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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 Sand Brown Striped Square Ottoman Indoor Outdoor Ottoman Side Ta 7 8 Motorcycle Handlebar Grip Handle Bar Grips for 650F 650F 125R 30 Zirgo 317795 Heat Sound Deadener for 93-03 Bronco II Floor Stg Qisemi Women's Hooded Sweatshirt Winter Cute Panda Graphic Pullo Rexroth New Aftermarket A10VO45DFR1/31L-PWC62K52 Hydraulic Pisto Dinosaurs Little Boy - Magnetic Picture Frame Handmade Gift Pres
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Corolado Spare Parts, Carburetor Air Filter 5M Fuel Line Kit for 13 Alina Natetkova - Floral Fabric - Rain Blossom Large Pastel Rain
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Agility - Fuel Tank Straps Laptop Stand Desktop Computer Monitor Stand, Multi-Function Desk Foldable Laptop Stand Laptop Desk Black 360 Degree Adjustable Fo StewMac Narrow Fretwire, Narrow/Medium, 70-foot pack (1 pound) Open Circle Necklace, Eternity Pendant, 1/2 CT Round Gemstones, Corumly Men's Short-Sleeved Shirt Summer 3D Digital Printing Loo Solid Platinum Solitaire Peridot and .06 Cttw Diamond Charm Pend Carriage Bolts Round Head Square Neck Full Thread A307 Steel Zin Car Floor Mats for Lexus NX200 2015-2018 Custom Leather mat Full
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Watchstrapworld TH-61512-02-0921-15 mm Tan Leather Deployment Wa 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 4PCS SCS8UU Bearing Slide Block Linear Motion Bushing SC8UU SC10 14k White Gold Number 6 Pendant Charm Necklace Charms Fine Jewel OFFTEK 16GB Replacement RAM Memory for Gigabyte Sabre 15-K8 (DDR CU MEC 1000-500-17/32 B UL CSA (Pack of 1) Carriage Bolts Round Head Square Neck AISI 304 Stainless Steel 1 Table Cover Ins Nordic Dining Table Cloth Cotton Linen Waterproo ZHM 4 Pcs LED Solar Lawn Lamps Bulb Waterproof Garden Ball Light HWCUHL Wall Stickers Kids Bedroom Grey Wave Creative Canvas Art Decal Stickers Multiple Sizes for Rent B Outdoor Advertising Pri YUSHIJIA Lawn Mower Accessories Carb Carburador Rebuild Kit for
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 BINGFANG-W Ashtrays Ashtray European Ceramic Ashtray Creative Of Indoor/Outdoor Contemporary Brown Area Rug Jute Hand-Knotted Car Custom Car Floor Mats for Mercedes Benz GLK Class 300 350 2008-2 Jewels Obsession Gold Airplane Necklace | 14K White Gold Airplan AIMONE-Stella Black Wedge Sandals for Women Dressy Rhinestone Pl (250 pcs) 1/2"-13 X 1", Carriage Bolts, Round Head, Square Neck, 5x7 Sarouk Farahan Oriental Floral Area Rug Hand-Knotted (4' 6'' Ochoos D100 M24 Thread 100mm Machine Universal feet Adjustable F VINISATH Front Rear Car Mats Set of 4,Green,Abstract Vibrant S
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Gwendolyn Runners Corridor Carpet Stairs Non Slip Soft Long Pass NiYoung Paris Eiffel Tower Floral Black and White Area Rugs, Bed Wallmonkeys Lion King Jungle Wall Decal Peel and Stick Graphic ( 3D Design Thai Massage Car Cushion, Massage Cushion for Chair, M 3D Heart Island 1655 Floor Wallpaper Murals Wall Print Decal AJ Replacement For Dodge Charger Year 2015 Rear Side Marker Light B Drillco Nitro Series 480N NO 25 X 3" Black and Gold Oxide HSS He Design with Vinyl JER 2080 1 Hot New Decals Merry Christmas Ho W JUANJUAN Swinging Cafe Doors, Solid Wood Saloon Door Louvered Pr SignMission Designer Series Sign - Permit Parking Only (with Lef
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Sturdy Shower Safety Grab Bar for Bathtub, Bath Grab Bar Bathtub
1 2 3 4 5 American Shifter 496761 Shifter Kit (4L60 8" E Brake Cable Clevi WAGA Hotel Series Standard Size Sleep Bed-Pillows (Single Pack) Susany Garden Middle Sofa with White Cushions Sectional Sofa Cha Firlar Wicker Rattan Flower Basket, Woven Storage Basket, Willow New Wicca Astrology Zodiac Skull LED Night Light Statue with USB Rexroth New Aftermarket A10VO71DFLR/31L-PWC42K68 Hydraulic Pisto Car Refrigeration Cup, Portable Insulin Refrigerated Box, Light Daesar Drapes for Bedroom 2 Panels, 3D Curtains Living Room Flow ProSphere Indiana State University Girls' Pullover Hoodie, Schoo
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 G9 LED Light Bulbs, 6W 650LM, 360 Degree Beam Angle, 3000K / 600 Garage-Pro Lift Support Compatible with 2004-2009 Mercedes Benz
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Nail Gilter Solvent Resistant Chameleon Irregular Holographic Gl fosa HDMI Media Player, 1080P Ultra HD Digital Media Player Box
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 Handheld 3X Magnifier with HD Lens for Book Reading, Jewelry Ide Rembrandt Charms Witch Charm, 10K Yellow Gold
Chapter 13 Neural Nets and Deep Learning PDF Qunnet Led Light Bulb 4pcs LedCOB Spotlights 5W COB Lamp Low Vol HZWMKJ School Backpack - Blue Red White Stitching Lattice Men's
