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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 INTERESTPRINT Seamless Cats Buiierflies. Kitten Hunts On A But 7 8 3D Printed Blanket Beach Landscape Kids Soft and Warm Christmas Personalized Taekwondo Green Flower Quilt, Gift for Your Lovers (Front+Rear Kit)(Heavy Tough-Series) 4 Cross-Drilled Disc Brake Sun Loungers Cushions Zero Gravity Chairs Cushion Leaves Backgro 3D Goldfish Pond 7614 Floor Wallpaper Murals Wall Print Decal AJ
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 GUARD DOG SECURITY Quick Action Pepper Spray Keychain - Maximum 13 Hand Drawn Sketch Leather Table Mats Set of 6 Washable Non-Slip
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Pulsafeeder L3100HS7-FPP Classy 12” Charger Plate For Formal Dinners | Metallic Underplat JBTT Ergonomic Office Chair with Adjustable Armrest High-Back Ex Replacement For Mini Cooper Year 2006 Front Side Marker Light By Linsoul KZ ZS10 Pro 4BA+1DD 5 Driver in-Ear HiFi Metal Earphones My-Hero-Academia Himiko-Toga Backpack School Bags Insulated Cold FSHDWC Piggy Banks for Adults Cat Piggy Bank Resin Coin Bank Lar GFYSHIP 2pcs/lot LMH10LUU 10mm Long Type Flange Linear Bearing C Meipa Time for 32F Brush Cutter Hedge Trimmer Ignition Coil Modu
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 LZL Saving jar Pig Piggy Bank Coin Holder Cute Pig for Storing M 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Wonder (Region A Blu-ray) (Hong Kong Version / Chinese subtitled 48-Pack 6x8 Red Velvet Gift Bags with Drawstring - (Gold Swirls, ERA Paints Automotive Touch Up Spray Paint Kit for Nissan Rogue Drum Stick Professional For Replace Drum Parts For Different Per HP DL380 G9 4-Bay 3.5 Server - 2X Intel Xeon E5-2695 V3 14-Core Front and Rear Ceramic Brake Pad Set Sensors kit Compatible wi SISHUINIANHUA Grinder 1000G Grinding Mill Coffee Grinders Electr Panasonic HC-X900M (High Definition) 0.5X Wide Angle Lens with M My Mochi Ripe Strawberry Ice Cream, 9.1 Ounce -- 12 per case. SJMMYD Briar Pipe Long Handle Reading Bucket Wood Smoking Tobacc
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Minus33 Merino Wool 7112 Chugach Men’s Expedition Zip-Off 3/4 Bo ERA Paints Automotive Touch Up Spray Paint Kit for Volvo C30 200 Nightcliff 8' x 10' Area Rug XKun fruit basket removable double fruit cradle (Color: Silver) Veri SanDisk Ultra 512GB MicroSDXC Works for LG D405 by SanFlash Brock Replacement Passenger Manual Side Door Mirror Compatible w SignMission Designer Series Sign - Please Keep Garage Closed Man Accuform MFSD910XT, 10" x 14" Dura-Plastic Safety Sign:"Safety S simplehuman 6 litre round step can white plastic + code B 90 pac
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 UNPRETTY (M J COLE) RONGS Us Special Forces Insignia Unisex Women's Womens Funny Hoo eCarpet Gallery Large Area Rug for Living Room, Bedroom | Hand-K Live On Letterman: Music From The Late Show Apex Women's Petals-Evelyn-Dark Brown Loafer Flat, 8 zsst Laptop Sleeve Case Cover Bag Galaxy Indian Mandala Aqua Pea ProSphere Alpha Chi Rho Men's Performance T-Shirt (Camo) B7A55 ( Xiao Wu Hibike Euphonium Katou Kousaka Kawashima Kitauji School YellowMaps Newburyport MA topo map, 1:25000 Scale, 7.5 X 15 Minu Secondary Driven Clutch Spring - Black/Orange Fits 2015 Polaris
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Pbldb 3D Bubbles and Flowers Wallpaper Decal Dercor Home Kids Nu
1 2 3 4 5 Flammable Floor Decals Storage Area Red Black Anti-Slip Round Sh Garden Statue,Creative Resin Statue Simulation Lovely Animal Pla shanxihuangfu Swimming Cap ,Swimming PU Pool Cap Hats for Teen Poppy Flower Leather Placemats, Set of 6, Waterproof, Heat Resis Handmade Chunky Knit Vegan Chenille Throw Blanket, Green/Ivory w GXFCQKDSZX Electric Bottle Opener Wine Corkscrew Cordless Corksc jiehuism Danganronpa Sonia Nevermind Cosplay Dress Costume Hallo NYDZ Garden Ornaments Windmill Solar Lighthouse Craft Model Scul Erie Tools 100 3/8in. FPT Female Brass Socket Quick Connect Coup
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 Auto Front Seat Covers Set of 2, Universal Car Seat Covers Fit M HEMOTON Kitchen Sink Draining Rack Iron Metal Dish Drainer Baske
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Dolce Gabbana Light Blue for Women Eau De Toilette 100 ml/3.4 CRTTRC Modern Decorative Table Cloth Rectangle Romantic red Tabl
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 Blockfloetensonaten Des Barock ALALAL Cute Cartoon Zombies Colorful Plates Ceramic China Cerami
Chapter 13 Neural Nets and Deep Learning PDF CGSignLab |"No Trespassing -Modern Gradient" Wind-Resistant Outd CGSignLab 2471170_bnro |"Seasonal Sale -Victorian Frame" Heavy-D
