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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 12-24X1 1/4 Type F Thread Cutting Screws | Square | Flat Undercu 7 8 NMC C435RB, OSHA Sign (Pack of 25 pcs) DOITOOL 2Pcs Adjustable Eye Patches for Kids with Lazy Eyes Elas Black Tie Razor Company Luxury Shaving Soap LVS. Lavender Vanill Rexroth New Aftermarket A10VO28DFR1/31R-PKA12K52 Hydraulic Pisto ZHUKOU 14x37mm Brass Cubic Zirconia Purple Crystal Necklace Chai
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Pull Handles - Drawer Pull Handles Kitchen/Bathroom Cabinet Hard 13 ProSphere University of Richmond Men's Sleeveless Shirt - Camo
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Outdoor Wall Lamp Solar Gutter Light Stainless Steel Wash Wall L Raheem Candle Holder Home Decor for Table Centerpiece - Women Te Holiday Gingerbread Cookie Keeshond Dogs Shower Curtain Bath M Diamond2Deal 18K White 2.5 mm Half Round Comfort Fit Wedding Ban Wwenli Electric Fan, Summer Fashion Simple Mini Fan, Portable h Lex Lu 14k White Gold White Polished Leaf Pendant Tanzanite Halo Pendant with Diamond Heart Motif (12mm Tanzanite) PXLR5842-25-40L-RBH-79 Fleurco Platinum In-Line Door and Fixed P Replacement Parts for Printer PRTA22951 10Pcs A0XX-3309-00 OPC 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 UWLIFE Cute Animal Fox Bird Flower School Backpack for Boy Girl 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Yajomi 5 Seat Luxury Car Seat Covers with Waterproof Leather, Au Lunarable Farm Coverlet, Sunflower Tulips Daisy Field Sun Nature Handmade Giant Soft Thick Chunky Knitted Blanket Cozy Bed Throw NMC BT59 Lean Mantra Banner Portable Picnic Mat Yoga Blanket Camping Cartoon Pattern Foldabl Replacement For Chevrolet/Chevy Astro V6 4.3l 600cca Side Marker SarahQ Compatible with 2001-2002 Silverado 2500HD 2001-2002 Silv Killer Filter Replacement for Main Filter MF0575842 Astronaut World Travel Daypack Student Rucksack Laptop Backpack Wigs Brazilian Deep Wave Hair Weave Bundles 100% Human Hair Weav
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 ADUCI 2pcs XL 15T D Type Timing Belt Pulley 54.5/65/87mm Bore 11 Sickspeed 20 Polished/Blue Spiked Aluminum 60Mm Extended Tuner L Eddie George Ohio State Buckeyes Autographed White Panel Footbal Sheng Car Central Control Mode Button Decoration Panel Trim Fit Antique Floral Distressed Tebriz Oriental Area Rug Hand-Knotted Diamond Painting Kits for Adults,Full Drill DIY 5D Diamond Art C Unisex Warm Fedora Hat Equestrian cap Comfortable Dakota Crushab Sloth to My Niece My Sunshine Artificial Leather Placemat, Pu Ta Pump Kirsten Murph Kitty Backdoor Double Penetration DP Play Vib
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Mens Locker Room Sign - Gray/White Old School Tattoo Leather Table Mats Set of 6 Washable Heat Insu Seex Adult Toy 5-Mode Rotation + 12-Mode Dolphin s Dual Cllitori Jewels Obsession Gold Cross Necklace | 14K White Gold Glory Cros Puccy Tempered Glass Screen Protector Film, compatible with Acer Traykova Store Bed Restraint Kit Cuffs Tethes Adjustable for Men 1/2 Carat (ctw) 14K White Gold Round Diamond Ladies 5 Five Stone 1.52ct Round Cut Halo Pave Solitaire Split Shank Accent Brown Ch Flower Removable Vinyl Door Wall Mural,Anemone Festive Floral Co WEIHONG Storage Box Bra Underwear Drawer Organizers Travel Stora
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
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1 2 3 4 5 Wooden Puzzles 1000 Pcs for Adults Chrysanthemum Flower DIY Chal ZXDHNS Wall Murals 3D - Sunlight Purple Sky Self-Adhesive Wall A Pink One-Punch Man T-Shirt, Anime Saitama Unisex Cospaly Cotton beeyuk Milk cans - stainless steel milk cans milk cans buckets - Towel Warmer, Towel Warmer Drying Rack, 304 Stainless Steel Elec Heizlüfter Wall Clock Industrial Wall Wall Wall Wind Metal Gear Yoga Mat, Yellow Cactus, Reversible Extra Thick Exercise Fitne Ma-Riah-Ca-Rey In Jeans Large Capacity Zip Backpack Bag Laptop B SuperMicro SuperWorkstation 7037A-i with X9DAi, 2X 2.1GHz 6-Core
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 Heating Pad Foot Warmer, Electric Heating Pad with Thermostat Ho ZZRR ZHUORUIJPN Thicker Goose Down Fiber Mattress Topper Bed Mat
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Heating Pad for Neck And Shoulders Moist Warming Wrap Hot Pain R Rexroth New Aftermarket A10VO45DFR/31L-VKA62K40 Hydraulic Piston
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 SSDXY Men's Pullover Winter Workout Fleece Hoodie Jackets Full Z Practice Drum Sticks Portable Drum Sticks for Drum Lovers for Pe
Chapter 13 Neural Nets and Deep Learning PDF FLJKCT Stainless Steel Car Front Door Above Speaker Audio Horn R Computer Case 120Mm RGB Fan 6Pin Colorful Light Radiator Silent
