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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 Bundle - 9 Items: Raceline Podium Bdlk 14" Gy Wheels 30" Roxxzil 7 8 BINGFANG-W Magnifiers HD Magnifier 20 Old Man Reading with LED L Geometric Tablecloth Rectangular Fitting Cover Table, Hand Drawn YANG1MN.Ornaments Black/Brown Iron Spiral Model Bar Shop Restaur Jammas Wholesale 500pcs 1w 3w led Beads Chips Bulb diode RGB/Red 3D Photo Wallpaper Nature View Mural Wall Papers Home Decor Home
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Halloween Witch Costume Girls Tulle Party Dresses Princess Dress 13 OEMUSEDAUTOPARTS1.COM-Owners Manual Book Compatible with 2012 To
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 American Shifter 458820 Shifter Kit (72712" E Brake Cable Clamp Anzy Brake Clutch Lever, Motorcycle Accessories CNC Adjustable F Sling Lifting Chain Lifting Chain Sling 2 Hooks Adjustable for C Replacement For Nissan Altima Year 2008 Parking Light By Technic DAT AUTO PARTS Coolant Recovery Bottle Tank with Cap Replacement Dubai Night Cityscape Office Swivel Chair Mat Natural Rubber Non Cartoon Area Carpet, Naruto Cartoon Graphics Carpet, Home Decora SUPERCHUNK Hawk Ceramic Front and Rear Brake Pads Compatible for 1996-2000
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 0.82ct Round Cut 3 stone love Solitaire Flawless Natural Black O 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Kids Cartoon Beach Towel Vehicles Soft Bath Towel for Boys and G ZAQXSW BBQ Home Charcoal Barbecue Shelf Portable Barbecue Stove Fevas 3 in 1 Piece Air Units Air Filter Air Regulator Air Lubric LICHUXIN 24/26/29 Inch Mountain Bike Front Wheel Ball Hub Alumin 8-9MM Genuine Natural Green Chrysoberyl Cat Eye Beads A Round (S Ocean [Vinyl] Mini Outdoor Camping Folding Chairs,Small Portable Folding Stool Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp BDI120530 Beadings Natural Opal Beads Green Red Crystal Large Re Seal Animal Colorful Painting Men's Quick Dry Beach Board Shorts
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 HTDZDX Herringbone Multi-Purpose Block Towel Rack Diapers Stand SMLZV Boss Chair, Office Chairs Foldable Conference Office Chair Anatolian 14" Kappadokia Heavy Hi-Hat Professional Kingston 512GB for TCL 10 Pro MicroSDXC Card Custom LA Pop Art Men's Word Art Crewneck Sweatshirt - The OM Symbol Ou QLIGHA Handwoven Tapestry Wall Storage Cotton Rope Knitting Shel 14k White Gold SD State Pendant with chain DGLA Certified Round Morganite Ladies Solitaire Stud Earrings, 1 AYTOYY Mumford Sons Pattern Fashion Pu Leather Rivet Shoulder
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Talents Vol 1 RONGYUANDS Akame Ga Kill Warm Soft Novelty Ultra-Soft Micro Flee Boys Black Michael Jackson Military Jacket LIANGANAN Air Siphon Feed Blast Gun Tips Abrasive Sand Blasting Rosec Jewels - 1.91 CT Princess Cut Lab Created Tsavorite Solita American Shifter 470835 Shifter Kit (16" E Brake Cable Clamp Tri CCW Set of 2 Stanchion Retractable Belt Barriers, Low Profile Ba killtec Girls Functional Jacket Lyse GRLS Jckt A Combustible Gas Alarm, Sniffer Gas Detector for Industry Secondary Driven Clutch Spring - Red Fits 2010 Arctic Cat Thunde
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Starry Sky Puppy Car Steering Wheel Cover, Universal Fit 15 Inch
1 2 3 4 5 VGEBY 3Pcs Copper Tape, Multi Function Single Sided Conductive T Avaya Compatible AA1419051-E6 1000BASE-XD SFP Transceiver Nanrui Trade. Danganronpa Costume Naegi Komaru Cosplay Girl JK U PYTRMHI Bench Cushion with Backrests, Waterproof Swing Cushion P Coasters for Drinks, Absorbent Drink Coasters Set Cool Bar Cup C Indi Gold Diamond Jewelry Oval Shape Cubic Zirconia Fancy Part Hercules/Tommy LuxMart Advertising Flag - Durable Polyester 4TH of July Sale 11 Allora Transitional Wood 5 Shelf Bookcase in Antique Oak
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 CGSignLab 2455047_5mbsw_36x24_None Christmas Sale, Ghost Aged Br NMC W261P, OSHA Sign (Pack of 50 pcs)
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Yilong Carpet 8x10ft Large Handmade Silk Oriental Rug Paisley Ha Jason Cases Custom Hard Case with Laser-Cut Foam for Canon C200
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 Tree of Life The Tears and The Laughter Daughter for Mom Throw B 2.42 ct Princess Cut Solitaire with Accent split shank Stunning
Chapter 13 Neural Nets and Deep Learning PDF DOITOOL Stainless Steel Oil Dispenser Dust-Proof Vinegar Bottle Summer with Clip USB Clip Fan,Charging Desktop Fanstroller Small
