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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 SHIJINHAO Rainwater Catcher, Portable Foldable Rain Barrel, Filt 7 8 JVC KD-X370BTS Digital Media Receiver with Sirius XM Tuner and P Tateishi Car Accessories Trailer Wiring 12V 7-13 Pin Trailer Soc Sêx Dôll Rêálǐstǐc Mán sêxdôlls Màlêádult Tôy Rêálǐstǐc Hánd KUANDARM Inflatable Clothing,Halloween Costume Dinosaur Inflatab ZHCHL Wigs Wig Black red Slope Long Hair Curly Wig Ladies Handma
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Dreamframer Art Premium Handmade Prints - Polar Night - Watercol 13 American Shifter 358538 Shifter Kit (4L60E 10" E Brake Cable Cla
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Outunus Rose Sugar Skull Bedding Sheets Set Gothic Skull Rose Be Stand for Y-amaha XJR1300 2004-2019 6MM Motorcycle CNC Stand Scr Stealth Inline Microphone Preamp Booster Erie Tools 50 Pressure Washer 3/8in. Female NPT to M22 Quick Con Teamery Modern Round Area Rug 3.3 Feet Floor Mat Non-Slip Absorb 4 Red/Blue Capped Aluminum Extended Tuner Locking Lug Nuts Wheel Countryman B3W4FF05TAL B3 Omnidirectional Wireless Round Lavalie Compatible with Mercedes W211 E320 Engine Cylinder Head Bolt Set CRTTRC Tablecloth Waterproof and Oil Proof Table Cloth for Kitch
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 L-ELEGANT Throw Blankets Double Faced Plush for Nap,Fluffy Throw 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 1sword Thunder Blast OTH220 6.25" Tactical Pen HIGH Power STUN G ScottDecor Waterfall Decor Collection Fish Tank Background Poste 1pcs 110cm Width Dress Colour Statue Of Liberty Pattern Fabric, Genuine Honda 67910-T0A-A01ZZ Door Hinge DOITOOL Egg Holder, 50pcs 4 Grids Portable Egg Tray Transparent Humble Beginnings: The Scott Engel Sessions Latin Percussion LP375D 3/8-Inch Extra Long Z Rod 1 Pair Verified by SanFlash Ultra SanDisk 64GB Works for LG UN280 Micro Oil Can Olive Oil Vinegar Bottle Dispenser, Ceramics Olive Oil B Giant Knit Blankets Chunky Merino Hand Made Throw Boho Chair Sof
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Breeze Decor Home Sailor House Flag Dowel Set Armed Forces Navy Dalyn Rugs Dover DV5 Rug, 12' Round, Orange Motion Sensor Night Light, LED Nightlight Wall Lights Wireless B UIMXYZD 3D Door Murals Wallpaper Fashion Bookshelf Sticker Water Clara Pucci 1.64 ct Brilliant Round Cut cathedral Solitaire Stun Australia Flag Leather Luggage Tag Steel Engraved Text Auto detailing (red blue) Windless banner Flag pack of 3 With Rugsotic Carpets Hand Knotted Silk 5'x8' Area Rug Floral Blue Be JianMeiHome Picnic Basket Handmade Wicker Picnic Hamper Outdoor
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 ADASHAUI Handmade Glass red Wine Glass White Wine Glass Home Kit Old And Wise Fresh Produce (18" X 24") Yard Sign, Quantity Discounts, Multi-P Date A Live Origami Tobiichi Backpack Anime Printed College Bag 8 MM Lab Created Peridot Solitaire Ring, D-VSSI Moissanite Etern FLY MEN Armrest Box for Chevrolet Aveo Sonic Lova T250 T300 Armr yolnvuet Heating Pad Back Wrap with Adjustable Strap, Contoured CGSignLab 2463136_5mbsw |"Management Only -Modern Block" Premium BAWAQAF Fit for Benz S-Class W221 2010-2012,Rearview Mirror hous Desk Lamps Lamp Play Baseball Wooden Night Light 3D Hollow USB C
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
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1 2 3 4 5 14K Yellow Gold Moon Star Screwback Stud Earrings JJZXC WJBOW Lovely Bunny Rabbit Stuffed Animal, Soft Cuddly, Per Vince Finola vucosfly Mysterious Heroine X Alter - Fate Grand Order Body Pill American Shifter 381547 Shifter Kit (2004R 23" E Brake Cable Tri Bear Village Screen Protector for Huawei Mate 10, Premium 9H Tem DONGSHUAI Cocktail Shakers Set, Cocktail Making Set 11PCS Boston Dell PowerEdge C4130 2 Bay 1U GPU Server, 2X E5-2683 V4 2.1GHz 1 Women's Platform Wedge Comfort Cross Strap Flowers Slide Sandals
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 O'Neal Racing Youth/Kids Element Warhawk Blue/Red Motocross Dirt Women's Retro Block Heel Pumps with Buckle Strap Comfort Suede R
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Laguiole en Aubrac Coffee Spoon, Olive wood handle, K2K99OLI Printer Stand with Storage Printer Stand with Storage Office Cab
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 GDYJP Mens Stretchy Patent Leather, Bodysuit Sleeveless Zipper F Table Cover Protector XXIOJUN Table Pads,Hard Floor Mat Oil-Pr
Chapter 13 Neural Nets and Deep Learning PDF Ycrdtap for Chevrolet Sail 3 Armrest Central Store Content Stora Kingston GO! Plus Works for Panasonic Lumix CM1 512GB MicroSDXC
