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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 Ford BU2Z-14S411-ARA - Wire Assembly 7 8 Fuckin'Eh Canada Lightweight Folding Stool Portable Camping Stoo Rhapsody in Blue / An American in Paris 1962 Jello Baseball #184 Ron Santo - Baseball Cards Electronic Scale Digital Scale Weight Scale Small Level Scale Pr RedlineGoods ebrake Boot Compatible with Audi S4 B6 2000-2006. B
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Service Caster Brand 4 Inch 316 Stainless Steel Light Duty Threa 13 Sierra 18-4396 Exhaust Manifold Gasket Set
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Teacher's Rubber Stamp Christmas Cats Rubber Stamp Set, 2 pcs, W Brand New Carburetor Carb for Suzuki Vinson 500 LTF500F 4x4 Manu 925 Sterling Silver Round 7mm White Sapphire Polished White Sapp American Shifter 444716 Shifter Kit (PG 6" E Brake Cable Clamp T Jaclo H42-FM-18-PCU Cubix Front-Mount Shower Door Handles, Polis FVGKYS Wall Decals Art 3D Custom Poster Mural Blue Sky And White Mazda N318-16-460C Clutch Friction Disc Hush Puppies Women's Bailey Faux Fur Chukka Boot LBHAUSE Bathroom Rugs Soft Plush Bath Mat, Tropical Plants and F
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Soft Area Rugs for Bedroom Starfish Conch Seaweed Underwater Anc 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 KEEBON 6 PCS Kitchen Door Handles Furniture Drawer Bow Bar Pulls Yellow Small Mini Sunflower Flower PU Leather Printed Pattern Ca Seekonk LT-L-TR-50, L Handle Torque Wrench, 50 in. lbs, Lock Lef Ecommersify Inc Turf Green-Poly Lumber ROLL Back Poly Resin 2 FE Fsogasilttlv Non-Slip Sofa Slipcover with Elastic Bottom for Liv CGSignLab |"No Parking -Stripes Blue" Wind-Resistant Outdoor Mes LKW Camera Tripod, Carbon Fiber SLR Bracket Photography Tripod C 2 PCS Circulation Pump Wave Maker 1600 GPH Aquarium Powerhead Su llddrz Garden Statues and Figurines Garden Ornaments Outdoor Iro Man Backpacks Multifunctional Waterproof Men's Business Backbag
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 ZXDHNS Photo Wallpaper Wall Mural - Animal Fox W X H/137.8 X 100 "Flags Signs" 4x6 ft Embroidered Sewn Nylon Flag Banner a-1-41 Ambesonne Floral Coverlet, Meadow Blossom Petals Pastel Shabby F DDSYJ 3D Wall Stickers Olympic Adventure Wall Decal Game Smashed CNCDRS Classic Outdoor Spherical Column Lamp Waterproof IP55 Die Manual Vacuum Device Exerciser Vacuum Pump with 3 Pcs Durable an NKDbax Storage Box Velvet Dual Slot Cufflinks Box Rings Earrings Kunming~ Pineapple D Men's Swedish Flag Casual Hip Hop Trousers XXIOJUN Bamboo Floor Mat Shower Slatted Environmental Protection
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 runqimudai LCD Screen for Galaxy Tab A 9.7 / T550 Accessory Rene ERRU Portable IV Bag Holder Telescoping Height, Stainless Steel Lavis Yoga Circle Yoga Circle Ring Yoga Wheel Back Training Tool Jewels Obsession 14K Yellow Gold Teddy Bear Pendant with 18" Nec Tape 3M/5M 10mm-100mm Super Strong Double Faced Adhesive Tape Fo Veedaf Egyptian Goddess Isis Ra Holding Ankh Figurine 9" H Statu FXBFAG Outdoor Chairs,Outdoor Reclineing Zero Gravity Chair, Ext ZPTECH Ceiling Chandelier American Wrought Iron Country Living R Bohemian Quilt Set King, 3 Pieces Quilt Sets, 106x96 Boho Stripe Womenfocus Kitchen Mat Set Anti-WearNon-Slip Floor Rug Set 2 Pi
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Kimball - 3/8 Wire Rope Clip Pkg of 5
1 2 3 4 5 Vivona Cute Baby Photo Album De Fotografia 6 Inch Photo Album 10 XIAOHUKK PVC self-Adhesive Wallpaper 3D Photo Wallpaper Ink Land JIUCHUAN Indoor Doormat Extreme Sport Adventures Healthy Lifesty Hand Warmer, Portable Rechargeable Hand Warmer, Stylish And Beau BJLWTQ Space Aluminum Handrail Black Armrest Bathroom Old Man Sl Clara Pucci 1.0 ct Brilliant Round Cut Solitaire VVS1 Flawless S OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo Turquoise Angel Wing Bypass Pendant (7mm Turquoise) FENICAL 6 Colors 12 Inch Round Paper Lanterns with Wire Ribbing
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 OFFTEK 32GB Replacement RAM Memory for HP-Compaq Envy 15-dr1027n GETD Human Hair Wigs 360 Lace Frontal Wigs Pre Plucked Brazilian
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Sinfonie Nr. 10 Fis-Dur Black Canyon Loganberry Massage Oil, 128 Oz (1 Gallon)
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 Galaxy Gold GG 6.6 CT. 14K Yellow Gold Butterfly Necklace Natura JYMBK Steering Wheel Cover Steering Wheel Covers Creative Leathe
Chapter 13 Neural Nets and Deep Learning PDF ZPTECH Drawer Organizers Underwear Storage Box Household Drawer Heavenly Battle Car Seat Covers Accessories Set Super Soft Vehic
