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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 LJSJT 3-Step Stool Ladder Portable Kitchen Stool Non-Slip feet W 7 8 Taidacent 6 Wires12 Wires 2A 5A 10A 15A 20A 30A Slip Ring Collec ECSWP Desktop Storage Basket Sundries Storage Box Small Cute Tab Set Screws Square Head - Alloy Steel - Case Hardened 3/8"-16 x 4 Rexroth New Aftermarket A10VO45DFR1/31L-PSA61K68 Hydraulic Pisto IstanbulArtWorkshop 10'' Handmade Decorative Ceramic Plate For W
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Power Sport Plain Replacement Brake Rotors and Ceramic Brake Pad 13 Dual Ring Prostate Vibrátor Portable Electric Massger for Men
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Z.L.Q Wall Clock Brown Wall Clock Mute Clock Creative Modern Wal Replacement For Toyota Venza Year 2006 Rear Side Marker Light By SPNEC Autumn Floral Printed Clothes Male Casual Long Sleeve Flow TOPS 1253 Time Card for Acroprint and Lathem, Weekly, 3 1/2 x 10 3 CT Engagement Rings for Women with Lab Created Morganite and M Campania International A-317-AS Petey Statue, Alpine Stone Finis Anime Itachi Shower Curtain Set for Bathroom Decor Machine Washa DC Shoes Men's Skateboarding Shoes ZHFEN Motorcycle Wave Fairing Air Deflector Clear 9" Windshield
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 HHCS, 1-8x2, Steel, Gr 5, ZP, PK5 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 KSTYLE 9.45 Inches White Porcelain Decorative Cake Stand-Cupcake HAiHALA White Swan Garden Statues and Figurines, Garden Art Outd Kingston 512GB Samsung Galaxy A71 MicroSDXC Canvas Select Plus C Dual Ring an-al Vibrator 9 Modes Vibration Prostate Stimulator W USB Rechargeable Wireless Remote Prostata Massaging Device Man A Personalized Dachshund Hippie Quilt, Gift for Your Lovers Birthd COUYY Rechargable Battery Pack 3.2V Grade A Lithium Iron Phospha ProSphere Armstrong State University Men's Performance T-Shirt ( GemAbyss Beads Gemstone 1 Strand Natural Neon Blue Apatite Beads SSMDYLYM Silicone Night Light, Creative Energy Saving Atmosphere
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Queener Home Duvet Cover Set Lemon Summer Fruit, Bedding 3 Piece HACOOL 925 Sterling Silver Personalized Ear Climbers Stud Earrin TANKKWEQ Modern Meter Box Decorative Painting Mural Distribution Faïencerie d’Art de Malicorne Wall Plate - Hot Air Balloon/Frenc Tarity Distressed Textured Soft Sided Pet Carrier Airline Approv HP DL380 G9 4-Bay 3.5 Server - 2X Intel Xeon E5-2680 V3 12-Core Parking Turn Signal Corner Light Passenger Right RH for 07-11 To Lunarable Scuba Portable Fabric Wardrobe, Underwater Coral Reef Black Long Thin Spike Billet Windscreen Fairing Bolts for 15-up
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Kodiak Cutting Tools KCT156748 USA Made Solid Carbide Threadmill XQKXHZ Sun Shade Sail Triangle Waterproof Outdoor Garden Patio P Viberate for Women with Wearable Remote Control Vibrabrators Cou Drawer Dresser Knob Handles 10pcs 30mm Diamond Shape Design Crys Plus Velvet Thick Solid Color Yellow Hooded Boys and Children's Diamond Painting Kits Large 5D Diamond Art Full Kits Crystal Rhi Hello Gorgeous Bedding Comforter Set Winter Cardinal Birds Micro SignMission Designer Series Sign - Reserved for Resident Ministe The River in Reverse Hawk HPS Front and Rear Brake Pads Compatible for 2004-2006 BMW
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
JNMCQ Women's Athletic Skirts Women Sexy Formal Prom Dress in Pa
1 2 3 4 5 Rexroth New Aftermarket A10VSO71DR/31R-VSC92K01 Hydraulic Piston Goldenoldiesclocks WEKENBORG Beer and Ale Cerveza Lighted Wall S SUOFEILAIMU-PHONE CASE Metal R4mm 2 Flutes HRC55 Ballnose End Mi Portable Manual Capsule Coffee Maker Hand Press Coffee Machine S Kucaruce Fuel Pump Compatible with 2004 Regal GS Sedan 2004-2005 Scotts Company 29206 +2 5M Super Winter Guard FAT SHEEP Pmxxy Elastic Sofa Cover All-Inclusive Couch Cover for Bumper Cover Front Compatible with Lincoln Navigator 2003-2004 Chillin' With My Gnomies, Gnome Coffee Cup, Gardening Coffee Cup
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 Khyijlo Scratch Travel Map of The World Car Seat Cover, Seat Pro GQFGYYL-QD Portable Camping Stool, Folding Ultralight Fishing Ch
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Drillco Series 2950 1/4" - 18 High Speed Steel Pipe Tap (3 Units Mix Pouch Guacamole Spicy (Pack of 8)
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 ZeDanKelvy Rear Semi-Metallic Brake Shoes Compatible with Eighty Eric Clapton Travel Laptop Backpack, Business Slim Durable Lapto
Chapter 13 Neural Nets and Deep Learning PDF School Backpack,School Bag Student Stylish Laptop Book Bag Rucks 2014 Topps Five Star #FSA-JF Jose Fernandez Certified Autograph
