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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 6 inch, plain white bone china chinese soup bowls for dinner ser 7 8 Cartoon Beautiful Indian Owl Animal Fashionable Travel Bag Schoo Switchin With the Whistle Bait JMbuild Laptop Case 15.6 inch Wolf Howling Animal Night Star Com ZANZAN Laundry Basket Woven Storage Basket,Kitchen Storage Bas New Carburetor Rebuild Kit Hondaa 59-62 CA92 C90 Benly Touring 1
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 0.08 ctw Heart Diamond S Initial Letter Pendant Necklace in 10K 13 celicious Privacy 2-Way Portrait Anti-Spy Filter Screen Protecto
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Zury Sis Brazilian Human Hair HD Lace Frontal Wig - HRH-ONLY FRO Gatney Rugs Davidson Area Rug ENV964 Charcoal Rounded Curves 10' Colorful Abstract Ink Paint Graffiti Splash Art Insulated Cooler Ksport BKBM091-831SO 13" 8-Piston ProComp Front Brake Kit LCNING Wig Wigs Brown Curly Lace Front Human Hair Wigs Compatibl Small Animal Cage Hammock, Flower Sugar Glider Hammock, Guinea P Society6 Floral Abstract 22 by Klara Acel on Wall Hanging - Larg Abbot And Costello Funny Ice Cover Waterproof four-piece multifu Triangles American Flag Water Polo Soft/Cozy Sweatpants Mens Act
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 BGSD Men's Noah 2-Button Leather Blazer Lambskin Sport Coat Jack 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Traralgon 2' x 2'11" Area Rug Rear Sprocket compatible with Yamaha XT 200 1982-1983 54 Teeth S GUOCAO Height and Weight Scale Electronic Weight Scale Home Prec Standard Abrasives A/O Flap Wheel 613448, 2" x 1" x 1/4" 120 Gri Ombra Laptop Shoulder Bag Oil Painting Abstract Geometric Portab Permajet Smooth Pearl Photo Paper 280 g 7 x 5 Inch Pack of 100 FHUA Shade Umbrellas 9FT 3-Tiers Solar 24 LED Lighted Patio Umbr ZHXQ Garden Sculpture Creative Angel Statue Ornament Garden Scul John Deere Original Equipment Valve #AXE21789 9'2 x 12'2 Hand Knotted Navy Blue Fine Kashan Oriental Rug with
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Fruit Grape College School Backpack Casual Daypack laptop backpa 4 Pcs 570 Cubic Inches Pecan Barbecue Cooking Chunks Compatible with Chevy Silverado 1500 GMC Sierra 4.8 5.3 V8 Fuel Custom Wallpaper Mural Fantasy Underwater World Aquarium Dolphin OUR DREAMS Round Area Rug Red Grey Black Splicing Color Block Fu Foot-Drop Assembly Poltbaie Sea Turtle Blanket Ultra Soft Fleece Blanket for Bed So Pleasant Experience C'o-ck Rings, Lasting Rooster r-i-ng Electro WEIDMULLER - 7940022564 - Fused Terminal Block 30 AWG 6 mm² 15 A
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 LAD-I High Elastic Thick Soft Sofa Covers,Universal Stretch Wash Modern Embossed Flower Wallpaper Wall Paper 3D Infantil Papier P Mi-T-M ACS-23175-80V Air Compressor, 2-Stage, 80 gal XIAOMINDIAN Selfie Stick Handheld Gimbal Stabilizer Extension Ro 12 Packs Kitchen Cabinet Knobs,Abstract Colorful Flower Animal,P American Shifter 420696 Shifter Kit (4L60E 16" E Brake Trim Kit Happy Camper Men's Jogger Sweatpant with Pockets Cotton Jogger P ZCYY 5 6 Speed Manual Car Gear Shift Knob Lever for BMW 1 3 5 6 Clhhsy Waterproof and Removable 3D Wall Mural Wallpaper Landscap Accuform MDT194CTP PF-Cardstock Safety Tag, Legend"Danger DEFECT
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Kitchen Floor Mats Stain-Proof PVC Home Door Mats Absorbent Carp
1 2 3 4 5 Exit (18" X 24") Yard Sign, Quantity Discounts, Multi-Packs, Inc Hengyouhui Thanksgiving Wall Decals Turkey Wall Stickers Pumpkin Sticky Hook 1 pcs Adhesive Wall-Mount Hanger Hook Saving Space M WZCUICAN Universal Motorcycle PWK34 34mm Carburetor for SUZ,UKI AINIYF Towel Rack Glass Stainless Steel Multifunction Rotatable Tales From The Crypt Laptop Backpack aldult teenager Water Resis Endangered Species Diplodon Fontaineanus Camping Folding Stool O MOMO Tuner Black 350mm (13.78 Inches) Leather Steering Wheel w/B Black Canyon Christmas Cookies Massage Oil, 128 Oz (1 Gallon)
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 SOSOFLY Bone Conduction Bluetooth 5.0 Headset Stereo Wireless Sp Eckler's 1963-1964 Corvette Door Panel Eyelet And Screw Kit 25-2
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 XIAOSAKU Tabletop Fountains Indoor Handmade Resin Tabletop Fount ID TAG-This TAG Lock./YLW
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 Kitchen Fish Tank Decorative Pictures Decoration for Kitchen Ice DSWHM Storage Baskets, Plastic Laundry Hamper Rectangular Christ
Chapter 13 Neural Nets and Deep Learning PDF ProSphere Saint Joseph's University Girls' Performance T-Shirt ( Telescopes Great 8x30 62 Type Portable Professional High Definit
