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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 Corolado Spare Parts, Ey28 Connecting Rod for Robin Ey28D/B/C Wi 7 8 Approved Performance F18027-FRP Front and Rear Drilled and Slott 8 Firearms Rules to Live by Sign, 24x30 Inches, 3M EGP Reflectiv SANJIANG Bathroom Tower Shelf,Bathroom Space Saver,Over The Wash 120W AC/DC Adapter Compatible with Acer Aspire 8942G-724G64Bn Po HSHKONG 0-300mm Digital Angle Finder Meter 0-360 Degree Stainles
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 SignMission Designer Series Sign - Reserved Parking for New Fath 13 American Shifter 496510 Shifter Kit (4L60 8" E Brake Cable Trim
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Ssskl Triangular Shade Sail Terrace Garden Fixed Set Waterproof InterestPrint Men's Full Zip Hooded Pullover Sweatshirt Tiger He gray black Tahitian pearl solid 14k gold wave necklace pendant Men's Short Sleeve T-Shirt Summer Top Wicking Tees Exercise Fitn Carnitas Windless Flag (Mount and Poles are Not Included) (20) RENJIANFENG Funny Cartoon Anti-Skid Bath Mat, Absorbent Diatomac HMCUIQI Patio Furniture Cover Waterproof Extra Large 49x49x28in, BUMAT Elite PC (Polycarbonate) Filled 3D Printer Filament, 1.75m Pbldb 3D Grassland Animals Wallpaper Decal Dercor Home Kids Nurs
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Guitar Parts Prewired Mint Green ST Guitar Pickguard Assembly wi 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 ZOMOY Long Floor Mat Carpet,Cartoon vhead and Shoulders of a Evi EB-LINK 1 Pair GLC-BX-U40 GLC-BX-D40 1.25G 1310/1550nm 40KM BIDI Black Full-Motion Tilt/Swivel Wall Mount Bracket for NEC V323-2 Corolado Spare Parts, Exhaust Muffler for Husqvarna 235 240 235E Live Coastal Art Wall Decor Sanibel Island Florida Art Print 11x17 In Pnloog-Timing Pulley 10 Meters Polyurethane Timing Belt Width 15 Body Glove Women's Smoothies Tie Side Mia Mid Coverage Bikini Bo 9.5mm Flat Milgrain Sterling Silver Wedding Band Ring LXING Garden Decorations Outdoor Garden Statue, Wrought Iron Ret
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Black Adjustable Tilt/Tilting Wall Mount Bracket for NEC X554UN CRYSULLY Men's Winter Casual Thicken Multi-Pocket Outwear Jacket Pierced Cross Crucifix Disc Charm Pendant Chain Necklace Adjusta Infant Baby Boys Clothes Set Halloween Clothes My First Hallowee NCAA Texas Longhorns Beverage Tub Shaving Soap Cream Bowl, Barber Tool Shaving Soap Bowl, Wooden SUS304 Stainless Steel Hand Polishing Mirror Polished Finished B Rear Trunk Mat Cargo Tray Floor Carpet Fit for fit for VW/fit fo Z-Color Hand Made Wicker Basket Wicker Camping Picnic Basket Sho
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Rexroth New Aftermarket A10VSO45DFR/31L-PPA11K68 Hydraulic Pisto QWERTYUKJ Chunky Knit Blanket Hand Made Merino Wool Throw Super Cat Pattern Knobs for Kitchen Cabinets 1.37'' Drawer Pulls Handl YF Solar Fountain Pump, LED Circle Garden Solar Water Pump Solar 1/2" Striped Regulation Fiberglass FLAGSTICKS HMV Sessions 1930-34 Vol 1 Cute Panda Animal Vinyl Wall Sticker Adhesive for Home Decoratio ANYHAN Women's Satchel Tote Handbags - Saffiano PU Leather Top H Night-Lights Lighting And Decoration Tyrannosaurus Shape Creativ Mitrilifi 3D Printed Cartoon Anime School Bags, Kids School Ba
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Custom Flooring Wonderland Waterfalls 3D Floor Three - Dimension
1 2 3 4 5 JYMBK 2-Shelf Beauty Salon Tool Car|Stainless Steel Treatment Tr TZSMYSJ TZSZWJ Bathroom Shelf, Suction Cup Wall Hanging Punch-Fr Leonard T Fenluoqi Baby Toddler First Pillow, Cat Belly Mini Soft Baby Nec IDOWMAT 3 Piece Comforter Cover Set Queen, Merry Christmas Truck Brown Diamond Floral Cluster Pendant (0.235 cttw Coffee Diamond) MKOIJN Floating Shelves,Decorative Shelf Storage Wooden,Black Me Wig Wigs Black Roots Blonde End Human Hair 13×6 Lace Front Wigs Doormats, Durable Sand Scraping and Dust Removal Foot Pad Easy t
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 YiCan Wigs Wig Black Blue Pink Straight Hair Long Hair Wig Femal Blue Ocean Big and Tall Solid Color Cardigan Sweater Vest
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 SLV 1/4 Ct Round Cut D/VVS1 Diamond Accent Flamingo Pendant For American Shifter 386864 Shifter Kit (TH400 23 Swan E Brake Trim
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 Love Nature Sweet Home Stores Collection Custom Fantasy Forest I SPNEC Plastic spice bottle Spice Rack, Condiment Jar, Durable Tr
Chapter 13 Neural Nets and Deep Learning PDF Underground Metal Pinpointing Hunter Gold Seeker High Accuracy A New Package of 150 (pcs) 1/2"-13 x 2-1/4" Carriage Bolts Grade 5
