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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 Awareness Stay Brave Burlap Garden House Flags Kit Support Inspi 7 8 6.3 inch Strong Sǔctioň Cǔp Safety Soft Reālistic Ðíl'dɔ Wa American Shifter 406067 Shifter Kit (AOD 10" E Brake Cable Trim CLEECLI Women's Ballroom Dance Shoes Latin Salsa Dancing Shoes A ADHW Bedside Table Modern Bedside Table Nightstand with 2 Storag BINBAOSS Meditation Singing Bowl Set with Cushion and Mallet Sou
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 American Shifter 514648 Shifter Kit (904 16" E Brake Cable Clamp 13 Modern Floral Pastoral Tree 3D Wallpaper Roll Non-Woven Wallpape
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Guizhoujiufu Ultra-Quiet Mini Fan Portable Mini Portable Fan 3 G Captivating Alcohol Ink Painting Laptop Sleeve Bag Durable Compu JohnLite 2926 Replacement by VICI Battery Brand - 2 Pack Woloudy 4pcs Duvet Cover Set Thanksgiving Pumpkin Watercolor Pai Ruiodr Garden Statue Tortoise Statue-Cute Frog Face Tortoise Ani DPIOPTS Car Armrest Box Storage Box Auto Arm Rest Universal Fit ZHJING Storage Shelf White 2-Layer Stylish Kitchen Dressing Rack Mug Irregular Carving Pattern Tea Cup,Ceramic Coffee Mugs for Ho Hahnemuhle Photo Rag, 100 % Rag, Ultra Smooth, White Matte Inkje
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Compatible Drum Unit Replacement for Brother DR-283 DR283CL for 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 IGI Certified Platinum 4-Prong Basket Princess-Cut Diamond Penda 5D Diamond Art Kits Abstract Red Line (100x220cm/40x88in) Large HETHYAN Peony Rose Flower Wall Art Canvas Painting Plants and Fl 4 Piece Shower Curtain Sets Sweet Summer Fresh Polka Dot Lemon R Knurled, Pk5,Thumb Screw, 6-32X1/4 L,2041000260 PUMA Future Cat M2 Ferrari Junior Tennis Shoe (Little Kid/Big Ki DIY 5D Diamond Painting by Numbers Kit for Adults Kids Deep Se Tablecloth for Rectangle Table Christmas Wreath WELCOME Orange P SUSIMOND -Steel Warcraft 3D Metal Puzzle Set, Stainless Manually 14k Yellow Gold 2mm Bead Stations Double Strand Necklace Silicon
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Wood Plaque Wall Hanging Sign for Kitchen Bathroom Abstract Mand Virux ™ by Bell Lifestyle Products | Natural Herbal Supplement f 10kt White Gold Womens Round Diamond Moving Twinkle Solitaire Te Bonyak Jewelry 14kt Yellow Gold 1/4 CTW Diamond Geometric 16" Ne Funny Screaming Cock Pillow Covers Outdoor Throw Pillowcases 20" Threnody To Toki Coasters Wooden Insulation Coasters Set with Holder Hollow-carve Rexroth New Aftermarket A10VO45DR/31L-PKA12N00 Hydraulic Piston KHBNHJ Garden Patio Umbrella Clamp, Umbrella Stand Parasol Holde
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Diamond Art,Ice Fire Wings DIY 5D Diamond Painting Kits for Adul SJYHNB 3D Door Stickers Mural Oil Painting Coconut Tree DIY Vi Rear SEAT: ShearComfort Custom Waterproof Cordura Seat Covers fo DMCMX Date A Live Himekawa Yoshino 75040 Girl Welfare Anime Pill 14kt Yellow Gold Womens Princess Diamond Bridal Wedding Engageme PENGYMY Candlestick Crystal Candle Holder Candlestick Glass Pill Deebior Fuel Pump Assembly Compatible with 13-19 Police Intercep Lyqqqq Umbrella Stand Entrance Metal Umbrella Stand - Modern Squ Breeze Decor Wine Superpower Burlap Garden House Flags Kit Bever American Shifter 414856 Shifter Kit (TH400 12" E Brake Cable Tri
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Stetson American Eagle Screen Print Mens Collection (2XL) 11-076
1 2 3 4 5 Cocktail Glasses Pear Shape Cocktail Glass Juice Agave Red Wine Jammas 200pcs 10mm Round Top Purple Prewired Led Pre-Wired resis MIC37302WU TR, LDO Regulator Pos 1.24V to 5.5V 3A 6-Pin(5+Tab) T MKKM Home Living Room Wall Clock, Bedside Clock-Children's Room Dayna Gokhru Chota | Tribulus Terrestris Seeds | Small Caltrops Car Seat Cover Fit for Infiniti qx56 qx70 qx30 qx80 qx50 q60 Fau Backpack With Usb Charging Headphone Port, Double Zipper Schoo Oarencol Starfish Car Seat Covers Summer Palm Beach Sandy Univer Kane Carpet 12' x 12' Red Broadloom Square Area Throw Rug
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 Valve Train Kit Compatible with Kubota D850 3-cylinder engine ColorRite Suzuki Yay Pearl NEBULAR Black
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Detachable Wall Sticker Skull Halloween Wing Sticker Death Decal Caltric compatible with Red O-Ring Drive Chain and Sprocket Kit
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 Door Awning Canopy, Polycarbonate Door Window Awning with Gray RedlineGoods Leather ebrake Boot+armrest Cover Set Tailor Made f
Chapter 13 Neural Nets and Deep Learning PDF MáŝtÅ­rbáters for Men Dêêp Thrõát Pocket â±£ússy Mén Sléévé Mãs Replacement Parts, Exhaust Muffler Air Fuel Filter for Husqvarna
