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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 NINEXIS Womens Long Sleeve Zip Up Hoodie Top Color Block Basic C 7 8 Alilyol Men Loose Fit Hip Hop Skateboard Baggy Denim Shorts for MYOH Haute Appliance Pull, Split Black and Chrome, 12 inches (30 Operation Dumbo Drop Obitsu 50cm ankle 501 for new (INJ) left and right set Whitey Home of Air National Guard Airman Burlap House Flag Eagle Set Ar
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Beige and Grey 4' x 5' Area Rug,Washable Indoor Outdoor Area Rug 13 Rexroth New Aftermarket A10VSO71DFR/31L-PKC62N00 Hydraulic Pisto
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Double Kids Pushchair, Twin Stroller, Foldable Stroller, 600D Ox Washington Bridge by Nathan Bailey | Woven Tapestry Wall Art Han Replacement For Coast Cutlery V2 Moon Lenser Flashlight Contract ZHHRHC Car Windshield Wiper Blades Car Windscreen Wiper,Fit for Brumlow Mills Basketball Court Sports Theme Area Rug for Teens B Estetica Design (Pcoby) - Synthetic Monofilament Full Wig in R2_ Rustic Modern Home Stainless Steel Bathroom Mirror Dressing Tabl Replacement Parts for Huq 3Pcs Air Filter for Husqvarna 371K 375 TEAYASON Flower Stand Outdoor Flower Stand Solid Wood Balcony Ol
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Carol E3032S.18.86 18/2 Unshielded Plenum Cable, Natural, 500 Ft 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Essentials UNLACQUERED Brass F/S Floor Double Towel Holder Rexroth New Aftermarket A10VSO45DRG/31R-VKA12K52 Hydraulic Pisto Kyubey Backpack lovely , Multi-Function Travel Laptop Backpack, Art Is My Favorite Sport Backpack With Usb Charging Port Black S YTRED Home Decoration Nordic Style Figurine Collectible Handicra KXHWSH Bench Cushion Garden Bench Cushion- 8 cm Thick- Comfortab Cos-Love Helltaker Malina Cosplay Costume Uniform Blazer Vest Sh XZGDEN Wigs Hair Wig Lace Front Wig 613 Blonde Human Hair Wigs P Travel Pattern-Front Driver Car Seat Cover Comfort Car Chair Cov Elephant and Dog Look at The Big Pink Cloud Placemat Leather Tab
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 24"x17" Vivid Sign New No Fake Sht Beer Cute Super Bright Wall D Mouse pad 80x30cm Lock Edge Gaming Mouse Pad Geometric Pattern C YANG1MN Plating Gold Square Ornaments 3 Metal Geometric Set of S Ambesonne Old Lamp Alphabet Portable Fabric Wardrobe, Casino Old Curly Bob Wig Black Short Lace Front Human Hair Wigs for Women B Rekaf Home Accessories Model Figurines Home Decoration Figurine SPRINGHUA Pressure Washer 16.5mm High Pressure Sprayer Nozzle Wa Geox Women's 19.6 Inch Artificial Simulation Simulated Butterfly Daisy Wreath
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 UKLLYY Solar Ground Lights 4Pcs Waterproof Solar Lamp 12LED Sola Meijin Garbage Bag Storage Box Home Kitchen Bathroom Wall Hangin eCarpet Gallery Large Area Rug for Living Room, Bedroom | Hand-K Jewels Obsession Gold Crocodile Necklace | 14K White Gold Crocod 3.1 ct Brilliant Round Cut Robotic Laser Engraved Personalized C L-lysine - 500 MG L-LYSINE - Boost Immune Response (1 Bottle) siqiwl Towel Holder Black Double Rod Bathroom Hardware Pendant D Personalized Vizsla Quilt, Gift for Your Lovers Birthday Gift fo kengbi Easy to Install and Comfortable Sofa Cover Sofa Cover , LKPower AC/DC Adapter Compatible with Getac V110 V110G3 V110G4 S
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
SCDJK [New 2019 FullHD 1080p WiFi Home Security Camera Pan/Tilt/
1 2 3 4 5 HMEILI Up 2"Straight Riser Handlebar Column High Style Round Mou Area Rug Clear Vinyl Plastic Floor Runner Protector, 80/100/120/ Professional Care Knee Brace Neoprene Hinged Wrapround Large - M Jeanoko Female Dog Diaper, Soft and Comfortable, for Small Dogs KEYOOG Fit 2017-2021 Tesla Model 3 Trunk Mat Rear Cargo Liner Fl Accuform, MEXG546VP, 10" x 14" Plastic White on Red Sign:"FDC" Outdoor Folding Table, Small Portable Bamboo Board Desktop Picni Calicomfy Ivory fine Hand Knotted Khotan 8' X11' BD-24865 DIY Beads Large Size Approx6pcs /Strand Natural Grey Ag
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 Macrame Curtain Panel for Doorway Window, Handmade Woven Wall Ha The Foundry Big Tall Supply Co. Mens Short Sleeve Polo Shirt B
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 College Bookbag Business Laptop Backpack Travel Hiking Camping D Panihari neotea Real Ceylon Cinnamon Sticks 5 inch Sticks from 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 Accuform MGNF528XL, 10" x 14" Aluma-Lite Sign:"Safety Never Hurt Car Side Window Sunshades Set of 4 Flighthouse Car Windshield Su
Chapter 13 Neural Nets and Deep Learning PDF LXYL ABS Car Armrest Box Storage Box Console with Mat for VW Tou OKINA, 610TVL AI Dome Security Camera