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 Rexroth New Aftermarket A10VO45DFR1/31L-PSA11K52 Hydraulic Pisto 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 12 Packs Kitchen Cabinet Knobs,Spring Swallow Animal Art,Pulls C 7 8 Doormat Bath Mat Bedroom Mat Carpet Kitchen Rug Cartoon Anime Do Ambesonne Flower Alphabet Portable Fabric Wardrobe, Letter E as Animal Elephant Photo Mural 3D Custom Wall Paper for Living Room Paquete de 5 tapones de silicona para desagüe de suelo, para duc WindyNation 300 Watt (3pcs 100W) 12V Solar Panel Kit w/LCD P30L
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 BRLUCKY Home HomeLiving Wall-Mounted Hairdressing Cabinet 2 Draw 13 Plays Liszt: 40th Anniversary Collection
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Lladro" Heaven's Harvest" Collectible Figurine #06772 Retired Gl Percussion Plus PP643 Tibetan Singing Bowl Computer Webcam, 1080P HD USB Computer External Video Webcam, Bu AURELIOR Cartoon Christmas Tree Handle Pull, Cabinet Handles and Tribal decorative square pillow Karen Hmong fabric ethnic throw ZPTECH Drawer Organizers Durable 5 Cells Plastic Organizer Stora FlexOVit 6" X 1" X 1" Coarse A24 Aluminum Oxide Type 1 Bench Gri exreizst Silver Expandable Spreader Bar and 2 Premium Soft Pad B Super PDR Leather Car Seat Covers, Black Red-3 Car Seat Covers 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 zenggp Handmade Macrame Wall Hanging Handmade Macrame Woven Cott 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Wall of China 72x108 Embroidery Embroidered Full Cutwork Tablecl N209MY Nachi Cylindrical Roller Bearing Bronze Cage Japan 45x85x VXB Brand NK65/35 Needle Roller Bearing 65x78x35 Replacement Brake Pad Set American Shifter 432991 Shifter Kit (C6 23 Swan E Brake Cable Cl ZPTECH Drawer Organizers Simple Storage Box Bag Non-Woven Fabric KAETZRU Laptop Backpacks with USB Black Skull Snake Gunman Weste Stainless Steel 6-Hook Storage Rack Clothe Holder Organizer Flex 1/2"-3/8-16 x 3/4" Coarse Thread Socket Shoulder Screw Nylon Pat INC Mens Black Printed Collared Classic Fit Dress Shirt 2XL Tall
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Halloween Props Electric Voice Activated Ornaments Hanging Skele KTXX 27-inch LED LCD display/3840X2160 Full HD Display/no Glare/ Kids Wallpaper Pink Hot Air Balloon Wallpaper Kids Wall Mural Wa Momyeah Stainless steel straw Extra Wide Straw Reusable Stainles R3491 Christian Cross Case Cover for MacBook Air 13? - A1932, A2 Slatwall Triangle Unit in Cherry - 24 W x 24 D x 54 H Inches A la Carte Roostery Spoonflower Throw Blanket, Green Leaves Teal Branches B NMC D213RB, OSHA Sign (Pack of 25 pcs)
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 HJSHG Kids Sleeping Bag Floral Red Gerbera Creamy Nap Mat with P American Shifter 413076 Shifter Kit (AOD 12" E Brake Cable Clamp 1/2-2 Carat 14K Rose Gold GIA Certified Cushion Cut Diamond Pend Table Skirt Party Wedding Decorations Plastic Chevron Disposable Thanksgiving Dining Table Runner 18x72in, Heat-Proof Holiday Tab Primetac 419 2x1000 BLU Blue Acrylic Carton Sealing Tape, 2.0 mi Custom Modern Wallpaper 3D Ceiling Embossed Pattern Photo Wallpa NBK Japan MJC-80-RD 1 1/8 inch to 30mm Jaw-Type Flexible Couplin Dai 3 Shu 'o'-Sei.Han.Go Mounting Pad, 30 In L X 30 In W X 3 In D
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
YISYIS Ballerina Gift Art Decorative Figurine Yoga Figure Decor
1 2 3 4 5 ZHU-CL LED Corn Light Bulb for Indoor&Outdoor, E14 12W 5730 National 58-115 Columnar Book 10 Columns Divided (5-5) Eye-Ease YJJ Height Adjustable Standing Desk Converter 31.5 Inch Stand Up IYJOPE Air Fryer Smart Home Large-Capacity Automatic Frying pan Genuine Hyundai 89160-4J121-AD2 Cushion Trim Assembly, Rear, Lef 370 PCS Antique Silver Plated Jewelry Making Charms Supplies Cra BMKTR Xo-kq Leather Riding Crops Whip Costumes Leather Role Play Black Shower Extension Tube Bar Stainless Steel Bathroom Shower University of Virginia's College at Wise Men's Performance T-Shi
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 FUNSUEI 40 Pack Height 10.6 Inches Metal Plant Labels, Weatherpr 3, 5 Number 25-70cm (10-27.5 inches) Detachable Zipper, with Ope
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Heart Chakra Meditation The Owner of This Mug Is the Best Father In Law - Funny Unique S
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 HC Lighting - LED Plug and Play Fluorescent Replacement Ballast Wall Stickers Modern Street Dance Hip Hop Stickers Boy Room Nurs
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: Cute Panda Bamboo Green Print Placemat Leather Table Mats Set of (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 MZXUN Rocking Chair Rocker Retro Design Relax Chair (Color : Bla
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).