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 Society6 Happy Sushi by Heather Dutton on Water Bottle - 12 oz 3 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 Rexroth New Aftermarket A10VSO45DFR/31R-VSC61K40 Hydraulic Pisto 7 8 Furniking Bookshelf Boards 4 pcs High Gloss Gray 23.6"x3.9"x0.6" lilili Car Left Right Door Side Wing Mirror Glass Fit for Merced Garage-Pro Tail Light for CADILLAC CTS 08-13/CTS-V 09-14 LH Asse Volvik Power Soft Explosive Ball Speed Golf Balls 3 Dozen Bundle CGSignLab 2453572_5absw_18x12_None Now Leasing -Victorian Gothic
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Eurasia Handmade White Resin Idol Figurine Sculpture Of Buddha 1 13 SFGH Leather Photo Album, Film-Covered Self-Adhesive Family Phot
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Rexroth New Aftermarket A10VO45DRG/31L-VWA11K40 Hydraulic Piston for Organization and Display Multiuse as a Nightstand or Bedside magFlags XXXL Flag Scotland | Landscape Flag | 6m² | 64sqft | 20 American Shifter 371244 Shifter Kit (AOD 16" E Brake Cable Clevi Jutdopt Wolf Mother's Love Leather Ladys Shoulder Crossbody Bag 14-1 1/2 x 1 x .035 x 14N Band Saw Blade M42 Bi-metal 1 Pcs Jewels Obsession Gold Halibut Necklace | 14K White Gold Halibut Black Adjustable Tilt/Tilting Wall Mount Bracket for Panasonic T 78 LED CORDLESS LIGHT
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 ZHANGCHUNLSD Shower-aids Chair Shower Stool Shower Table Multi-F 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 AIKENING Steering Wheel Cover for Boys Purebred White Arabian Ho SSCYHT Heated Neck Support Electric Heated Neck Pad Time Can Be HJSHG Kids Sleeping Bag Fresh Vegetables Fruits Pattern Flat Lay Dr Stone Senku Ishigami Anime Wooden Puzzles High Difficulty Dec Photo Wallpaper 3D Dancing Horse Hotel Bedroom Living Room Paint Painted Elephants Camping Stool Portable Folding Stool with Carr Ybrktl15-! Men's White Bikes Athletic Sweatpants, Casual Sport P DWP781470 : FILTER - AIR ProSphere University of Central Missouri Men's Performance T-Shi HWHCZ Handheld Vacuum Cleaner Compatible with Car Vacuum Cleaner
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 OneHoney Mid Century Modern Geometry 3 Pieces Bath Rugs and Mats Anderson - Anatomy of Treason ( Anderson - Anatomie des Verrats Kimisoy Kids Hoodie Mermaid Blue Ocean Comfy Hooded Sweatshirt L Wwenli Electric Fan, Creative Simplicity Summer Fan,USB Small Fa Ne'Qwa Art Merry Christmas Snow Family Ornament Angela Anderson 3D Cartoon Castle Wall Stickers Removable DIY Wall Decals for Fa LA Pop Art Men's Word Art Crewneck Sweatshirt - BITE ME Endangered Species Lates Angustifrons Camping Folding Stool Oxfo Pbldb 3D Snowing City Scenery Wallpaper Decal Dercor Home Kids N
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Corolado Spare Parts, Carburetor Carb Air Fuel Filter Line for H Mrs. Wages Guacamole Seasoning Mix, 0.8 Ounce (Pack of 12) ProSphere Alpha Sigma Phi Men's Performance T-Shirt (Digital) 2E American Shifter 514057 Shifter Kit (PG 12" E Brake CHR Push But Patio Gazebo, Outdoor Instant Canopy with Mosquito Netting and S Premium WIsh Outlet Outdoor Umbrella Table Screen Outdoors Patio CAOXN Smart Transition Photochromic Reading Glasses, Progressive GNY PWM 100A 60A 50A 40A 30A MPPT Solar Charge Controller Solar Gwewei4df Womens Plus Size Short Sleeve Casual Loose Shirts Blou XCYYBB Sunblock Shade Cloth Shade Fence net Garden Sun Shade Clo
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Shahbanu Rugs Wool Silk Persian Knot with Abstract Design Dens
1 2 3 4 5 ProSphere Florida International University Men's Performance T-S HDGZ Chunky Knit Blanket Chunky Knit Blanket Handmade by Soft Kn Metal Umbrella Stand, Round Umbrella Holder Rack T Umbrella Stan LOVEKUSH LKBEADS Smoky Quartz Heishi Beads, Smooth Tyre Beads, N LIUZH Lightweight and Durable Recliner Adjustable Sun Lounger Ze Replacement Part for TV 12PCCS/set LED Backlight Strip 6916L-125 ORSIR Rechargeable Tactical Flashlight, High Power Adjustable LE Cedarberg Industries 8450-22 Delrin 1/2" Dark Gray Hose, 50' Sec Authorized Personnel Only Sign, Restricted Area Sign, Do Not Ent
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 3M DBI-SALA Lad-Saf 5000400 Mobile Rope Grab Kit, Rope Grab, 3' 1.14ct Round Cut Pave Solitaire with Accent VVS1 Ideal Designer
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Verified by SanFlash Ultra SanDisk 64GB Works for Alcatel Avalon Rtint Window Tint Kit Compatible with Buick Century 1997-2005 -
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 Clhhsy Waterproof and Removable Natural Scenery Wallpaper Forest Creepypasta Travel Laptop Backpack, Business Slim Durable Laptop
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: Lajro Poncho Towel Girls Happy Mothers Day Greeting Card Poncho (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 HUE Women's Fashion Sleepwear Pajama Tops
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).