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 Shabby Chic Appleby Kilim Suzani Handmade Pillow 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 QYXY 10 Set Front Hood For 99-04 Grand Cher-okee Bonnet Gas Lift 7 8 SJYHNB Door Decal Pink cherry blossom Door Stickers Decor Door M Pink Cosmos Tropical - 1000 Jigsaw Puzzles for Adults for Kids Portable Air Conditioner, Rechargeable Evaporative Air Condition QNAP RAM-32GDR4ECK0-RD-2666 zizin Raised Garden Beds for Vegetables Galvanized Steel Planter
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Silicone Radiator Coolant Hose Kit FREE Clamps Replacement For 13 American Shifter 415657 Shifter Kit (12" E Brake Cable Clamp Cle
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Veri SanDisk Ultra 64GB MicroSDXC Works for Videocon A27 by SanF Kadimendium Hand Pressure Pump, Practical Durable Watering Trigg Black Full-Motion Tilt/Swivel/Rotation Wall Mount Bracket for Be Bundle - 9 Items: STI HD10 14" Wheels Black 30" MotoRavage Tires Replacement For Mazda Cx-7 Year 2015 Rear Side Marker Light By T Kitchen Mat Cushioned Comfort Floor Mat Farmhouse Sunflowers Bla Savinelli Churchwarden Smooth 404 Tobacco Pipe LKDF Round Transparent Plastic Tablecloth, Table Protection Cush APC Smart-UPS X 750 LCD (SMX750) Compatible Replacement Battery
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Pfrewn Spring Humming Bird Inverted Umbrella Windproof Anti-UV D 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 "Employees Only -Modern Block" Premium Acrylic Sign Brush Stripe 2 by Simple Luxe on Water Bottle - 12 oz 356 mL - S Scenery House Decor Fish Tank Long Photo of Dramatic Dusk Sunset Mount-It! Triple Monitor Mount with USB and Audio Ports, Height OD4+ 190-540 800-2000nm Laser Protective Goggles Glasses CE Ea 14.3" Laptop Backpack For women,College,School Dayparks,Blue l IPCW LED3-1009C - Chrome LED 3rd Brake Light Botreelife Foldable Ultralight Chair Fishing Camping BBQ Stool F 6-18X3/8 Unslotted Ind Hex Washer Self Tapping Screw Type A Full Passenger Right Direct Inject High Pressure Fuel Pump Compatible
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Neewa Adjustable Sled Pro Harness, Dog Harness Large Breed, Dog Faux Leather Sheets Soft PU Synthetic Leather Fabric 2033cm/Pcs YSYSPUJ Apron Cotton Linen Aprons Flower Aprons Letter Apron for Endangered Species Cyathopoma Picardense Camping Folding Stool O Gem Stone King 0.55 Ct Round Pink Created Sapphire 18K Rose Gold TOUGHPRO Floor Mats Accessories (Front Row Set) Compatible with Mystery Box Electronic,Lucky Boxes Mystery Blind Box,Super Coste Society6 Geometric Pattern in Yellow and Gray by Mel Fischer of YZERTLH Piggy Bank Geometric Three-Dimensional Lucky Cat Piggy B
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Kenda K-917 MTB Karma Folding Bead DTC/L3R Pro Bike Tire, Black, Caltric O-Ring Drive Chain and Sprockets Kit Compatible with Hon Truly Me, Designer Little and Big Girls' Printed Midi and Maxi D Sudden Drop Off Sign, ANSI Caution Sign, 24x30 Inches, 3M EGP Re Pbldb Wallpaper Mural Cedar Wood Landscape Background Wall Home COQUI Garden Shoes Size 4,Cave Shoes Men's New Summer Water Shoe ytbmhhuoupx Car Floor Mats for Renault Duster 2018 PU Leather ma FLYAND Feng Shui Statue Home Decor Feng Shui Statues Wealth Luck OMIDM Laundry Hamper Laundry Hamper Rectangle Solid Wood Storage Opal Wig Remy Human Hair Straight Soft Bob Monotop Womens Petite
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
HUODIANDIY 5D Diamond Painting Full Round Diamond Animal Diamond
1 2 3 4 5 kjhgk Raised Cat Food Bowls Anti Vomiting Tilted Elevated Cat Bo Statues Sculpture Figurines Statuettes,Ceramic Pastoral Resin Cu No Littering – Parking Control Sign (4 Units) Diamond Painting Door Lock,Diamond Art Kits for Adults,Large Dia WXYPP Binoculars Support Low-Light Night Vision High-Definition Parkas Coat Women Winter Jacket Cotton Padded Warm Maxi Puffer L HUANGDA Wireless IP Camera 720P HD Smart WiFi Home Security IRCu Rockport Men's Dustyn Fashion Boot Wide Fat Foot Pegs, Motorcycle Footrests Footpegs Pedals Pad Sta
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 21st Century Boowys Vs Himuro Ambesonne Vintage Portable Fabric Wardrobe, Nostalgic Ornament w
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 JPMSB 7Color Bean Bag Chair Lazy Sofas Cover Chairs Cover with I LQQ Single Hole Home Drawer Knobs Golden Round Small Pulls Solid
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 Area Rug Set 2 Pieces Non-Slip Doormat Kitchen Mats, Snowflake a kbxstart 2M Portable Sun Beach Umbrella,New Black Glue,Anti Ultr
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: Dual Band WiFi Security Camera Black Color Infrared LED for Clea (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 Synthetic Hair Wig Brazilian Curly Human Hair Wig Glueless Headb
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).