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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 Unisex Adult Hand Knit Brown Hat 7 8 Black Adjustable Tilt/Tilting Wall Mount Bracket for Samsung PN5 CGSignLab |"Super Sale -Ghost Aged Rust" Wind-Resistant Outdoor 753 Monitor Stand Riser, Foldable Monitor Riser with Storage Dra FVGKYS Wall Art Wallpaper Cartoon Christmas Elk Background 3D Mu ZHCHL Electric Fan Dual Fan Creative Desktop Multi-Function Fan
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 1/4 CT Diamond Heart Pendant Necklace for Women, Gold Pendant Ne 13 JXEXF Fairy Tail Daypack Bookbag Laptop School Bag Computer Bag,
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Wealth Lucky Figurine Feng Shui Ornaments Golden Resin Collectib D. Vine Lace Suit White 20 Women 14k White Gold 0.2 Dwt Diamond 18 Inch Oval Cluster Necklace Jew LOOK OPTIC Sullivan Blue-light Reader - Glasses - RETINASHIELD T Indoor Area Rug Kitchen Bedroom Floor Mats Halloween Witches and Outdoor Wall Light Fixtures American Northern Europe Outdoor Wat Verified by SanFlash Ultra SanDisk 1TB Works for ARCHOS 50e Heli ASMKW Iron Cabinet Six Hooks Seamless Hook Storage Rack More Tha We Are Dead: Zombie Mall Massacre
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Fantasy Staring 16 x 72 Inch Table Runner with Placemats Set of 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 WeGuard AC Power Supply Power Adapter for Samsung 32" CH711 Curv Bobin 8 Pcs Metal Link Rod Linkage Rear Trailing Arm Set for AXI Gxcdizx F90000274 450LPH E85 Racing Fuel Pump Install Kit for Compression High Socks-Young Couple Kissing Under The Rain With ZCLCHQ Wall Decal Stickers Waterproof 3D Color Gift Stereo Door Yanco BR-8 Brown Speckled Plate, 9" Diameter, China, American Wh Case for Ipad Pro 12.9 Husky Dog Protective Case Cover for 2020/ Easter egg ornament decorative Pysanky eggs Ukrainian batik art Oem Jaguar S-type 00-04 Door Hinge (Lh/r) 155gja1a Diamond Painting Golden Feather Crystal Rhinestone Paint by Numb
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Contemporary Home Living All Poppies ll Frame Wall Art Hanging T TMP1105 LMTP35LUU Ploit Flange Type Linear Bearings (2 Pcs) Line Barbecue Skewers Grape Blown Glass Fruit Figurine Painted Hand B Kingston 512GB Celkon C5055 MicroSDXC Canvas Select Plus Card Ve LSAILON Coilover Struts Adjustable Height Coilovers Suspension S (1000 pcs) #12-24, Hex Nylon Insert Stop Lock Nuts, NM and NE Se JIUTAI Motorcycle Hand Grip Sturdy Motorcycle Grip Motorcycle Ha LA-BOOR DIY Wooden House Miniaturas with Furniture DIY Miniature OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Fight Like Hell 3D Printing Cover Twin Bedding Set Soft and Brea HZMAN Adults Faux Leather Arm Guards - Medieval Belt Leather Buc J1KUZHE Bike Motorized Petrol Cycle 2 Stroke Carb Head Air Filte TBXY Carbon Fiber Motorcycle Accessories Lever Guard Brake Clutc 150 Sẹẹds Vẹrbẹnạ Quạrtz Bluẹ Flowẹr Sẹẹds f 3PCS 4-12/20/32MM HSS Cobalt Step Drill Bit Set Nitrogen High Sp Safavieh Tibetan Collection TIB606F Hand-Knotted Modern Wool Are SPNEC Electric Rechargeable Pedicure Pedicure Machine Knife to R Retro Flower Wall Stickers Flower Power Wall Decals Girls Wall D OM Faux Rabbit Fur Throw Blanket - Sofa Cover for Sofa Fur Decor
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
EFDW Garden Round Inflatable Swimming Pool, Portable Inflatable
1 2 3 4 5 Patriot P10 Dual Purpose Electric Fence Energizer, 1.0 Joule by Read User Manual Before Operating Sign, ANSI Notice Sign, 24x30 Genshine Impact Zhongli Lex Lapis Cosplay Costume Geo Archon Mor YBBLDD Life-Sized PÅ«ssy āss Māle Sěx Tóy with Sěxy Curves S Redbone Coonhound Dog Mug - Redbone Coonhound Dog MOMMY - Funny BINGFANG-W Ashtrays European Style Gold Glass Ashtray Coffee Tab ZCXBHD Super Large Handmade Giant Soft Thick Chunky Knitted Blan Leather Journal Refillable Writing Notebook, A6 6 Ring Binder Sp Li-Lo And Stit-Ch Schoolbag Backpack Large Capacity Laptop Backp
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 Yanty Triangular Shelf Bracket,Support Brackets,Metal Shelving S Legion Stonehenge Pad, 9 X 12 inches, White, 15 Sheets. (Premium
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 HomeRoots Nylon, Polypropylene 6'x9' Gold and Slate Abstract Ind Cameron Sino Rechargeble Battery for Sony CCDTR370E
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 Hypeshops 22" Folding Outdoor Metal Fire Pit Backyard Patio Gard 4 Pack (Black) Compatible Imaging Drum (High Yield) Replacement
Chapter 13 Neural Nets and Deep Learning PDF Crystal Chandelier LED Ceiling Lamp Black White Yellow Warm Ligh Poppy Decor Collection Seabed World Backdrop Poppy and Daisy Flo
