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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 Simply Red Infidelity 1987 UK 12" vinyl YZ114T 7 8 Outdoor Floor Door Mats for Entryway, Grey Non-Slip Entrance Doo 100% Vegetable Dye Floral Bidjar Oriental Area Rug Wool Hand-Kno Original by BoxColors Xlarge 30"x 70" 5 Panels 30x14 Ea Art Canv Case for Ipad Pro 12.9 Almond Nuts Pattern On White Protective C American Shifter 474627 Shifter Kit (C623" E Brake Cable Clevis
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 5/16-18X7 1/2 Carriage Bolt Grade 5 Fully Threaded Zinc (Pack Qt 13 American Shifter 447813 Shifter Kit (4L60 8" E Brake Cable Trim
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Non GMO Bulk African Daisy Seeds (Flake) Dimorphiteca sinuata (5 Society6 It's Going to Be Okay by Morgan Harper Nichols on Water COLORSUM 2 Piece Non Slip Kitchen Mat Set Happy Fall Y'all Thank Owlike Adjustable Smart Watch Band Wearable Watch Strap Bracelet 12'x12' Gray Hand Spun Undyed Natural Wool Modern Hand Knotted R Titan Bronze Valve Wheel Wrench 15-1/2" Length, Single-ended, 1- XYSQ Thick Chunky Hand Knitted Throw Modern Large Soft Sofa Blan QTBH Tabletop Fountain Spinning Orb Tabletop Fountain - Lucky De Value Hood Molding Compatible with Hyundai Sonata
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Daisy Flowers On Golden Background Backpack Laptop Casual Bookba 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Champion Men's Big and Tall Fleece Ls Crew Raglan W/Contrast Sle Serving Stand Cake Stand Cake Tray Cake Display Plate Kitchen fo Newparts 5L 8100 X-Clean 5W-40 Filter Motor Oil Change Kit for C ZXDHNS Wall Murals XXL - Cartoon Animal Horse Self-Adhesive Wall ZXQZ Table Football Finger Button to Eject The Football, Mini Ta The Royal Bengal Tiger DNP R300 General Purpose Resin Black Thermal Barcode Ribbons (3. Brown Jack Russell Dog in Snow with Christmas Gifts Dog House, Forever Gold: Drifters Middle March Book Charms Sterling Silver Middle March Book Charm
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Sigma 35mm f/1.4 DG HSM Art Lens for Nikon F + UV Protective Fil For Mercedes-Benz Glk350 Front Bumper Cover 2010 2011 2012 | Pri Love and Skull 10 Inch Battery Operated Round Quartz Analog Quie SPS Brand Set of Terminal Covers for APC SmartUPS 2200RMXLTNET R Lysee Washers - 100pcs M2.5 brass washer gasket flat pad mat was KLA Wall Clock Children's Wall Clock Bedroom Clock 11.7 in Glass TOP-MAX Women's Dresses-Summer Spaghetti Strap Sleeveless Cockta HPB1: Sounds of Cain Wholesale Stainless Steel Cross Charm Pendants Silver 7 x 12mm 1
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Eat The Rich Mans Pants Cargo Shorts Sport Cool Cargo Shorts SmallRig Drop-in Baseplate for Manfrotto 501PL Style, with Anti- ZCXBHD Chunky Yarn Blanket Bed Throw Soft Pet Bed Chair Mat Cabl Writable Music Sheet Binder "FREExFILE" Super Note | Ring Type P XIWAN Handheld Vacuum Cordless Powerful Cyclone Suction Portable Under Armour Boys af Branded Jogger Rexroth New Aftermarket A10VSO71DFLR/31R-VWA11K02 Hydraulic Pist Halloween Cosplay Full Bodysuit Animal Pretend Play Leopard Dres Swan Nursery Quote Canvas Posters And Prints Wall Art Painting N 8'1"x10' Hand Loomed Light Gray Jacquard Modern Organic Wool Ori
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Summer Sandals, Slope Heel Cross Elastic Band Roman Sandals, Wom
1 2 3 4 5 XStyles18 - Bigfoot GO to Camping 2 Style Hawaii Shirt Short, Ha CRTTRC Geometric Table Cloth Tablecloth Nappe Table Cover Party JINF Women's Winter Fashion Warm Print Long-sleeved Sweatshirt-T Accuform MELC122VA, 7" x 10" Aluminum Sign:"Danger High Voltage Clarks Women's Sharon Gracie Penny Loafer, Black Combi Youmine New Carburetor 1993-1998 for Yamaha Kodiak 400 New Carbu Plant Stand Flower Stand Desktop Wrought Iron Flower Stand, Offi HJCS for Daihatsu Terios 2 Armrest Box Central Store Content Box LQGSYT Women Acrylic Shoulder Bag Strap Acrylic Chain Color Chic
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 SRGRTRG Recliner Rocking Rattan Chair Cushion Folding Thick Gard Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4640 8
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Xfyyzy Instant Canopy Tent, Sidewall Waterproof Foldable Oxford YellowMaps Cape Henry VA topo map, 1:62500 Scale, 15 X 15 Minute
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 Blazers for Women Business Casual Fashion Solid Color Casual Sui WORSY Bathroom Shelf Bathroom Shower Storage Corner Shelves 304
Chapter 13 Neural Nets and Deep Learning PDF Personalized Cat Paw Pink Cute Animal Storage Basket with Name T 5D Diamond Painting Kits, Full Drill Cross Stitch Embroidery Art
