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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 Cottage Appliance Pull Color Stainless Steel - (7 Pack) Hickory 7 8 Kingston 512GB ZTE Vital MicroSDXC Canvas Select Plus Card Verif Blower w/Dr Pkg, 10-1/4 in, 208-230/460V Cozy Plush Doormats 24x35in Absorbent Cushioned Kitchen Mat Area Sealey Air Ratchet Wrench 1/2"Sq Drive Premier Jutdopt Magical Undersea Turtle Leather Ladys Shoulder Crossbody
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Circa Survive Bookbag, Multifunctional Backpack, Suitable for Da 13 Ntn NU211G1C3 Cylindrical Roller Bearing
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 CGSignLab 2471681_bnrm |"Vehicles Will Be Towed -Classic Gold" W Scentual Expressions Botanical Diffuser in Lemongrass (Bright Ye Dell PowerEdge R630 8X SFF 1U, 2X Xeon E5-2620v3 12-Core 2.40 GH OneHoney Rustic Purple Lavender in Watering Bottle Round Area Ru 3D Wall Mural Wallpaper Modern Blue Sky and White Clouds Seagull ProSphere Boston University Men's Performance T-Shirt (Grunge) Evan-Fischer Sway Bar Link Compatible with 2005-2010 Jeep Grand WHEEJE Bathroom Shelf Wall-Mounted Rail Bathroom Rack Bathroom R ZPTECH Drawer Organizers Plastic Household Underwear Storage Box
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 3D Wall Stickers Mural Pet Animal Puppy Wallpaper Murals 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 CGSignLab 2470761_bnro |"Open House -Ghost Aged Blue" Heavy-Duty Shoei RF-1100 Center Pad XS9 Motorcycle Helmet Accessories - Bla Ecuador Flag Lightweight Folding Stool Portable Camping Stool wi Rexroth New Aftermarket A10VSO71DFR/31L-PRA42N00 Hydraulic Pisto Legend Of Zelda Classic Game Character Pattern - Favorite Of Gam ZJF Jute Storage Basket Rectangular Storage Basket with Handles Azincoer Garden Bench Cushion, Outdoor/Indoor Waterproof Swing C Baker’s Corner Double Chocolate Muffin and Quick Bread Mix, 18.2 Guitar Parts Practical for Acoustic Electric Small Tuning Pegs K GORILLADRIVE 64GB Ruggedized USB Flash Drive (4-Pack)
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 LICHUXIN Chunky Knitted Blanket Handmade Thick Knitted Throw Sof Dall Dining Chair Soft Cushion Makeup Chair Wrought Iron Office Foot Massage King Swooper Feather Flag Sign Kit with Complete Hy Rexroth New Aftermarket A10VO28DRG/31L-PSA12K40 Hydraulic Piston WJSM Motorcycle Accessories 7/8" 22MM Handlebar Hand Grips Handl Mezzati Luxury Bed Sheet Set - Soft and Comfortable 1800 Prestig RYYAIYL Bathroom Handrail Toilet Safety Handle Toilet Elderly Pe JIUCHUAN Indoor Doormat Lavender Field Summer Aromatherapy Natur Earnest Bolt, Square, Grade 5,1/2-13x6 1/2In, PK60-283315G1
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Natural Gorgeous Decor Tapestry Beige Wall Hanging Bohemian Macr kgjsdf Wigs Gray-Purple Gradient Long Curly Hair Wig Ladies Hand Ambesonne Cartoon Armchair Pad and Slipcover, Style Dragonflies Shakira Multi-Function Backpack - Lightweight Boys And Girls Sch 68297936-AA 2010 2011 2012 2013 Direct Replacement for Dodge Jee XUXUWA Home Floor Light-Floor Lamps H Garden Lights Sphere Retro TUPARTS Air Cleaner Intake Filter Box Housing fit for 2001-2006 Aohi WXQ-XQ Dirty Clothes Bucket Storage Bin Family Indoor Stora Rainbow Pink Beach Grunge Car Seat Cover Front Seats Only Full B DIY 5D Diamond Painting by Number Kits, Cat Kids Full Drill Diam
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Set of 8 Coasters Cups Mats for Drinks - Absorbent/Non-Slip, Cer
1 2 3 4 5 PENGFEI Bathtub Cover Lid, Waterproof Bathtub Tray Polystyrene, LINMING Pirate Skull Knife Silk Scarf Bath Towel Microfiber Beac Society6 Mid Century Modern Retro 1970s Inspired Sunburst in Mut Daniel Green Women's Glamour Slipper Gold Sagamore Side Panel Desk Pad chenchen Front Right Hrome Inside Door Handle Fit for Ford Fusio Veken Fluffy Area Rugs and Non-Slip Rug Pads, Both Size 3 x 5 Ft YZJC Bedroom Living Room Fashion Clock Simple Silent Small Old D LIMEI-ZEN CSJ Cookware Set for Kitchen Silicone Kitchen Cooking
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 QUINLUX WIGS HD Transparent Lace Front Straight Human Hair Wigs 2' x 7'3" Runner Rug Extacy Olive Green, Multi Color Modern Squa
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Slow Children and Pets at Play Sign, Traffic Sign, 24x30 Inches, NVSBLT Extra Large Hamper Plastic Bathroom Dirty Clothes Storage
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 XNH Carpet Basketball Indoor Rugs, Basketball Team Fan Carpet,Ma Diamond Wish 14k Gold Pink Sapphire Gemstone Solitaire Necklace
Chapter 13 Neural Nets and Deep Learning PDF Firefield Stun Gun WHEEJE Industrial Pliers Shoe Repair Iron Tool Set High Heel Sho