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 ZLLD Lift Support Struts for Hyundai Elite I20 (GB) 2014-2019 Ca 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 Tchaikovsky Clazunov 7 8 Christmas Wreath for Front Door Christmas Garland Front Door Wre Christmas Tree Skirt 30 inch Whale Red Fish Plush Xmas Christmas Rocelco Dual Monitor Retractable Keyboard Tray Height Adjustable 3 in 1 silicone caulking kit 11 pieces (stainless steel head), c Double Coil Pickup Vintage Alnico 5 Electric Guitar Pickup Neck
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Clhhsy Waterproof and Removable Personalized Customization 3D Mu 13 Standards
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 MLB Toronto Blue Jays High Powered Compact Binoculars Ladies Handbag 2021Women's New Indulgent Leather Bills Shoulder Veri SanDisk Ultra 512GB MicroSDXC Works for Lemon Mobiles Ocean 65 66 67 for Ford Mustang Steering Column Spring Lifelike Didlo Rabbit Six Toys for Women G Spotter Vibrant Thrus Modern Baseball Gift Unique Abstract Animal Room Decor Fox Art P Bassett HPEM-3 Series Solid Carbide High-Performance End Mill, T USB Hand Warmer, Rechargeable Electric Hand Warmer, Portable Han Lysee Washers - M7 M9 M10 M12 M14 M16 M18 aluminum gasket washer
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Rage Cage Fits 2004-2007 Ski-Doo GSX 500SS Sport 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 BKEMD Quiet FanDesk DC Motor Air Circulator FanTurbo Oscillating Women Floral Print Maxi Dresses Bohemian Half Sleeve V Neck Lace The Wizard of Oz Universal Steering Wheel Covers, Car Accessorie Factory Direct Craft Bulk Case of 576 Rustic Birch Star Ornament OFFTEK 8GB Replacement RAM Memory for HP-Compaq Pavilion Noteboo ZYF Wine Rack Whiskey Decanter Set of 2 Whiskey Glasses Unbreaka Galaxy Rose Flower Gifts for Mom, Grandma Gifts, Forever Rose wi SPORT-TEK Youth Colorblock Raglan Jacket F20 American Shifter 411021 Shifter Kit (518 12" E Brake Cable Clamp TouchupXS-for Ford Fiesta PQ Race Red Touch Up Paint 12oz
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Tarde Em Itapoa - Melhor De Vinicius 14k Yellow Gold Oval Links 5.2mm High Polish Open Lobster Claw C DIY 5D Diamond Painting by Numbers Kit for Adults Kids Golden Mznm 3D Photo Wallpaper 3D Celing Wallpaper Murals Abstract Colo Jiahee 100Pcs Zip Lock Aluminum Foil Bag,Green Grip Seal, Fo Leather Loafers with White Piping - Brunella 9003 Turbo CT26 Turbocharger 17201-17050 17201-17030 for Toyota Land TOP+ White 5ft 65W Type-C USB-C AC Adapter Charger for HP Spectr SoocnvsJ T2 Copper Flat Bar Pure Copper Material High Purity Fla
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 5m Retractable Dog Leash Fashion Printed Puppy Auto Traction Rop Rexroth New Aftermarket A10VO45DR/31L-PRC11K40 Hydraulic Piston YUEKDA 3D Duvet Cover 3 Pieces Orange Simple Solid Color Printed Decal Stickers Multiple Sizes DVD's A Outdoor Advertising Printi Ambesonne Modern Shower Curtain, Aquarium Like Water Image with EKDSPW 1pc Welcome Wreath Decor Door Hanging Garland Ornament Si Replacement Part for TV 30pcs/lot LED Backlight Strip for Skywor Sink Faucet Automatic Sensor Faucet Automatic Sensor Touchless B LLADRO THROUGH THE CLOUDS 01006522 Solar Power Buried Stair Light Under Ground Lamp Outdoor Path Wa
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Fly Racing Luxx Solid Helmet Matte Black (Black, X-Small)
1 2 3 4 5 Teri Piggy Bank Creative High Capacity Monkey Piggy Bank Money B SanDisk Ultra 64GB MicroSDXC Verified for LG VN220 by SanFlash ( Wo Bist Du CHXISHOP Men's Titanium Steel Bracelet Retro Bracelet Fashion Pe NC199 Plush Toy Doll Xy Hamster Animal 17cm Cute Children Stuffe Osh Kosh Little Boys Lightweight Hooded Knit Lined Camo Windbrea YQG Oil Vinegar Ceramic Dispenser Bottles, Creative Oil Bottle S Brady 41048, Door Sign, (Pack of 15 pcs) American Shifter 521286 Shifter Kit (727 23" E Brake Cable Clamp
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 Lnrueg Table Selfie Light Remote Control Rotatable LED USB Detac MERCEDES-BENZ 1666264031 GENUINE OEM SENSOR BRACKET
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 3 Lịvẹ Plạnts Ẹạstẹrn Prịckly Pẹạr Cạctus Tu Youmine New Carburetor for Yamaha Timberwolf YFB250 YFB 250 Carb
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 JIAH Ring Unique Punk Gothic Satanic Demon Ram Head Skull Ring M Wallet Blocking Genuine Leather Zip-Around Wallets Purse Travel
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: American Shifter 392288 Shifter Kit (AOD 6" E Brake Cable Clamp (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 1/4 Carat Diamond Stud Earrings in 14K Gold - IGI Certified
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).