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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 JYDQM Stainless Steel Deodorant Floor Drain Core Deep Water Seal 7 8 ZUZEN 1 Pair Silicone Gel Insoles Heel Plantar Fasciitis Heel Cu SODIKA Bedding Duvet Cover Set Breathable Durable Soft Comfy Duv Pendaflex - Two-Tone File Folders, 1/3 Cut Top Tab, Letter, Gree Personalized Horse Quilt, Gift for Your Lovers to Dad Mom Husban Shahbanu Rugs Hand Knotted Pliable Wool Extremely Durable Silver
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Chrysler Genuine WZ05DX9AA Instrument Panel Bezel 13 LSJDYU Curly Lace Front Human Hair Wigs Water Wave Frontal Wig f
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 XTSEDL 3D Beach Towel Ultra Soft Bath Towel Little Golden Star 1 Vibes Boy's 14.5 oz Indigo Denim Trucker Jacket Dark Sandblast W 11-6 3/4 x 1 x .035 x 2/3H Band Saw Blade M42 Bi-metal 1 Pcs JiuRui Holster Accessories for iPad Air 4 10.9 2020, EVA Safe Ki Schubert: Symphonies Nos. 1 - 9 BAGEYOU Happy Halloween with My Love Dog Lovely Bernese Mountain Army 3rd Ranger Battalion US Flag Children boy 3D print Long Sle TANGIST Corner Table Stand Kitchen Shelf Kitchen Shelf WallMount Box Kitchen Storage Box Food Storage Container Plastic Transpare
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 THREE TREES Organic Oat Seed Oatmilk, 28 FZ 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 ZHCHL Desk Lamps Lamp All Copper Desk Lamp Led Bedroom Study Liv NBX- HBS011-III- Smooth Black Straight 8" Rise For 1" Handlebars HWHCZ Handheld Vacuum Cleaner Compatible with Car Vacuum Cleaner Astromania 1.25" 4mm Super Ploessl Eyepiece - The Most Inexpensi Rajasthan Gems Handmade Trinket Box Camel Bone filigree work Ant ERA Paints Automotive Touch Up Paint Kit for Ford Expedition 200 LKDF Crystal Clear Table Cover Protector Waterproof PVC Protecti Contemporary Home Living Vibrant Leaf Textures I Rectangular Mir Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4607 V LSXLSD Underwear Storage Box Plastic Wardrobe Closet Underwear S
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 N\C Weruisi Waterproof Sunshade Sail Outdoor Rectangle Shade Sai Hot Dogs Feather Flag Sign Banner, Complete Pole Kit for Outdoor The Koussevitsky Edition, Vol. 3 (Mozart: Symphony No. 26, K. 18 Ocean Party Duvet Cover Queen Size Mountain River Waterfall Clou Q-Power Single 12" Vented Slot Ported Empty Subwoofer Enclosure Women's Whimsical Mad Hatter Costume X-Large Kingston GO! Plus Works for Sony Xperia M 512GB MicroSDXC Canvas Wall Decal Pumpkin Spice, Wall Decoration for Garden Living Room BAOBUM Floating Shelves Plastic Shower Shelf, Wall Bracket with
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Accuform"FIRE Extinguisher Inspection Record" Pack of 25 RP-Plas Soup Spoons Jingdezhen Ceramics Household Small Spoons Household JNOI Heavy Duty Portable Beach Chair Sunbathing Recliner, Foldin Replacement For Acura Csx Year 2009 High Mount Stop Light By Tec 2000 Pieces Jigsaw Puzzles for Adults (Flowers) New Yorker Puzzl R3675 Color Splash Case Cover for MacBook Pro 15? - A1707, A1990 Hand Cuffs Ankle Cuff Couples Sex Blindfold Feather Tickler Flog Kingston GO! Plus Works for BLU Janet 512GB MicroSDXC Canvas Car Greeting Card Floor Display in White - 52 H x 24.25 W Inches wit NAKAN Vintage 3-Light Vanity Light Fixtures, Clear Glass Shade B
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Gaiwan, CHINA Traditional Kungfu Teacup, Ceramic Gaiwan Sancai T
1 2 3 4 5 Custom 23 oz H2Go Fusion - 144 PCS - .99/EA - Promotional Prod Ethnic Rug Pillow Cover 12x24 inches Armchair Pillow Lumbar Kili Couch Cover,Stretch Sofa Slipcovers Modern Simple Floral Pattern Easter Blue Eggs Ornament Car Steering Wheel Cover, Universal Fi Stainless Steel Monitor Stand Adjustable for Most 26-55 Inches F Chunky Giant Knit Throw Handmade Bulky Knitting Yarn Blanket Dec Scully Western Shirt Mens L/S Rose Embroidery Snap Black F0_P-89 Cute Wired Headphone HiFi Music Stereo Bass Headphones Mobile Ph JQDMBH Headset Holder,Headphone Stand Aluminum Gaming Headset St
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 Garage-Door-Decorative-Hardware-Heavy-Iron-Hinges-Handles-Indoor LED Ring Light 10" with Tripod Stand Phone Holder for Live Str
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Replacement For Harley Davidson Xl1200n Sportster Nightster 1690 Case for Ipad Pro 12.9 Watercolor Bicycle Flower Background Prot
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 LQX Ramps Scooter Slope Pad, Plastic Slope Pad Hospital Door Ram Laliva Tantalum Ta, nano-powder Ta, ultrafine powder - (DN: 100g
Chapter 13 Neural Nets and Deep Learning PDF IZOD mens Big and Tall Premium Essentials Sherpa Jersey Jacket 12x50 High Definition Monocular Telescope, Bak4 Prism FMC Lens W