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 Lunch Bag And Backpack Combination Pack Cat Sketch Black And Whi 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 Avoiding the Circus 7 8 Spoonflower Fabric - Woodland Damask Large Owl Printed on Uphols Cartoon Fish Backpack Laptop Casual Bookbags Daypack for Girls B Polar Aurora Outdoor Furniture Set, 4 Pieces Patio Wicker Conver KELUNIS 35X59 Non-Slip Rubber Drainage Mat, Anti-Fatigue Rubber 8GB (4GBx2) Team High Performance Memory RAM Upgrade For HP - Co
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Shop LC ILIANA 18K Yellow Gold Oval AAA Sleeping Beauty Turquois 13 Backpack With Usb Charging Headphone Port, Double Zipper Schoo
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Digger Desk Lamp, LED Movable Excavator Modelling Night lamp - U Kingston GO! Plus Works for Micromax W121 512GB MicroSDXC Canvas INEEDUP 2 Brake Disc Rotots and 4 Ceramic Pads fit for 2013-2018 Go-Parts - for 2006 - 2007 Infiniti M45 Rear Tail Light Lamp Ass Changskj Hot Water Bottle 1000ml Hot Water Bottle Winter Warm He AINIYF Umbrella Racks Metal Rectangular Umbrella Stand Holder fo Bathroom Shelf Rustproof Stainless Steel Shower Caddy Bathroom S Solid 14k White Gold Solitaire Blue Sapphire and 1/8 Cttw Diamon UTDKLPBXAQ 210D Oxford Cloth Patio Chaise Cover Patio Chair Case
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 HWCUHL Art Wall Mural – Self-Adhesive Canvas Wall Stickers Anima 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 American Shifter 526521 Shifter Kit (TH350 23" E Brake Cable Cla Bonyak Jewelry 18 Inch Hamilton Gold Plated Necklace w/ 6mm Gold Beaver Brand Gourmet Seafood Tatar Sauce - 11.5 Ounce (Pack of 2 American Shifter 368782 Shifter Kit (72716" E Brake Cable Trim K 4400 186800 K-11 Shuttle Driver Needle Guard Used for Golden Whe A Prince Among Thieves Calicomfy Beige Modern Tibetan Rug 5'5"x8' Convenience Concepts Graystone End Table, Weathered Gray / Black on the forest floor blue large scale Laptop Backpack Travel Back vidaXL Wall Mirror Baroque Style Handing Mirror Bathroom Bedroom
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 BedFantasy Cal King Size Pom Pom Ruffle Daybed Skirt 100% Egypti Wincal 450ml Stainless Steel Electric Waterproof Car Heating Cup 24" x 32" Inches Frosted Acrylic Wedding Sign Welcome Sign Frost Karl Lagerfeld Paris Women's Pola Ankle Boot BOHML Nursery Night Lights Night Lights Strange Fish Remote Cont Shree Ganesh Fabrics Light Pink Silky Satin Dress Fabric Plain S Vascular Self-Heating Belt, Muscle Strain Physiotherapy Effect B Digital Alarm Clock for Bedrooms Kitchen Office 3 Alarm Settings Ambesonne Hippo Bedspread, Childish Doodle Pattern with Wild Ani
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Veri SanDisk Ultra 64GB MicroSDXC Works for Meizu M3 by SanFlash Cutter Buck BCK08861 Men's CB Drytec Edge Half Zip Sweater Towel Warmer, Towel Warmer and Drying Rack, Heated 304 Stainless Customotop Steins Gate Kurisu Makise Anime 160x50cm(62.9in x 19. PFMY.DG Inflatable Paddling Pool, Baby Swimming Pool, Ocean Ball Lily's Home Battery Operated Flameless LED Taper Candles with Ti Ochoos 100pcs/lot HK101712 Drawn Cup Type Needle Roller Bearing Quo Vadis 2021 Visual - Weekly/Monthly Planner - 12 Months, Jan. ROADFAR Texture Black Rear Bumper w/Tire Carrier Fits for Chevro Kids Bath Towels for Boys Stockings Hung On Christmas Eve Kids H
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
ZYLBDNB Floor Lamps for Living Room Creative Floor Lamp Living R
1 2 3 4 5 BYCDD Tattoo Copier, Portable Tattoo Transfer Stencil Machine Pa ProSphere Loyola University Maryland Boys' Zipper Hoodie, School American Shifter 518088 Shifter Kit (4L60E 16" E Brake Cable Cla Unicorn Round Tablecloth 60inch, Purple Outdoor Table Cloth Dura 2 Pack AB12350 12V 35AH SLA Battery Replacement for Dyna Cell WP SHIJIE1701AA Sofa Side and End Table Coffee Table Natural Bamboo ZYQXB Carpet Flannel Rug Rectangular Rug in Animal Room (Color : Replacement For Kia Spectra Year 2008 Front Side Marker Light By Sickspeed 20 Spiked 60Mm Extended Tuner Locking Lug Nuts Wheel 1
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 Beauty Decor Window Sheer Curtains for Bedroom Living Room Minim OneHoney Fluffy Bathroom Mat Bath Rugs Thankgiving Turkey Pumpki
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Replacement For Jeep Commander Year 2011 Parking Light By Techni Capriccio Stravagante II
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 JINYANG Handle 2049-1200 Drawer Cabinet Door Aluminum Alloy Hand QWERTYUKJ Chunky Knit Blanket Soft Handmade Knitting Throw Made
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: Tommy Hilfiger Men's Classic Zip Front Polar Fleece Jacket (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 XUELINGTANG 1 Piece Cotton Linen Fabric Sofa Cover Modern Style
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).