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 HNU 20 in Wide x 20 in Long Square Modern Contemporary Blue Grey 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 Liudan Money Tree Rabbit Garden Ornaments, Resin Rabbit with Fig 7 8 Heizlüfter Steering Wheel Cover Steering Wheel Covers Microfiber LSXLSD King Size Ultra-Large 2 People Parachute Hammock Chair Ha 3/8-16 x 2 Button Head Socket Cap Screws Black Oxide Alloy Steel TM Carwash Full Curve Swooper Windless Advertising Flag Hand Was YIXIN2013SHOP Indoor Wall Sconces Antler Wall Lamp Light Wall-Mo
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 35" Octagon Hard Floor Chair Mat, Romantic Flower Filled Basket 13 Garden Statues and Sculptures Outdoor Garden Dog Statue Labrador
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 CHENZHIQIANG Tablet Cases Great for Samsung Galaxy Tab S7 T870 / American Shifter 428111 Shifter Kit (4L80E 23" E Brake Cable Cle Ten Chopsticks Wigs Straight 13x6 Lace Front Human Hair Wigs HD ARTIBETTER 1 Set of Sun Shade Sail Hardware Kit Stainless Steel Fibre Metal E1RW Full Brim Hard Hat - Ratchet Suspension - Red ( Towel rack Bathroom Towel Holder Retro Copper Towel Bar Double R Envelope Sleeping Bag Single Adult Travel Camping Under Quilt Bl 2.45ct Brilliant Radiant Cut Solitaire Flawless Genuine Natural Savinelli Tandem 920 Smooth Tobacco Pipe
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 JB200-ST Digital Display Strong Electric Mixer Laboratory Precis 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Hitachi Fuel Pump Module Assembly and Driver Module Kit For Audi WLKQ Jade Far Infrared Heating Pad, Infrared Heat Therapy Healin Verified by SanFlash Ultra SanDisk 64GB Works for Canon EOS M100 Hair Removal Wax Bean, Multiple Types Of Wax Good Film Formation American Shifter 433048 Shifter Kit (C6 23 Swan E Brake Cable Cl Custom Wall Mural Non-Woven Wallpaper European Style 3D Stereosc Jewels Obsession 14K Yellow Gold Dove, Holy Spirit Dove Pendant Standard Abrasives 877016, Unitized Mounted Point, A21, 1 x 1", Spoonflower Fabric - 6365039 Printed on Minky Fabric by The Yard BDSB-Sex Toy Sex Máchine for Mále with Suction Sexy for Men for
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Car Seat Cover, Day of The Dead, Car Accessories, Animal Print, Design with Vinyl JER 2223 4 Hot New Decals Rainbow Fish Wall Ar GuoWei Pastoral Saloon Door Swinging Door Cafe Door Bar Kitchen 73 Inch Yoga Mat Towel Camping Green Lake Water Non Slip Foldabl Lunarable Retro Portable Fabric Wardrobe, Winner Banner Lamps Vi Floral Duvet Cover Set 3 Pieces, Breathable Polyester Microfiber Kastar 3-Pack Battery and LTD2 USB Charger Replacement for Panas Replacement Parts, Recoil Pull Starter W Rope Kit for Robin Nb41 HYDT Absorbent Doormat Indoor Outdoor Floor Mat, Blue Low Profil
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Сharm - Safety Pin Brooch Love Dart End Charm Gold Tone USA Mad In Concert Budapest 2000 Cartoon Owl Car Seat Covers - Sideless Chic Style - Soft Flexi LSM Hardwood Floor Mat for Rolling Chair, Non Slip Clear Carpet UXZDX Seasoning Rack Spice Pots by - 4 Piece Acrylic Seasoning B 8-Pack Villa Outdoor Garden Ground Plug Solar Lawn Lamp Waterpro Letter T Chair Mat for Carpets, Letter T with Freshwater Inverte Pot of Shamrocks - Bling Rhinestone St Patrick Day Dog Shirt, 2X BEIGOO Expandable Curtain Rod,Tension Single Drapery Rod Adjusta Liftable Chair, Flower‑Shaped Gaming Chair Pink Soft Chair Rot
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
LAOJUNLU Shang and Zhou Bronze Round Tripod with Xiong'S Foot An
1 2 3 4 5 JMbuild Laptop Case 15.6 inch Cute Rabbit Bird Animal Computer M Lisa Pavelka Texture Stamp Hearts Aflame (Style #051) HB Art Design Dog Duck Fox Face Animal Wall Art Nursery Decor 3 Mini Handheld Vacuum Cordless Rechargeable Vacuum Cleaner Blower Keren Kopal Bambi Mom and Child Trinket Box Unique Handmade Gift Tie Dye Peace Sign Placemat Table Mats Set of 6 Waterproof Non-S Laptop Backpack Folk-Custom Travel Business Daypack With Usb Cha YINGGEXU Clothes Rack Free Punching Bathroom Stainless Steel Tow Hconcet Fuel Pump Assembly Compatible with Kia Sedona 2006-2010
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 YonCog Drain Strainers,Sewer Cover Grates,Trench Drainage,Channe ZPTECH Drawer Organizers 3PCS/Set Dresser Drawer Storage Organiz
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Stens 2 Pack 058-077 Air Filter Combo Fits Subaru 226-32610-07 BARCO Grey’s Anatomy Signature Women’s Olivia Pant – Super Soft
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 Gannon Mittal Organics - Organic Moong Dal Dhuli - 500 gm Personalized Photo You are My People Ceramic Coffee Mug - Water
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: Freshwater Cultured Pearl Drop Pendant with Diamond Clusters (8m (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 CWWAN Fruity Summer Backpack Portable Lunch Bag Set is Strong We
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).