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 Kingston GO! Plus Works for BLU Grand XL LTE 512GB MicroSDXC Can 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 NUIOsdz Hand-Stitched DIY Black Leather Car Steering Wheel Cover 7 8 UR MAX BEAUTY Inflatable Pineapple Swimming Circle Adult Floatin SIGOUYI Kitchen Rugs and Mats Set of 2, Watercolor Wild Horse Ab Advanced Pole Work Fire: The Art of Exotic Dancing Bnaioy DIY 5D Diamond Painting by Number Kits Crystal Rhinestone Car Electric Blanket 12V with Three-Speed Temperature Adjustment
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 New 35" Long Vintage Christmas Bells on Green Quilt Cloth Textil 13 ZHZH Ant World Pasture Home Ant Farm Castle, Sand Nest Breeding
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Football Boots Beer Glass Personalized Glass Beer Mug Large Beer 1/4 CT Morganite Necklace, Gold Bar Bezel Pendant (1.80 MM, 2.50 ScottDecor Waterfall Decor Aquarium Background Majestic Gradual LCGGDB Constellation Flat Sheet Only,Nebula Infinity Brushed Mic JYMBK Steering Wheel Cover Steering Wheel Covers Winter Plush Ca Orion Costumes Womens Hispanic Spanish Mexican Explorer TV Outfi Primeda VGA Extender/Media Converters, VGA Over Fiber Optic Sing ZHU-CL Tester Probe Kit, Oscilloscope Probe Kit DC-100MHz Scop Bonamaison Coasters - Set of 4 -Premium Absorbent MDF - 9x9CM (E
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 El Baile Aleman 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 5-1/2" to 12" Dia H.S.S. Side Miiling Cutters- Straight Tooth Di XIONGGG Wall Hanging Cuckoo Clock with Pendulum, Chalet Style 3D Capitalism Ambesonne Animal Armchair Pad and Slipcover, Colorful Scene of R HXR Laundry Baskets 3 Section Laundry Hamper Foldable Laundry Ba Turbocharger For John Deere 6466A Turbo Diesel Replaces AR64626 LISAQ Elderly Commode Chair, Commode Chair, Stainless Steel Fold wigs Europe And America Color Change Chemical Fiber Front Lace C KIILING Motorcycle Aluminum Front Foot Peg Footrest Compatible w Zinnia Creeping Sanvitalia Procumbens jocad (15,000 Seeds)
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Phish Circles Laptop Backpack Durable Lightweight School Bookbag Dog Bad Breath Chews - Dog Teeth Health Formula - Advanced Suppo Great dreamer Oak Floating Shelves - Wall Mounted Modern Wood Fl LYXDZW Car Armrest Car Armrest Left Elbow Support Booster Leathe KEJI Square Shower Floor Drain Bath Room Floor Drain Retro Coppe Blue Sapphire Pendant with Bar-Set Diamond Halo (4mm Blue Sapphi 2016 Topps Finest Green Refractor #18 Trea Turner Baseball Rooki Clara Pucci 2.6 ct Oval Baguette cut 3 stone Solitaire Accent St YWZHIQIAN Special Air Service Regiment Men Track Pants Beach 1/2
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Sopiago Oversized Sweatshirts for Women Halloween Pumpkin Printe HELLOWINK Duvet Cover 3 Piece Bedding Set Queen Size, Cute Carto Diamond Peace Symbol Pendant 14K White Gold 0.75 CT Diamonds Patio Furniture Cover Waterproof Outdoor Seating Sets Garden Tab Motorcycle Clutch Grip Set For YAMAHA YZF600R YZF 600R 1997-2008 weichuang Candlestick Nordic Style Geometric Iron Candlestick Ca CHHD Tabletop Protection Cover, Waterproof Tablecloth Clear Desk 14k Yellow Gold Infinity and Fancy Link Bracelet, 7.5" (W-5.6mm) 10 Pairs Comfortable Air Chamber Silicone 15mm Anti-Slip Eyeglas Hoodie Women Oversize Sweatshirt, Winter Coats Casual Plus Size
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
HONG SHENG Upgraded Mini Hot Melt Glue Gun with 20pcs 7mm Length
1 2 3 4 5 Anatolian 16" Traditional Heavy Hi-Hat High Version Eyeglass Repair Kit 1500 Pcs Complete Glasses Screw Indoor/Outdoor Inflatable Ottoman, Set of Watercolor Bouquets wi Yilong 8'x10' Handwoven Oriental Silk Rug Persian Vintage Nain T Abram The Cherub Iron Statue home garden sculpture New (The Digi John Deere Original Equipment Pressure Relief Valve #AT443488 Rllyer Economical Replacement Shaver FoilCutter Set for Braun F KEANCH Anti-Aging Oxford Snowproof Dustproof Cover, Outdoor Cube Christmas Cozy Holiday Fire Tails Border Collie Dogs Shower Curt
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 GyLazhuzizjh Iron Tissue Box Napkin Paper Box Tissue Box Cover H Lineman On A Pole Statue Leather Place Mats Heat Resistant Stain
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Jewels Obsession 14K Yellow Gold Budded Crucifix Pendant with 18 TFJJSQA Special/Simple Storage Basket Storage Basket Big Laundry
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 Motorcycle Cover Waterproof Motorcycle Hood, Compatible with Mot XDDWD 6L/12L/30L Plastic Foldable Storage Box with Lid for Cubes
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: CESULIS All Copper Bath Towel Rack, European, Carved, Bathroom W (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 Canvas Room Divider Screen Dubrovnik Croatia Room Separator Fold
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).