New Connection Rod for Bosch G F560 6" Energetic Sacral 'D' Chakra Healing Hand Hammered Tibeta KANGDILE 2 Pcs LED Glow Bracelets Wristbands, Flashing Outdoor S 1.8 ct Emerald Round Cut Pave Halo Split Shank Solitaire Accent Pair Set 2 Front Right Lower Forward Rearward Genuine Control Ar Dalyn Rugs Dover DV16 Rug, 12' Octagon, Spice Shahbanu Rugs Sky Blue Afghan Ersari with Elephant Feet Design O ZYF Kick Scooter for Adult, Teens and Kids 8 Years and Up, 3 Hei Guitar Parts 2Set Gold Guitar Tuning Peg Tuners Machine for sta-
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Cafe Copacabana CGSignLab 2467585_bnro |"Beware of Dog -Ghost Aged Blue" Heavy-D FAG N320E-M1-C3 Cylindrical Roller Bearing, Single Row, Straight Nourison Bbl4 Medley Tangr Rectangle Area Rug, 8-Feet by 11-Feet Vintage Cross V Neck Floral Print Kimono Blouse Female Bow Sashe Gigi's Classy Kids 8 Inch Holy Spirit Dove in Hands Statue Figur Eagle Statue Miniature Sculpture Handmade Craft Ornament Vintage junfeng LED Head Torch XML-T6 Diving LED headlamp Waterproof Hea Topteng Motorcycle 10mm Rear Mirror, Rear Side View Mirror, Rear Grey Cotton And Linen Paw PrintTravel Laptop Backpack,Slim Durab
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Replacement For Compaq Pe2021 Battery By Technical Precision
1 2 3 4 5 reisenthel Carrybag XS Kids, Extra Small Collapsible Market Bask 5" x .045" Cut-Off Wheel, 7/8" AH A 46 S SGP-INOX - Type 27 AINIYF Umbrella Racks Black/White 21-Slot Umbrella Stand Holder Monitor Stand Triple Monitor Stand 15"-27" Aluminum Alloy Monito Flowers Daisies Book Bag Lunch Bag Combination Universal Backpac Magic Red Bottle Green Pineapple in Seaside Printed Bath Towel Microfiber Beach B YAZXHJAZ Backpack with USB Laptop School Backpack Travel Bag 17 Santa Sleeping with Birman Cats Drawstring Laundry or Gift Bag L
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 BOLORAMO Cutter Trimmer Clippers Blade, Hardness Sheep Clippers Kitchen Spice Jigsaw-Pandemic 1000 Pieces Jigsaw Puzzle' for Kid
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 CHLDDHC Women's Thong Sandal, Women's Flat Sandals Roman Sandal DHZYY Office Chair Boss Chair,Cowhide Solid Wood Business Execut
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 American Shifter 405775 Shifter Kit (AOD 10" E Brake Cable Clamp The Honest Kitchen Proper Toppers: Natural Human Grade Dehydrate
Chapter 13 Neural Nets and Deep Learning PDF Door Stickers 35.4"78.7" Embossed Flowers Decal for Boys Childre DOSLAVIDA Women's Rain Jacket Waterproof Hooded Windbreaker 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 New Pack of 25 Pcs 3/8-16 x 14" inch Carriage Machine Bolt Kits 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 Bayside Apparel USA-Made Hooded Sweatshirt - L/Dark Ash 7 8 SHCS,18-8 SS,1/2"-13x1-1/4",PK10 Jczw Computer Bracket Universal Multi-Function Portable Cooling Fight Breast Cancer Awareness Support US Flag Pink Ribbon Cute F Personalized Gift - Mom - You're the Best Love Knot Necklace, Mo Verified by SanFlash Ultra SanDisk 64GB Works for Samsung ATIV O
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Drumfiles 3rd Level Bundle 13 ARTSHOWING Anti Fatigue Kitchen Rugs Set 2Piece Halloween, Water
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 MS070 Garden All Pollinators Welcome Here Custom Name Metal Sign Jewels Obsession Boat Earrings | 14K Rose Gold Sailboat Lever Ba 11.1V Battery Compatible with Bose 330105, 330105A, 330107, 3301 Qingbaotong Wigs African Wig Fluffy Long Curly Hair Explosion He Womens Cute Sweatshirts Skateboarding Frog Casual Patchwork Long In Concert Universe Student Bookbag With Pencil Case Children School Bookba OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo 18k Yellow Gold 4-Prong Basket Round-Cut Blue Diamond Solitaire