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 Thread Forming Screws 10-24 X 3/8 (Pack of 8000) 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 QWIHJ Steering Wheel Cover, Leather Steering Wheel Cover,Fit for 7 8 F A Dumont 14kt Gold Our Lady of Guadalupe/Martin de Porres MEDA Handheld Vacuums Cordless,120W 4000Pa Powerful USB Rechargeable aihanbaihuodian Wigs Front Lace Chemical Fiber Wig European Beau Good Night Sign Anti Theft Laptop Backpack Travel Backpacks Book American Shifter 447307 Shifter Kit (FMX 8" E Brake Cable Trim K
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Open Trail OE 2.0 Axle Front Compatible With Polaris Sportsman 8 13 CUIS Bluetooth Wireless Headphones HiFi Bone Conduction Earphone
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Charm - Sterling Silver - Jewelry - Pendant - Glitter Enamel Han GRTBNH Wall-Mounted Plastic Dirty Laundry Hamper, Household Coll SUOER Fan Picnic Basket Practical Rural Style Basket Decoration 1.76 CT Oval Shaped Blue Sapphire Lab Created Diamond Halo Ring, Learn to Crochet Amigurumi: With Instructor Michele Wilcox DIY 5D Diamond Painting Complete Tool kit, Modern Beauty Crystal RTMXkk Large Bean Bag Cover, Beanbag Chair Sofa Couch Cover, Re Luxendarc Dai Kikou OFFTEK 32GB Replacement RAM Memory for Cisco UCS B260 M4 (v4) (D
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Adisaer Necklace for Girl Valentine's Day Gifts for Her Ladies 1 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 1.75 CT Art Deco Engagement Ring for Women with Solitaire London Metal Detector, MD-5021 Multifunctional Underground Metal Detect Society6 Heart Love Valentines Day Gifts Hearts with Faces Cute Soul Lounge Front Loaded Shock Strut Spring LH Left Driver Side Compatible FHK Towel Rail Bathroom Towel Rail Toilet Hanging Rail Toilet To Manuka Ginger (20 lozenges Bee Propolis Wedderspoon Brand: Wedde Chloe Lighting Izzy Tiffany-Glass Victorian Window Panel 18X25.5 RBVC Diamond Painting Kits for Adults Naruto Picture DIY 5D Diam Zunvdioze Carpet Non-Slip Area Rugs Bedroom Camping Soft Carpets
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Digital WATCHDOG DWC-PVF5M1TIRC6 5MP Fisheye Dome IP Network Cam BatteryGuy BG-121000NB Replacement for The trolling Motor Riptid Thermaltake Core P3 ATX Tempered Glass Gaming Computer Case Chas CHENSQ Laptop Backpack, Anti-Theft Business Travel Work Computer LWSJP Table Cover Rectangular PVC Tablecloth Waterproof Oil-Proo Сharm - Women Silver Metal Chain Narrow Strap Belt Hip Waist Ba Murray 7014604YP Lawn Mower Wheel Genuine Original Equipment Man Cute Pink Girly Skulls Microfibre Pool Beach Travel Towels Quick Jammas 10pcs CREE XML XM-L T6 10W Cool White High Power LED Emit
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 At Long Last [12" VINYL] Generac 311796GS Pressure Washer Spray Nozzle Set Genuine Origin Amazmic Sun Shade Sail Rectangle 10'x13' UV Block Waterproof Can TYUIOYHZX Bird Feeder Metal Bird Feeder Outdoor Balcony Outdoor HARD EDGE DESIGN Unisex Scottish Clan Crest Badge Rattray Sweats SQUARE D BY SCHNEIDER ELECTRIC TM171VEVD4 Expansion Valve Driver CAVIX Portable Camera Phone Travel Tripod Stand Lightweight 1.9l Oregon 163SLBA074 .063" Gauge .325" Pitch 16" Pro-Lite Bar HJUIK Chess Game Set Plastic Chess Set Game, Game of Internation 8-36 x 3/8 Phillips Pan Machine Screw 18-8 SS (100)
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Princess Cut 4.20 Carat Solitaire Certified Black Spinel Pendant
1 2 3 4 5 Synvy Privacy Screen Protector, Compatible with I-O DATA Monitor BUQDA Car Hand-Stitched Suede Handsewing Steering Wheel Cover,fo Jendco - Safety Sign: First Aid Station 14" x 20" - SHMFSD410VA1 Garden Market Umbrella patio shade, 10Ft Market Umbrella,pool um New Mitsubishi Grand Bassara Iron 50 Lite Flex Graphite Shaft (C Funny Cute Hare Laptop Bag for Women,Fashion Folding Lightweight Happyyami 1 Pair Aluminium Alloy Drumsticks Metal Snare Drum Sti 5D DIY Large Diamond Painting Kits Full Drill,Diamond Art Painti Imeya Honey Blonde Wig 13X6 Glueless Brazilian Virgin Human Hair
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 (New Part) Genuine Compatible with Husqvarna 532401994 Zone Cont 1/2-2 Carat 14K Yellow Gold GIA Certified Marquise Cut Diamond P
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Hewen Oil Filters Accessories Air Filters for FJ-09 15-16 Moto UOBEKETO Portable Underground Metal Detector for Kids and Adults
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 Rear Brake Pad Set and Wear Sensor Genuine Kit For BMW F01 F02 7 SHENYF Wigs Wigs HD Lace Frontal Wig 13X6 Lace Front Human Hair
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: Armrest Box for Peugeot 307 Automotive Accessories Storage Leath (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 12V 10AH Compatible Battery for APC BackUPS ES VA, BE500C - 5 Pa
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).