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 Marvel Avengers Endgame Thor Silhouette Poster Hoodie 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 Spiritual World Silver Plated Pooja thali Set 08 Inch for Festiv 7 8 Qingbaotong Wigs Dyed Long Curly Hair Ladies in Europe and Ameri ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with S Pbldb Custom Mural Wallpaper Chinese Style Magnolia Flower and B Gaming Mouse Pads Pink RGB Mouse Pad Sailor Moon Computer Backli Dokotoo Women Solid Turtleneck Balloon Long Sleeve Sweaters Pull
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp 13 Electric Grill Indoor Hot Pot Multifunctional Non-Stick Ourdoor
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 JIAH Ring Unique Punk Gothic Satanic Demon Ram Head Skull Ring M Area Rug Set 2 Pieces Non-Slip Doormat Kitchen Mats, Simple Whit VVBBS Happy Ice Cracking New Chinese Ceramic Lamps Bedroom Bedsi XIAOHUKK 3D self-Adhesive Wallpaper Large Mural Wallpaper Waterf Platinum 3.5x3.5mm Square Peridot .05 CTW Diamond 16" Necklace Jewels Obsession Gold Crucifix Necklace | 14K White Gold Budded Big Filter Replacement Hydraulic Filter Compatible with PUROLATO KAILIYA Kids Vanity Table,Makeup Table and Chair Combination,Mak Antique tray - Art Deco VIntage Design - Rectangular Hand Painte
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Rexroth New Aftermarket A10VO71DFLR/31L-PUC41K02 Hydraulic Pisto 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Battery Replacement for 5B10N01565 Yoga920-13IKBGlass80Y8004JG,Y YANJ Sliding Door Handles Black, Barn Door Pull Handle Hardware GUBO Punch Free Viscose Hook, Bathroom and Bathroom Horizontal H ProSphere University of Richmond Men's Performance T-Shirt (Old Trader Joe's Shade Grown Ground Espresso Blend 100% Arabica Bean Siser Heat Transfer Vinyl for T-Shirts and Apparel HTV Easyweed, NMC ESN34PC, OSHA Sign (Pack of 15 pcs) Beads, Amazing Ocean Jasper Agate Heart Jasper Reiki Stone J DIY 5D Diamond Painting Kit,Full Drill Large Size Waterfall Flow LED Flashlight 10W 1200 Lumens 500m Focusing White Strong Bright
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 CGSignLab 2552982_5mbsw_27x18_None | Inner Circle"Patriotic -Onl BigTrend 14 in 1 Instax Mini 11 Accessories fit to Fujifilm Inst Bathroom Organizer Rack, Wall Mounted Floating Shelves, Display Picture Frame Moulding (Wood) 100ft Bundle - Traditional Silver HYLX Creative Storage, Trash can, Colorful Square Trash can, Hou Pure Body Scrapper Scraping Massage Tool Gua Sha Stone for Perio Smoked Meats (18" X 24") Yard Sign, Quantity Discounts, Multi-Pa Xiayizhan Patio Table Cover, Square/Round Patio Furniture Cover, XQLSRJ Elegant and Luxurious Christmas New Year Decoration Table
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Taper Pin,#7,Pk10 xbwy Natural Scenery Mural Wallpaper Custom 3D Pink Purple Flowe 100Pcs Glossy Green Grip Seal Zip Lock Aluminum Foil Bag Food Gr Genuine OEM Radiator Coolant Hose for Mercedes 2475010382 European Wall Paper Hand Painted Flower Photo Wallpaper Mural Li Eijiro Kirishima College Bag Work Bookbag 17in Laptop Backpack U 2000 Piece Jigsaw Puzzle (Microphone) Jigsaw Puzzles 2000 Pieces Medium Length Wavy Dark Brown Full Synthetic Wig Women's Wigs 27 YeLukk 4PC Garden Decoration,Lovely Bird Statue Decor,Simulation Summer Fan,USB Electric Fan,Rechargeable Mini Mute Student Dormi
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
RUHJICHU Children Socks Socks for Children Knee Length Socks Cot
1 2 3 4 5 Degrees of Comfort Zippered Waterproof Mattress Encasement Queen JJLLFSD 12 Magnification Monocular Telescope Single Tube Cell Ph Car Seat Covers Hand Drawn Painted Seamless Pattern Set of 2 Aut Z-Lite 16 Light Chandelier 737-16MB 3D Grain Pattern 8802 Floor Wallpaper Murals Wall Print Decal AJ Magneti Marelli 1AMFP00129 Fuel Pump Module Assembly Food Trays,Serving Tray Serving Trays Ceramic Platters Breakfa PB Collection Art Deco Style Square Princess Cut Solitaire AAA C Don't Look Back
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 Ambesonne Japanese Pouf Cover with Zipper, Underwater Creature a The Whitey Album
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 ZHM Coir doormats for Outdoor Non Slip Coconut Carpet Doormat Do JINWEIH Eternal Flower 3Pcs/Lot Artificial Berry Mung Bean Foam
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 Lubinr Guitar general accessories M4 M5 M6 M8 M10 T Type Nut Wel AOZLOVEC Dual Monitor Mount, Vertical Monitor Stand for 2 13-27
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: COLORSUM Dining Table Runner and Placemats Black and White Moroc (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 senya Double Layer Inverted Umbrellas Constellation Aquarius Fol
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).