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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 Schumann Sibelius: Violin Concerto 7 8 American Shifter 387437 Shifter Kit (700R4 23 Swan E Brake Cable Sexy Toys for Adults Women Silicon Waterproof Relax Toys Adult T St Patricks Add Your Name Or Text With Irish Designs Present For Diamond2Deal Sterling Silver 2.5 mm Half Round Wedding Band Ring Customized Name 3D Printed Cap Hat Horus Ancient Egypt Classic C
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 UluLife Complete Multivitamin: Hair Skin Nails Formula with Immu 13 OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 58x62cm,Wall Stickers for Kitchen countertop,Wall Tattoo Art,Bas Wizard + Genius Office Chair Swivel Chair with Armrest Adjustabl Soft Area Rugs for Bedroom Yellow Dahlia with Yellow Grey Gradie Beabes Atomic Pattern Round Wall Clock Abstract Mid Century Mode Rexroth New Aftermarket A10VSO71DFLR/31L-PWA12K01 Hydraulic Pist YUMYANJIN Alarm Clock Digital Wooden Square LED Alarm Clock Wood Hot Selling Kitchen Accessories Door Mat Carpet Thin Anti-slip K Lost in Austen (2008) [ Blu-Ray, Reg.A/B/C Import - Spain ] Detroit Axle - Rear Stabilizer Sway Bar End Link Replacement for
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 TTXP Carbon Steel Laptop Stand Adjustable with Black MDF,Adjusta 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Steelers Bow Baby Headband or Hair Clip (Headband) Ambesonne Rose Fitted Sheet, Pink Rose Flowers on Contemporary D Ceramic Ashtray Snow Scene Windproof Ashtray 16x16x8cm Ashtray ( Smoky Mountain Pastel Sunset by Cascadia on Wall Hanging Tapestr Ochoos 100pcs/lot Bearing HK0908 HK091308 Drawn Cup Needle Rolle American Shifter 424115 Shifter Kit (727 23" E Brake Cable Trim Among Us Schoolbag Backpack Insulated Lunch Box Bags For Boys Gi Taques - Last Name History and Coat of Arms from Portugal Print Accuform MASE904XP, 12" Video Surveillance Sign"Security Alert . Democratic Flag Donkey Microfibre Pool Beach Travel Towels Quick
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Solitaire Earrings, Gemstone Stud Earrings for Women, Gold Earri We Support Our Fire Department (18" X 24") Yard Sign, Quantity D ProSphere Grand Canyon University Girls' Pullover Hoodie, School Meijin 1Pc 60x40cm Bamboo Fiber Pillow Health Care Comfortable B American Shifter 367887 Shifter Kit (TH20012" E Brake Dipstick F Dining Chair Covers, Stretch Protectors Slipcovers Happy Hallowe HERDEZ SALSA RANCHERA 7OZ Kingston 512GB BLU D536U MicroSDXC Canvas Select Plus Card Verif Dazzlingrock Collection 0.10 Carat (ctw) Round Diamond Men Wom
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Shanbor Percussion Instrument Quick Response High Hardness Drum Men's Trust Me I am Jameican Jogger Sweatpants, Drawstring Fleec American Shifter 525262 Shifter Kit (4L80E 23" E Brake Cable Cle Xkun dinner spoon/Chinese spoon/home spoon/ceramic teasser/Japan Womens Dresses Halloween Black Three Pieces Set Sleeveless Flowy Digital Thermostat, Thermostat Easy to Operate Intelligent with Phillips Flat Head Machine Screw 18-8 Stainless Steel - 10/24 x Door Stickers 34.6"78.7" Vinyl Room Door Decals Door Murals Remo 3D White Flowers 850 Wall Paper Print Decal Deco Wall Mural Self 3-Pack Replacement for Kenmore/Sears 1065953799 Refrigerator Wat
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
YXYH Fashion Chunky Knitted Blanket Throws Blanket for Luxury De
1 2 3 4 5 Monitor Stand/Computer Shelf Wood Sturdy Ergonomic with Storage Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4603 v TkGear11 Lots of 25~50~100 Kraft Cotton Filled Gift Boxes Jewelr 8GB (4GBx2) Team High Performance Memory RAM Upgrade For HP - Co Accuform MADM102VS, 10" x 14" OSHA Danger Safety Sign"Do Not Ent Ambesonne Abstract Pet Bed, Geometric Horizontal Stripes Linear Omron Industrial E2EX10ME2M1 Proximity Sensor Diamond Painting Large Size Kits for Adults,Full Drill Diamond A SIGOUYI 4 Pcs Shower Curtain Sets with Hooks, Non-Slip Rug Toile
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 "Powerful Vibrante Wand Massager Cordless, Quiet, Waterproof, US Imeya 24 Inch 13x6 HD Lace Front Wigs Body Wave Wigs for Black w
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 1-1/2 Inch Fractional SAE Angle Wrench- Black Mighty Max Battery 12V 7.2Ah Compatible Battery for UPS APC SMAR
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 Local Grown Fruit King Windless Feather Flag Sign Kit with Compl Tri-Coat Merlot Sunglow Touch-Up Paint Quart for Harley-Davidson
Chapter 13 Neural Nets and Deep Learning PDF Top Spot Map N246 Lower Chesapeake by Top Spot QOONESTL Tabletop Water Fountain, Indoor Ornament Waterfall Foun
