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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 Endangered Species Aromobates Molinarii Camping Folding Stool Ox 7 8 Mcdd USB Backpack 17 in Angry Bear Dont Care USB Backpack,Slim B Fantasy Staring 13 x 90 Inch Table Runner with Placemats Set of Trees Home Decor Custom Wall Stickers, Big High Beech Trees Deci Cotytech Expandable Desk Mount Spring Arm Grommet Base - Silver Solid Gray Color Ruffled 15" Drop Bed Skirt Dust Ruffle Size Kin
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Rexroth New Aftermarket A10VO45DRG/31R-VWA61N00 Hydraulic Piston 13 Sigma 85mm f/1.4 DG DN Art Lens for Sony E with Premium Bundle
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Replacement For Gmc Envoy Year 2007 Front Side Marker Light By T Allied Brass DMF-3/3X Floor Standing 8 Inch Diameter with 3X Mag ERA Paints Automotive Touch Up Paint Kit for Buick Enclave 2017 Society6 So Many Feelings by Jacinta Bunnell on Wall Hanging Tap ERA Paints Automotive Touch Up Spray Paint Kit for Mercedes-Benz Pizza poster Backpack with Pencil Case, Unisex Fashion Backpacks Clarks Women's Camzin Pull Ankle Boot DZSLTC Pro Taper Accessories for HO┐NDA CB500F CB 500F 2013-20 Taurus 2 Fine Dichroic Blade for Ringsaw
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 NJ-HH Iron Bathroom Mirror Cosmetic Mirror 3X Magnification Roun 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Coasters Coaster Solid Wood Insulation Pad Ebony Wood Pot Bowl B REDDATES Chocolate Raindrops Car Seat Cover Front Car Seats Prot Trellis Pattern Rug Tutankhamun Egyptian Pharaoh for Bedroom Dor Garden Winds Bar Harbor Swing Replacement Canopy Top Cover Cats and Dogs Species Office Swivel Chair Mat Office Home Floor Sickspeed 20 Red/Polished Capped Aluminum Extended 60Mm Tuner Lu TOYANDONA 3D Wooden Globe Puzzle Educational Self Assembling Mec InstallerParts 1000 ft Shielded 18AWG/2 Power CMR Gray NMC D239P, OSHA Sign (Pack of 50 pcs) Outdoor Wall Light Fixtures E27 Waterproof Indoor Outer Sconce G
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Monroda Halloween 3 Piece Bathroom Rug Set, Absorbent Sponge Bat Nike Mens Early Season Shirt Top - Green Joe Dumars Signed 1986 Fleer #27 Autographed Basketball Card PSA Black Tilting Wall Mount Bracket for ViewSonic N3751W LCD 37 inc Donaldson Torit P10-0853 OEM Replacement Cartridge Filter, Cellu ASDDD Wall Tapestry for Bedroom Tapestry Wall Hanging Hand-Made KHSM Swingarm for B-MW F650GS 2000-2005 Motorcycle Swingarm Spoo pot Household Dirty Clothes Storage Basket with Lid Oversized Wo Backpack Bags Stitched Honeycomb Gold Medium Bag with Lunch Bag
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 14K White Gold Round Diamond Bridal Wedding Ring Band Set 1-1/5 Roostery Spoonflower Throw Blanket, Flower Floral Math Nerd Geek Towel rack Multifunction Double Bath Towel Rail Bar, SUS304 Stai Plastic Snap Fastener Plastic Snap Buttons DIY Convenient Diamet Hong Yi Fei-Shop Clock Solid Wood Table Clock Chinese Style Livi Lexmark 78C0ZK0 Black Return Program Imaging Kit, Grey Qikafan Sandals for Women Wide Width,Open Toe Slip On Platform S Carriage Bolt,18-8 SS,Plain,PK1100 DONGMEICHEN Motorcycle Handlebar Racing Adjustable CNC 31/32/33/ ECOEPCC12GS - ECO-PRODUCTS,INC. GreenStripe Cold Drink Cups
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Laos Flag Rectangle Table Cloth, Oil Proof Spill Proof and Water
1 2 3 4 5 Womenfocus Cozy Plush Doormats 18x30in, Absorbent Cushioned Kitc 14kt Two-tone Gold Round Diamond Halo Bridal Wedding Ring Band S Elastic Sofa Covers for Living Room Slipcovers Furniture Protect Kunming~ Fish Men/Women Sweatpants Funny Joggers Pants Sports Tr Solid 14k Engraved 1/2 CT Certified Blue Topaz - Sky Flower Pend Table Runner and 4 Pieces Placemats, 16"x72" Cotton Linen Kitche Canon TS-E 90mm f/2.8L Macro Tilt-Shift Lens with Bonus Bundle | ERA Paints Automotive Touch Up Spray Paint Kit for Mazda CX-7 20 Female Multi Vibrate Modes USB Charging Massager Sucking Woman N
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 Carriage Bolts Round Head Square Neck Full Thread Grade 5 Steel Deer Skull American Flag Unisex Baseball Uniform Jacket Sweatshi
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Lawrence metal FRAME-NOSC-2P-1114HD-V Heavy Duty Vertical Frame, Channel-Set Diamond Solitaire Heart-Shaped Pendant (0.325 cttw D
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 Rexroth New Aftermarket A10VSO28DFLR/31R-VKA11K40 Hydraulic Pist Messenger Bag Dark Night Horse Unisex Satchel Office Briefcase C
Chapter 13 Neural Nets and Deep Learning PDF American Shifter 408941 Shifter Kit (2004R 10" E Brake Cable Tri OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo