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 YINTATECH 600W LED Grow Light Full Spectrum Growing Lamp for Ind 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Cargo Liners Cargo Liner Rear Trunk Floor Mat,Car Floor Mat Carg Rexroth New Aftermarket A10VSO71DRG/31L-PWA62K01 Hydraulic Pisto LZYY Motorcycle Swing Arm Spools Motorcycle Stand Screws CNC Swi Coxreels 1125-6-75-EB Electric 24V DC 1/2HP Motor Rewind Hose Re DaQingYuntur Glare led Charging Head-Mounted Induction lamp Mine RdCobra91 32 Pc Black 14x1.5 X-Long (6") Steel Spike Lug Nuts + QUD Nordic Modern Cartoon Children's Room Living Room Carpet Woo YJRIC Table Lamps Desk lamp Table Lamp Frosted Black Table Lamp Replacement Battery for Panasonic AG-DVC180A, AG-DVC30, AG-DVC30 5ive Star Gear 7-Strand 550 Paracord - 300 Feet 5061000 by 5ive
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Jim Clift Design Tiger Lapel Pin Masterpiece Jewels Marquise Diamond Heart Pendant Necklace 6L 8100 X-MAX 0W40 Filter Motor Air Oil Change kit A6 Beetle 2.5 High Heel Sandals for Women Summer Open-Toe Snake Print Roman Sh 13'x18' - Harbor Blue, DREAMROOM Chevron Pattern Carpet Area Rug Contemporary Home Living Beyond The Village Mirror Frame Wall Ar chongchong Hand-Painted Music Cup, Cup Scratch, Anti-Crushing, L Prokofiev 3 Bartok 2 CGSignLab 2471930_bnro |"Warning -Victorian Gothic" Heavy-Duty O
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Сharm -Women Fashion Tie Belt Hip High Waist Vintage Gold Color PANYFDD Umbrella Stand Umbrella Rack Metal Free Standing Holder, Soul Disco: Dance Floor Grooves Roostery Tablecloth, Leaves Garden Art Nouveau Art Deco Floral P Ochoos Nickle Plate High Purity 99.99% for Research and Delivelo Forklift Traffic Signs Floor Decals Stop Watch for Yellow Red An JQDMBH Headset Holder,Headphone Stand 10.2in Height Headset Stan 365 by WFM, Oatmilk Vanilla, 32 Fl Oz LICHUXIN Chunky Hand Knitted Blanket Soft Throw Blanket Warm Coz Kingston GO! Plus Works for Motorola Moto X Force 512GB MicroSDX
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
LEOSUCRE Quilt Bedding Duvet Comforter Insert, Funny Cow with Wr
1 2 3 4 5 (Front Brake Kit)-(2 Cross-Drilled Heavy Duty Extra-Life Brake R Te Pareces Al Amor American Shifter 492650 Shifter Kit (6" TH200 E Brake Cable Clam Kuriyama T614AA200X100 Hot Tar and Asphalt S and D Hose, 150 PSI Glasses Ear Hook, Eyeglass Ear Hook Transparent White for Glasse YAYADU-Storage Basket Window Awning and Canopy, Front/Back Door Good Lad Toddler Boys Lion Hood Face Jacket Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4650L WZW 2 Pack Handmade Swan Figurines Pure Brass Modern Statue Home
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 WUPYI Retro Industrial Outdoor Wall Light Fixtures,Wall Lantern II ININ Women's Long Sleeve Open Front Cable Knit Cardigan Sweat
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Jewels Obsession Cruise Ship Pendant | Sterling Silver 925 Cruis YANGHONDD Garden Sculptures Statues Resin Five Blessings Gourd
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 Norwich Terrier Yoga Poses Reusable Insulated Tote Lunch Bag Foo GW Schultz Tool, CM4 Series, 4 Fl, 30° HLX | Ø.5 IN. | 1.0 IN. L
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: LRSFGAP Sofa Slipcover,Couch Sofa Cover for Kids Pets,Combinatio (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 IGI Certified 14k White Gold Bezel Round-Cut Diamond Solitaire P
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).