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 PLIENG Garden Frog Statue Ornament Outdoor Decorations, Zen Yoga 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 Goodman 2 TON 16 SEER Air Conditioner bundle (GSX160241 CAPFA241 7 8 Kingston 512GB Canon PowerShot ELPH 500 HS Silver MicroSDXC Canv Drillco Nitro Series 480N NO 30 X 2 3/4" Black and Gold Oxide HS Chunky Woven Blanket Polyester Fiber Throw Hand Woven Yarn Breat Jazz Ballads Pro-Race (64266) Pro Race Harmonic Balancer
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 ZXDHNS Photo Wallpaper Wall Mural - Christmas Elk W X H/98.4 X 7 13 7201K12ZGE, Miniature Toggle Switch (5 Items)
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 RADIATOR UPPER HOSE For VECTRA B 1.6 1337328 GM 90512483 OFFTEK 8GB Replacement RAM Memory for HP-Compaq Pavilion Noteboo BSDM Sets for Couples - BDSM Set Adjustable Spreader Bar Handcuf MQH Alarm Clock Simplicity Alarm Clock Chargeable Small Digital SPRINGHUA Sun/UV Light Color Changing (Blue to Purple) 3D Printe Coral Paisley Indoor/Outdoor 26 Inch Knife Edge Floor Pouf Multi Customized Name 3D Printed Cap Hat Ancient Egyp Ankh Classic Cap Fsogasilttlv Sofa Cover for Living Room 1 Seater,Stretch Sofa Co NREALY Jacket Womens Fashion Luxury Faux Coat Hooded Autumn Wint
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Marine Corps General Flag (5 ft. x 8 ft.) 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Drillco Series 3000E 1/2" - 20 1 1/2 High Speed Steel Adjustable Timeshow Girl's Kids Toddler Outwear Jacket Hooded Windproof War 3.50 CT Pear Cut Tanzanite and Diamond Half Flower Pendant (AAA AMBER NATURALZ - TUMOXIL - Bumps Be Gone - for Dogz - 1 Ounce Fabric by The Yard - Marine Vinyl Fabric Black Embossed Grain St CHALLENGE BUTTER 16 OZ PACK OF 2 Decal Stickers Multiple Sizes Propane Sold Here Black Industrial American Touch Up | Automotive Touch Up Paint for 1997-2011 Volk Travel Backpack For Women Men Colorful Bird Feather Wing Busines Sterling Silver Small Fancy Script Initial J Charm 16x10-15mm
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Nobara Kugisaki Anime Backpack Unisex Laptop Bookbag Casual Dayp DZGN Large Picnic Blanket Waterproof Backing Picnic Mat, Outdoor Fried Pickles (18" x 24") Yard Sign, Quantity Discounts, Multi-P Puccy Privacy Screen Protector Film, Compatible with Barco Eonis LATICRETE HYDRO BAN LINEAR DRAIN 24" BRUSHED STEEL ZPTECH Drawer Organizers Bra Underwear Storage Bag Waterproof Ny Maroon Gold Personalized Sports Glitter Jersey for Women Air Filter Fits 1984 Honda ATC200X XiaoCha Blue Starfish Planks Fishing Nets 3D Self-Adhesive Wall
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 1/2-2 Carat 14K Rose Gold GIA Certified Asscher Cut Diamond Pend Native American Pride Laptop Backpack With Usb Charging Port 17 July King Car LED Light Guide Brake Lights + Night Driving Light WJSM Motorcycle Accessories 7/8'' 22MM Handlebar Grips Handle Ba Mississippi State Charm - 925 Sterling Silver South River Delta Vintage Flower Wallpaper Mural 3D Wall Paper Rolls Art Wall Deco Anime - The Reef [Japan DVD] ALBSD-1733 GemAbyss Beads Gemstone Genuine Zambian Emerald Faceted Rondelle 1-Light 14 in. Post Lantern White Dimmable eCarpet Gallery Large Area Rug for Living Room, Bedroom | Hand-K
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
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1 2 3 4 5 Extreme Film Iron on Heat Transfer Vinyl - Crafters Pre-Cut 1ft LUCEISS Unique and Magical Metal Windmill,Wind Spinners Catchers Catalina Rug Persian Rug Nain Silk Wool Beige Floral 6x8 Hand- Fluorescent Yellow Shipping Tags, 13 Pt, 6 1/4" x 3 1/8", 8, (Ca Worth SL1058-27/17 Senior League Baseball Bat (27-Inch) 25 Yards Dk Red Vinyl Welt Cord Piping Marine Outdoor Auto Boat Daesar Christmas Livingroom Curtains, Curtain for Bedroom 2 Pane Rexroth New Aftermarket A10VSO71DFLR/31L-PUC42K03 Hydraulic Pist Scooby Doo All-Round Protective Shockproof Laptop Crossbody Mess
Chapter 10 Mining Social-Network Graphs PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
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Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Pekoslaw - Last Name History and Coat of Arms from Poland Print Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp
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 Breakfast Feather Flag Banner Signs for Restaurant, Complete Pol OFFTEK 1GB Replacement RAM Memory for Acer TravelMate 2313NLM (P
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: XQMY Fit for Land Rover Freelander 2 2013-2015 Car Styling Alumi (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 2 layers beige camel Ostrich Feather Fan 30"x 54" with leather t
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).