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 15.6 Inch Laptop USB Backpack School Bag Rucksack Anti Theft Men 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 YellowMaps Saddlebunch Keys FL topo map, 1:24000 Scale, 7.5 X 7. 7 8 Platinum 4-Prong Basket Princess-Cut Diamond Solitaire Pendant ( American Shifter 500103 Shifter Kit (8" E Brake Cable Trim Kit D JAPANESE ADULT CONTENT (Pixelated) [Anime] No? No really? I don' American Shifter 394992 Shifter Kit (2004R 6" E Brake Cable Trim Teacher's Rubber Stamp 10 Scripture Stamps, Wood Mounted, Set #3
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Flip-Flop Transparent Crystal Mid-Heel Slippers Mid Block Heels 13 AOER Portable Power Source, Even Heating Hand Warmer Independent
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Boo Crew, Boys Halloween Shirt, Ghost Halloween Shirt Safavieh Brentwood Collection BNT854G Oriental Floral Scroll Non tanjingz IPartsBuy Meizu Pro 6 Plus LCD Screen + Touch Screen Di Customized Name 3D Cap Hat Love Fishing Classic Cap Text Name Cu BOHML Neon Signs Kids' Room Decor Lamps Lighting Airplane Remo Veri SanDisk Ultra 512GB MicroSDXC Works for LG X Power (Interna Goldenoldiesclocks WHELTON Beer and Ale Cerveza Lighted Wall Sig BD-22320 DIY Beads Dots Cross Flower Circle Spacer 10x10x5mm 80p Red Hamper Large Antique Wash Cotton Lined Wicker Storage Basket
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 JUMP #1/HAKANA 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 MAAFC Motorcycle Universal for PWK 21 24 26 28 30 32 34 MM Carbu Apartment Decor Collection Under Sea Fish Aquarium Aerial View o EMIAOTO Fuel Pump Module Assembly 15285583-001 SignMission Designer Series Sign - Private Property, Violators T Photo Wallpaper 3D Stereo Cartoon Fairy Tale Castle Mural Kid s Gear Knob, Yctze 6 Speed Shift Knob Gear Stick Head Replacement Coxreels 1125-6-50-H Hydraulic Rewind Hose Reel: 1" I.D., 50' ho DIYKST-Stylish Hawaii Shirt Breathable Button for Men Tropical G WestCoast Wheel Accessories W55175STO Wheel Lug Nut WILSHUSEN Beer and Ale Cerveza Lighted Wall Sign
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Personalized Alpaca 3D Quilt, Gift for Your Lovers Birthday Xmas Sėx Dọll Lifėṣizė Sụtra Sọft Big Fėmalė Aṣṣ Adá UXZDX CUJUX Fingerprint Lock Smart Padlock Thumbprint Lock 20 Se Vans Unisex Startle Student School Laptop Backpack ZQCM Sunflower Wall Clock, Creative Wall Clock Decorative Wood H 3D DIY Door Sticker Wall Decals Mural Wallpaper, Union Jack Grun 10k Rose Gold Natural Opal Pink Tourmaline Womens Trilogy Ring Rugs.com Dover Collection Rug – 8 Ft Runner Dark Gray Low-Pile R Bach / Busoni: Piano Transcriptions
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Promini Frame Wood Sign Wall Pediments, This is Us Farmhouse Dec One Piece Anime Character sea Super Soft Interior Modern Absorbe 2 Ctw 14K White Gold Gorgeous Ocean Wave Twist Split Shank IGI C ZXDHNS Photo Wallpaper Wall Mural - Grassland Animal Elephant Cr SSSR 19.5V 6.15A AC Adapter for HP 730982-001 740243-001 PA-1121 Flocean Heavyweight Fur Lined Zip Up Fleece Hoodie Jacket Winter Olivefox Door Mat with Non Slip Rubber Backing Heavy Duty Absorb SODIKA 2 Pieces Anti Fatigue Kitchen Floor Mats Non Slip Waterpr Plutus Brands Brown, Beige Plutus Jungle Cat Animal Faux Fur Lux Vickerman Everyday 30" Artificial Green Lace Fern Wreath - Faux
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Christian Decor Church Relics Wall Cross Crucifix Jesus Christ O
1 2 3 4 5 8.00 MM D-VSSI Moissanite Engagement Ring, Lab Created Aquamarin CRTTRC Nordic Style Round Tablecloth Simple Waterproof Restauran RTYUIHN 3D Wallpaper Mural Poster Printing Romantic Purple Flowe High-Heeled Shoes Leather Placemats, Set of 6, Waterproof, Heat DIY 5D Diamond Painting Kits for Adults Kids Full Drill Large Si Bodhi Sunflowers Comforter Set Full Size for Boys,Girls,Kids 3D chouyatou Men's Winter Detachable Hooded Thick Sherpa Lined Full Breeze Decor Proud Girlfriend USSF House Flag Armed Space Force Table Cover Solid Tablecloth Decorative Imitation Linen Table Co
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 Boblen Classical Carpet, Italian Style, Square Area Rugs, Sofa F Shuriken School: The Complete Series by Nathan Kress
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Accuform FRR437HP, Advisory Sign"Slate Law Stop." High Intensity Car Cover Compatible with Mazda RX-8 Waterproof Full Exterior Co
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 EXCEART 60pcs Scrapbook Material Paper DIY Journaling Paper Vint Chandeliers Lighting Modern Minimalist Multicolor Glass Lampshad
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: FVGKYS Wall Decals Art 3D Custom Poster Mural Green Sea Landscap (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 Backpack with Lunch Bag Set Frog in Leaves Travel Backpack with
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).