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 Scary Crow Adults Travel Business Laptop Backpacks Unisex Work B 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 Short Wavy Lace Front Wig Short Bob 13x4 Lace Wig with 7 8 Puccy Privacy Screen Protector Film, Compatible with PHILIPS 241 Case for Ipad Pro 12.9 Coral Reef Faunatropical Starfishes Prote Ava Gray 7'9"X9'9" Tufted Internet Rug Ping Bu Qing Yun Dust Cover - Outdoor Furniture Dust Cover Fores Yajomi 5 Seat Standard Car Seat Covers with Waterproof Leather,
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Society6 Blush Pink Abstract Watercolor Marble Pattern by Pink W 13 YG-1 M5 Series Premium HSS Spiral Pointed Tap, Uncoated (Bright)
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Cotton Duvet Cover 3 Piece Full Size, Modern Pattern Soft Washed AURELIOR Cute Green Gator Crocodiles Pattern Handle Pull, Cabine Coasters for Drinks Set of 8 Absorbent Kitchen Coasters for Tabl 5D Diamond Painting Kits for AdultsKids, DIY(Mountains Sunrise) YCSM Car Interior Replacement Parts Chrome Black Car Styling Gea ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with T Humidor cigar box, travel humidor and cigar humidors, With cigar Doormat Tea Kettle for Stove top Stainless Steel Tea Kettle for New 8 Ribs Pocket Mini Umbrella Anti UV Sun Umbrella Rain Windpr
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 MALPYQA Compatible with HP Color Laserjet 1500L/2500/2500L for C 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 ProSphere University of California Santa Barbara Girls' Pullover Tarity Rectangle Geometric Pattern Soft Sided Pet Carrier Airlin 1/4" OD x 13/16" L x 8-32 Thread Stainless Steel Male/Female Hex LCNING Wig Wigs 10A Full Lace Human Hair Wig Compatible with Wom BQFLZY Lab Thicken Volumetric Flask Amber Volumetric Flask Chemi Accuform TRS243PTM RP-Plastic Inspection Status Record Tag, Le Billabong Men's Sundays Floral Short Sleeve Woven Shirt YJFENG Rattan Furniture Covers, Garden Furniture Cover, Patio Ta MKWEY Sunblock Shade Cloth Net 16x16ft, Shade Cloth for Plants O GYZX Hair Brushes Women Airbag Massage Comb Red Curling Comb Tan
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 YANRUI Sculpture Statue Garden Courtyard Decoration Gardening Re Razer Mamba Wireless Gears 5 Edition - Wireless Gaming Mouse wit Irodori BTBT Angle Grinder Electric High-Power Angle Grinder, Multi-Func CRL M10X3332D Brushed Stainless Solid Push Bar and Pull Handle S 3D Waterfall Rock Lake 406 Wall Paper Wall Print Decal Wall Deco Galaxy Fantasy Pastel Color Grunge Car Seat Cover Front Seats On Diamond Painting Kits for Adults,Gold Rose Flower DIY 5D Large F High School DxD Rias Gremory Anime Car Armrest Cushion Auto Cent
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 HYJ-Family Clock Wall Clock Non Ticking Battery Operated Living 12 Packs Kitchen Cabinet Knobs,Man Sitting on Sofa Under Blanket QWERTYUKJ Chunky Knit Throw Blanket Cozy Blankets Handwoven for Clhhsy Waterproof and Removable Custom 3D Photo Wallpaper Beach XUXUWA Metal Detector, Handheld Nuclear Radiation Detector - Br- FVGKYS Wall Decals Art 3D Custom Poster Mural Red Fruit Poster W Olive Oil Ceramics Oil Bottle Home Kitchen Vinegar Sesame Oil Cr SEPTEMBER MORNING GLORY - EASILY CONTEND- Collectible Figurine ZLLD Motorcycle Hand Grip Sturdy Motorcycle Grip Handlebar Knobs Goodman 3 TON 15 SEER Air Conditioner bundle (GSX160371 CAPF4860
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
juqingshanghang1 Home Decor- Handmade Wall Tapestry Hanging Macr
1 2 3 4 5 MuswannaA Bathroom Rugs Bath Mats Sets Happy Thanksgiving Lovely Olight SR52UT CREE XP-L HI 1100LM LED Flashlight INTIMIDATOR KIT Bundle - 4 Items: Carrie Petite Exclusive Remy Human Hair by Jon How to Train Your Dragon Star Wars Storm Trooper Duvet Cover + Pillow Cover 140x200cm Sin Massage Toys Flexible Enhancer Ring Cage Sleeve Ball Stretcher T lanberg ca USBM 10cc 0005/BK USB 2.0 A Male to USB Micro B Male Compatible with OEM 308760019 Homelite Pressure Washer Trigger H LIUXR Shade Cloth 90% Sunscreen Shade Cloth Mesh Sun Block Fabri
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 TIN-YAEN Natural Oil Grass Square Storage Basket Clothing Storag Aplstar Artificial Flowers Lavender Bouquet in Purple Artificial
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 ENEVOTX Car Foldable Sun Shade Art Water Creature Sea Fish Scale Motorcycle 7/8" Hand Bar Grips Bike Handlebar ​Cafe Racer Bobb
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 Cherokee Katie Duke Women Scrubs Pant Mid Rise Jogger CKK071 WSJJ Telescope,Binoculars Telescopes Telescope, Outdoor Travel,B
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: Life is Better with Schnauzer Dog Artificial Leather Placemat, P (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 Puccy Privacy Screen Protector Film, compatible with JAPANNEXT N
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).