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 American Shifter 354749 Shifter Kit (PG 8" E Brake Cable Clamp C 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 Clhhsy Waterproof and Removable Custom 3D Photo Wallpaper Blue S 7 8 Vermilion Grey Black White Coffee Table Rug Red Mandala Round Be FANGLMY Artificial Flowers 1 Bouquet of Silk Peonies, Home Decor Canadian American Flag Blanket Flannel Super Soft Picnic Bedroom NusGear Dining Chairs 6 pcs Brown Faux Leather -982 6 Pack Leather Drawer Handles-Includes 4 Colours of Screws Per L
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 DUOWEI Crystal Glass Small Candle Holder, Romantic Candlelight D 13 DDSYJ 3D Wall Stickers Baby Funny Wall Decal Kids Smashed 3D Sti
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Amsterdam Netherlands Car Steering Wheel Cover, Universal Fit 15 Veri SanDisk Ultra 64GB MicroSDXC Works for Samsung Convoy 4 by Dreamlands HP DL380 G9 8-Bay 2.5 Server - 2X Intel Xeon E5-2680 V3 12-Core Columbia Sportswear Women's Plus-Size Saturday Trail Skirt Diamond Flower Pendant 14K Yellow Gold 1.00 CT Diamonds Red Label Abrasives 3 X 132 Inch 180 Grit Flexible Aluminum Oxid JYDQM Velvet Storage Box Nordic Style Desktop Cosmetics Storage American Shifter 515154 Shifter Kit (518 16" E Brake Cable Trim
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Drillco Series 3360E 16 mm - 2 mm Carbon Hexagon Rethreading Die 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 GZSBM Collectible Figurine Statue Cat Animal Resin Ornaments Mod KM #2 Combo Drill Countersink Tool (5/64") Farewell [Region 4] Veri SanDisk Ultra 64GB MicroSDXC Works for Samsung Galaxy Fame Jewels Obsession Gold Mother Mary Necklace | 14K White Gold Moth Shameless - Series 5 [DVD] Cozy Plush Doormats 18x30in Absorbent Cushioned Kitchen Mat Area Customized Name 3D Printed Cap Hat Never Underestimate an Old Ma BLACK KNIGHT RUGS Modern Luxury Hand Knotted Wool Area Rug Blue- Insulated Lunch Bag for Women/Men World Map Animal Leakproof Reu
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Accuform, MEXT101XL, 14" x 10" Aluma-Lite Sign:"Fire Regulations RSVPhandcrafted Transformer Toys Movie 5 Decepticons Mohawk Acti Diamond Painting Kits for Adults Kids City Building Full Round D Sexy Slim Ripped Jeans for Women Hollow Out High Waist Flare Pan TeakStation 8 Seater Grade-A Teak Wood 9 Pc Dining Set: 94" Doub Mighty Max Battery 12V 9AH Battery for Powerware 9120 700-3000VA Canada Moose Flag Canadian Maple Leaf Laptop Backpack With Usb C ES02 Semi in Ear Design Stereo Earphone VK1 Plug-in Design Four- CHUN YI 8-Piece Houndstooth Recliner Sofa Slipcover,3 Seater Swa
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Solid 14k Rose Gold Solitaire Lab-Created Ruby and 1/6 Cttw Diam Charlotte Home Furnishings Inc. 'Klimt's Kiss' Belgian Small Tap Modern Picture Ledge Display Toy Storage Rack,Wall Mounted Stora Weiler Brush 4-1/2" Abrasive Flap Disc Type 27 Zirconia Alumina yunluner 1 Pcs Heavy Duty Parasol Sun Shade Umbrella Base Stand Noori Rug Hand Knotted Area Rug 9'11" x 13'6" Gray/Ivory MUCXBE 3D Printed Queen Size Retro Architectural Printing Duvet Love Live Koizumi Hanayo OP Cosplay Costume Society6 Odyssey by Amberlamoreauxart on Wall Hanging Tapestry - Nomorer Spa Bath Towel Sets, Massage Composition Spa Theme with
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
SMLZV Boss Chair, Furniture Office Swivel with 55 cm Mid Back wi
1 2 3 4 5 For Honda Accord Sedan Tail Light Assembly 2013 2014 2015 Pair D ZHANTAO Male Vacuum Pump Pênnǐs Pennis Pump Extension Enlargëme SHIXIMAO 2Pcs Nordic Golden Deer Figurines Miniatures Resin Anim ZUQIEE Weighing Scale Weight Scale Heart Rate Body Fat Scale USB llddrz Garden Statues and Figurines Outdoor Garden Ornaments Sim Lunarable Vintage Nautical Tattoo Rectangle Pouf, Sea Anchor Mar Maple Handles and Purple Woolen Yarn Head Soft Keyboard Marimba American Shifter 376164 Shifter Kit (518 23" E Brake Trim Kit Di GT.S Silky Soft Pure Egyptian Cotton Solid Color Bedding Set Fam
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 9/16" U Height-Weather Stripping with Top Bulb-Fits Gap 0.39"-PV Sunglasses Kenneth Cole New York KC 7204 KC 7204 57A shiny beige
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 (100 pcs) #10-32 X 1/2", Thumb Screws, Knurled Head with Shoulde Caroline's Treasures BB6005PW1818 Easter Eggs Pug Brown Fabric D
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 Chandelier Round Pendant Light Modern Design Black Pendant Lamp Replacement For Dell 0nj644 Battery By Technical Precision
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: Short Sleeve Shirts for Women Casual Cute Tops Teen Girls Novelt (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 Drink Coasters Home Dining Mat Coaster Silicone Pot Holder Multi
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).