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 FlexOVit CP50 Reusable Flange Kit (for Use with 7"and 9" Type 27 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 Special Abstract Green Flowers Unique Hoodies for Kids Boys Girl 7 8 KarParts360: For 2012 2013 2014 NISSAN MAXIMA Tail Light Assembl PN CLWB-700-12-1-4 CUCMP 700k 45DEG 1/2-1 T UL CSA (Pack of 1) Master-Bilt 07-13311 Evaporator Coil TUC SMB, TMS, 48" Height, 1 Pleasure Rings Silicone Sleeve Extender Enlargement Pleasure Rin Tacos De Pescado Windless Flag With Complete Hybrid Pole set - P
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Monoprice In-Wall Passive Subwoofer - 10 Inch (Single) 200 Watts 13 Night-Lights Creative Moon Resin Cartoon Romantic Bedroom Decor
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Leyeet Sofa Cover, Sofa Cover Outdoor L-Shaped Sectional Sofa Co XiaoCha Cute Stylish Animal Cat 3D Self-Adhesive Wall Stickers, LIBIFALL Large Storage Basket,Seamless Pink Dinosaur Animal Patt U-shaped pillow to Protect The Cervical Spine Cartoon Napping Ar Best Surfing Kiteboarding Kite Room Wall Garage Decor Sticker De Galaxy with Nebula Stardust Bright Shining Stars 8 Man Joggers S ACHsj Motorcycle Cover Waterproof Motorcycle Hood, Compatible wi PG Beddings 1 Piece White Vintage Pom-Fringe Pompom Duvet Cover ERA Paints Automotive Touch Up Spray Paint Kit for Suzuki Vitara
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 HONYGE LXGANG Digital Interval Timer Countdown Clock Wall Clock 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 liushop Feng Shui Decoration Chinese Pig Large Size Golden Resin Pengrui European Waterproof Wall Light Style, Modern lED Wall Li Bediffer Warm Clothing Effective Electric Heating Vest Exquisite American Shifter 430120 Shifter Kit (2004R 23" E Brake Trim Kit TK Classics High Back Cover Set for FLORENCE-04f Sail White 11th Air Defense Artillery Mummy Backpack Fashion Multifunctiona 2.0 ct Brilliant Heart Cut Solitaire Natural Sky Blue Topaz Gem Majhengg LMHP40LUU Ploit Flange Type Linear Bearings 406080mm (2 HEYDHSDC Luxury Pull Long Sleeve Womens Knitted Pullover Sweater Diamond Painting Kits for Adults,Full Drill DIY 5D Diamond Art C
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Hershey's Kisses Chocolate Salt and Pepper Shaker Set - Candy-sh 6 Pieces Stretch Recliner Slipcover, Removable Jacquard Recliner Anti-Glare/Anti Scratch Film Anti-Blue Light Eye Protection Film JIERS for BMW 3 4 Series 3 Series GT F30 F36 316 318 320 2013-20 Short Sleeve Tops for Women Puzzles Graphic Tees Funny Letter Pr LZRNWP King Bedding Set Washed Microfiber Duvet Cover Set Ultra Simple Frameless Rectangular Streamlined Beveled Wall Mirror | S LKBEADS 14 Inch Long 5x5 mm Natural Labrarite Smooth Round Beads MISSACTIVER Women Y2K Oversized Butterfly Graphic Zip Up Sweatsh
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Kingston GO! Plus Works for Sony C6502 512GB MicroSDXC Canvas Ca GAOWF 5D DIY Diamond Painting Kits, Full Drill Round Diamond Cry Zazaz Armrest Box for Hyundai Elantra XD Center Console Central HELLOWINK Round Area Rugs 4ft, Ocean Non-Shedding Stain Resistan Clothes Storage Box with lid Storage Box Plastic Transparent Sto Beistle Faces in History Educational Cutouts-10 Pcs, Multicolore BABE MAPS Gnomes Bee Duvet Cover Set, 4 Pcs Breathable and Light Advancey Anti-Slip Round Area Rug Coral Red Vintage Gradient Str CLYZ Solid Acacia Wood 5-Tier Bookcase 23.6" Wooden Book Shelf O Leather Placemat Kiki's Delivery Service Heat Resistant Dining T
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
American Shifter 363375 Shifter Kit (C6 12" E Brake Cable Clamp
1 2 3 4 5 Olive oil dispensing bottle White Olive Oil Vinegar Dispenser Bo Brady 144491, 10" x 14" B-302 Danger Lock Out Equipment Before E GWDJ Umbrella Stand, Umbrella Stand, Floor-Standing Multi-Functi The Diamond Deal 10kt White Gold Womens Round Diamond Stackable #2 x 1/2" High Low Style Thread Forming Screws/Phillips/Pan Head Plectrum Pattern in Clay and Putty by Kierkegaard Design Studio Kasuga Hachiro Zenkyokushu XiaoCha© Cartoon Jungle Animal Dinosaur 3D Self-Adhesive Wall St Mascot Cosplay Costume for Daisy Duck
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 Jewels Obsession Gold 3-D Bowling Pin And Ball Necklace | 14K Wh MENGBB Bedding Sets 100%Microfiber Polyester 70X82 Inch Horse St
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Lovely Pillow, Cushion, Bedroom, Double Bed, backrest, Thin, Pil Children's Nursery Wall Decals - Safari Animal Wall Stickers - P
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 Engaged Couple Diamond Chic Font Personalized Christmas Ornament N \ A Humidifiers,Essential Oil Diffuser,100ml Oil Diffuser with
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: YFF-Corrimano Chunky Knitted Blanket, Handmade Chunky Knitted Bl (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 ZhenCheng Tiger Leopard Duvet Covers, 100% Microfiber, Zipper Cl
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).