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 ZRJ Pet Feeder Cat Bowls Ceramic Double Dog Bowls Set Tray Pet F 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 OG-Renstky Winter Knitted Hats for Women Warm Rabbit Fur Hat Rus 7 8 HUODIANDIY Landscape 5D Diamond Painting Full Diamond Landscape Water production, large living room, porch decoration, painting, Jewels Obsession 14K Yellow Gold Dog Pendant with 18" Necklace - AUVZO Tall Bathroom Storage Corner Floor Cabinet, Standing Stora Eurasia Handmade Hand painted Elephant Resin Figurine Sculpture
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 OFFTEK 32GB Replacement RAM Memory for HP-Compaq Omen 15-dh0013u 13 Dorma 8916FHP-FC-SN1 Friction Hold Open Tri-Pack Door Closer
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 2.66ct Round Cut Halo Pave Solitaire with Accent VVS1 Ideal Flaw BBQ Heaven (18" X 24") Yard Sign, Quantity Discounts, Multi-Pack HP Compaq T2400H Compatible Replacement Battery Kit A pair dark purple Single layer Ostrich Feather fan 24"x 41" wit CHENGAI Tabletop Fountain Decoration, LED Luminous Desktop Small Nording Fantasy #5 Tobacco Pipe - TP1751 KEEPREA Cartoon Dinosaurs Towel Wrap with Dry Hair Cap Headban Pair Set of 2 Rear Genuine Trailing Control Arms For BMW F39 X2 Ambesonne Charcoal Grey Storage Toy Bag Chair, Vintage Style Ins
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Artificial Plants/bonzai trees indoor Artificial Welcoming Pine 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 VS Jewels Sterling Silver Heart Shape White Cubic Zirconia Micke Corn LED G4 Bulbs 5 Watt AC/DC 12V 81 LED Lamp of 320lumens 3014 ZOMOY Long Floor Mat Carpet,Crocodile Characters in Cartoon Styl 14K White Gold Round Diamond Square Bridal Wedding Ring Band Set Twins Super Best Beautiful Giant 3-Pack Men's Board Shorts Drawstring Summer Navy OFFTEK 32GB Replacement RAM Memory for Tyan GA80B7061 (DDR3-1280 PROCARE COMFORTFORM Back Support, X-Large (38"-42"), EA Argon Tableware Tea Coffee Mugs - 6pc Contemporary Coloured Cera guizhoujiufu Monitor Stand Riser Gas Full Moving Desktop Fasteni
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Bigfoot Believe Sasquatch Adult Classic Sanitary Shorts Men Jogg 35" Octagon Office Chair mats, Watercolor Floral Seamless, Chair Gorgeri 9pcs Seats Covers,Mesh Cloth Seats Cover Protector Kit B American Shifter 358752 Shifter Kit (4L80E 10" E Brake Cable Cle Personalized Irish Shamrock 4sk Patterns Quilt, Gift for Your Lo YQG Ceramic Olive Oil or Vinegar Bottle Dispenser Retro Color, 4 Zetiling Drum Stick Bag, Oxford Cloth Fabric Drumstick Case Brea Sunset Wading Rexroth New Aftermarket A10VO71DRG/31R-PUA61K01 Hydraulic Piston
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Uzaki Nissin Mobile Fours IKADA M 1.50 MQEIANG Faucet Faucet Black Oil Rubbed Bronze Kitchen Bathroom V Suzie Washington WSNDXZZ 3D Door Stickers Self-Adhesive Waterproof Red Flower Rem LXRZLS Hiking Camping Hammock Outdoor Garden Hanging Hammock Por Remington Vintage Dual Close-shaver, Tan One Flat Sheet, Breathable, Extra Soft 600-TC Bedding Top Sheet- Daesar 18K Rose Gold Necklaces for Women Three Claws Teardrop Sh Oil Painting Of Sunflowers Backpack Set With Lunch Bag Pencil Ca American Shifter 396345 Shifter Kit (727 8" E Brake Cable Dipsti
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Qksky Suitable (3.5-3.8cm) Diameter, Courtyard Umbrella Base, Wi
1 2 3 4 5 hhjk Corner Shelf, 5 Layers, Shelving Triangle Partition Storage TEAYASON Medieval Knight Helmet Sculpture Decoration Tabletop Te Songs of WZCUICAN Scooter Carburetor Quads Motorcycle Universal Replaceme KTS Boxing Gloves Bracelet Chain Polished Stainless Steel Silver ROSENICE Drum Brushes Drumstick Retractable Handles Brushes for CSJ-CSJ Multifunction 6.35mm-22.2mm Adjustable Ratchet Wrench/Ra PANYFDD 24 Locks, Removable Metal Umbrella Stand with Drip Tray, Sportster Evolution Hookah Exhaust Header, 14+ XL, Chrome, With
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 YellowMaps Stuart NE NE topo map, 1:24000 Scale, 7.5 X 7.5 Minut KM 3" x 1/4 Medium Grit Unitized Wheel
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 JUN Compatible with 1999-2001 2002 2003 2004 Jeep Grand Cherokee PAOPAOTANG Step Stools Solid Wood Wooden Ladder Multifunction Fo
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 American Shifter 492152 Shifter Kit (6" TH350 E Brake Cable Clam SIRENK 4 in 1 Wireless Charger, and Laptop Charging Stand, Bedsi
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: Rexroth New Aftermarket A10VSO71DFLR/31R-VKA61K08 Hydraulic Pist (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 5 Star Hop
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).