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 Car Seat Covers fit Sedan SUV, 2 Pack Large Auto Car Seat Protec 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 Hereford Cow Cactus Leather Place Mats for Dining Table Set of 6 7 8 YTF-Ceramic storage container, black and white large candy dry g Personalized Beagle Quilt, Gift for Your Lovers to My Mom Dad Wi November Birthstone - Twisted Infinity Floating London Blue Topa InterestPrint Corals Underwater World Men's Spread Collar Tops S Mister Bear Black Butler Ciel Phantomhive boy Cosplay Costume Wi
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 2.0 ct Brilliant Round Cut Solitaire Flawless Simulated CZ Green 13 WEIHONG Accessoires Exquis LCD Screen and Digitizer Full Assembl
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 AM-Ink 1-Pack Compatible 013R00589 Drum Unit Replacement for Xer Bai-rui Sṃall Paṇtỵ Vịbrạnt Ṣēx for Woṃen, Viḅe Qisemi Womens Pullover Sweatshirts Long Sleeve Colorblock Knit S shu Tree Shape Coat Stand Coat Rack Free Standing Coat Rack Soli Duomo of Florence, Italy (fine art print) Doc Johnson The Naturals Heavy Veined Dong, Flesh, 8 Inch Flying Banner 11 PCS Full Set Universal Car Seat Covers Black Ja SUOFEILAIMU-PHONE CASE Metal 1/4 8mm Shank Router Bit Straight E New Cookies Bags Ooh LaLa - Same Day Shipping - 100pcs for .9
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Flashlight Accessories - External Accessories - Ochoos NUP20 Lig 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Artificial Flower Men's Jogger Sweatpants, Unisex Adults Waist S Dazzlingrock Collection 6 MM Round Gemstone White Diamond Ladi CESULIS High Definition Binoculars, high-Definition Night Vision (10000 pcs) #8-32 X 1/2", Machine Screws, Hex Indented Washer, S KTXX 27-inch LED LCD display/3840X2160 Full HD Display/no Glare/ Vìbrátion Modes Wireless Waterproof Silicone Qụiet Ụ Shaped A-SUB Heat Resistant Tape 25mm, No Residue, Heat Transfer Tape f Decorative Boxes GGYMEI Vintage Storage Box, Large Capacity Ha LE CRAZE New Men's Lambskin Leather Jacket Biker Motorcycle Slim Rexroth New Aftermarket A10VO45DFR1/31R-VRA61K68 Hydraulic Pisto
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Campania International R-042-AL Madonna Statue, Medium, Aged Lim Solenoid Valve for Star Mfg Part# 2E-46529 (OEM Replacement) The UZ Global Designer Black Faux Leather Jacket for Men - Mens Yimoon Women's Retro Sleeveless V Neck Dot Polka A-line Swing Mi Minnetonka Silverthorne Thong Women's Sandal LYHDP Murals Herd Removable Torn Hole Decor Wallpaper PVC Art Nu CyCoShower 2 Pcs Anti-Fatigue Kitchen Rug Sets Happy Halloween T Patio Umbrella Clamp Stand Bench Buddy Deck Umbrella Metal Clamp Purina High Octane ALLEVIATE Gastric Support Supplement, 40 lb
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 "Thank You -Modern Block" Premium Brushed Aluminum Sign HONGFEISHANGMAO Floor mat PVC Transparent Soft Floor Mat Compute JYMBK Light in The Bedroom Desk lamp Peacock Lamp Colorful Remot Laptop Backpack Crystals Amethyst Cluster, School Bag for Boy Gi by The Yard Fabric Rail Fence Weathered 100% Cotton Fabric 36" x M.2 WiFi Adapter BCM943602CS BCM94360CS BCM94331CSAX BCM943224PC Tazah Quinoa Hummus 3.5 Ounce Laundry Basket WGZ Hamper Household Dirty Clothes Storage Basket All Balls 28-1143 Swing Arm Bearing Kit Compatible with/Replacem ROMACK Wall Mounted Hanging Shelf Storage Rack Storage Rack Orga
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Statues,Owl Sculpture Ceramic Bird Animal Decoration Model Handm
1 2 3 4 5 TE Connectivity Part Number 1-103577-1 KANGKANG Baby Girl Halloween Costume Tutu Dress Witch Rompers+Le FAM130Q2YA IIMAK 5.12" x 3281' DC-200 (Wax/Resin) Thermal Transf Lost in Music Leather Table Mats Set of 6 Washable Non-Slip Plac GTRB Wall Sticker Penguins Aquatic Birds Animal 3D Wall Sticker YCZDG Mini Portable Plug in USB Charging Quiet Shaking Head Big ScottDecor Art Impressionist Art Prints Oil Paintings Underwater TYZK Carburetor Gasket Carburetor gx35 hht35 hht35s 16100-z0z-03 3D Quadrilateral 2363 Wall Paper Print Decal Deco Wall Mural Sel
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 XTSEDL Microfiber Hand Towels Ultra Soft Hand Towels for Bathroo Monitor Mount Stand Aluminum Alloy Monitor Stand 17"-27" Column
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 ZHUOBAIL Marble Laptop Shoulder Messenger Bag Case Sleeve Laptop N\C Round Side Table, Green Nightstand Coffee End Table for Livi
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 Trumpet Bb B-Flat Trumpet Brass Trumpet Wind Instrument Trumpet The Decor That is Adored Turtles Posing Set of 6 Figurines 3 Inc
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: SHUTING2020 Piggy Bank Red Maverick Piggy Bank Creative Mascot 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 Jewel Blue/Beige Rug Rug Size: 9'6" x 13'6"
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).