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 KHUY Housewarming Gifts, Decorative Bowls for Home Decor, Key Tr 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 Wig Wigs Loose Water Wave Natural Black Human Hair 13x6 Lace Fro 7 8 HIKVISON US VERSION DS-2CD51C5G0-IZS 12MP VF Dome IP Camera 2.8 YDSHOLL 2Pcs M16 380mm Stainless Steel Hook Eye Turnbuckle Wire TAPECASE 1" 8.3 mil Acrylic 3M 9088 Double Coated Polyester Film Qwjdsb for Suzuki Ertiga 2007-2020, Armrest Box armrest Raised w Just Cure Leukemia Awareness Insulated Lunch Bag For Kids Wome
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 YENYWL Natural Agate Natural Stone Agates Jades Turquoises Tiger 13 Insulated Large Size Picnic Baskets 35L- Strong Aluminum Frame -
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Leeve Dried Turkey Apricot - 800gms Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp Diamond Painting Kits for Adults,Full Drill DIY 5D Diamond Art C Storage Cart Rolling cart Utility cart 2/3/4 Tier Rolling Utilit ARTSHOWING Farm Bathroom Rug Set 3 Piece, Non-Slip Bath Mat U-Sh Vintage Style Horse Lea Elliot Set of 6 Luggage Tags with Custom National Hardware N109-042 6 Pack 6in. SPB841 Ornamental/Reversi 2020 New Cute Animal Cartoon Milk Cows Stuffed Plush Toy Kawaii Ancient Mysteries: UFO's the First Encounter [DVD] [Region 1] [U
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 CGSignLab 2470297_5absw_16x16_None |"No Loitering -Ghost Aged Ru 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 TouchupXS-for Dodge Dakota PDR Graphite Metallic Touch Up Paint 90+ Sẹẹds Pịnk Lạvẹndẹr Flowẹr Sẹẹds / PẹrẠArtWall 'Cleveland 4' Gallery Wrapped Canvas Art by Cody York, 3 Wonderful Pegasus Gallops Unicorn Reusable Insulated Tote Lunch Black Spinel Band Ring, Moissanite Eternity Band, Gold Band Ring American Shifter 496400 Shifter Kit (AOD 8" E Brake Cable Clamp 100sqft Van Truck Insulation Thermal Sound Deadener Block Automo Jewels Obsession Silver Turtles Necklace | Rhodium-plated 925 Si Avenger Defense ADS-20P - Heavy Duty Stun Gun - Rechargeable wit Clhhsy Custom 3D Photo Wallpaper Walls Modern 3D Embossed Purple
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Hood Hinge 2011 2012 2013 Compatible with Ford Fiesta Passenger ZHXQ Garden Sculpture Resin Garden Rabbit Figurine, Cute Bunny H Evening Shadow Road 32650 Li ION Batteries Rechargeable Lithium ION Battery 3.7v 820 American Shifter 455380 Shifter Kit (4L60E10" E Brake Cable Clev Battery Replacement for 3ICR19/66-2 GL627RD,GL627RD-077,GL627RD- 611RR 11/2X1X3/4 Reducing Tee,Wrot Copper,1-1/2"x1"x3/4" ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with H TOPINCN 3 Tier 3 Potted Plant Stand, Nature Phyllostachys Pubesc
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Accuform MGNF953XT, 10" x 14" Dura-Plastic Sign:"Safety First - Danger SE TENIR ÉLOIGNÉ DES CONVOYEURS EN MOUVEMENT (French) Lion Dancing Backpack With Pencil Case Children School Bookbag C "No Loitering -Basic Gray" Heavy-Duty Outdoor Vinyl Banner Amuzing Witticism Rustic Hand Made Vintage Wooden Aluminum Sign ICOM M506 01 VHF Radio with Hailer Baby Pool Float with Canopy,Inflatable Swimming Float Pool with Trevco Cinderella-Logo Rough - Short Sleeve Adult 30-1 V-Neck Te American Shifter 458755 Shifter Kit (PG10" E Brake Cable Trim Ki LIYOUPIN Grilling Accessories BBQ Tools Set Stainless Steel Port
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
PLUM PRAWN 1994 Home Jersey White Yellow Blue Bar Design 17 inch
1 2 3 4 5 INTERNORMEN 0590206VG10EP8 Replacement Filter by Main Filter Inc NA. Christmas Garlands Artificial Green with Pine Cones Brrries EVTSCAN Double Bath Towel Bar, Stainless Steel Towel Rack for Ba Vintage Style Pear Pink Tourmaline Drop Pendant with Diamonds (8 LuxMart Premium 3x5 Embroidered Sewn Australia Aussie 300D Nylon Rechargeable Solar Camping Lantern, 6 in 1 Super Bright Portable 18K Rose Gold Plated Silver Pendant Forever Brilliant (GHI) Hear Gybai Camera DV Video Camera, Motion Detection Video Camera Smar Landscape Wall Paper Blue Sea Cave Nature Photo Wallpaper Mural
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 BelonLink Metal Garden Arches, Arcade Wedding Arches, Plant Latt Inca Art Casual Backpack Bookbag Hiking Outgoing Daypack Laptop
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 UBFEN Kids Snow Boots Boys Girls Winter Warm Waterproof Outdoor MOVTBA Folding Stool Fishing Chairs Wonderful Creative Animal Si
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 Black Canyon Fudge Shoppe Massage Oil, 128 Oz (1 Gallon) Mozart: Piano Concertos Nos. 13, 14 23
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: Honda 76182-758-H01 V-Belt, Driv Genuine Original Equipment Manu (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 Bedspread Quilt Twin Size Gray Hacquard European Classic All-Sea
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).