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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 pot Handwoven Seagrass Rattan Storage Basket Brown Rectangular M 7 8 Omron Industrial E3CVS1G Proximity Sensor 10'x10' Wool-Silk Abstract with Mosaic Design Hand Knotted Squar Tesa Saver Pack 1 Tape Dispenser with 2 Rolls Tesapack Tape 66 m Freshwater Cultured Pearl Drop Pendant with Diamond Clusters (10 XXIOJUN-Shower Mat, Non Slip Bath Mat Natural Rubber Comfortable
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 London Twin XL Size Fitted Sheet Pillowcase Sets,Retro UK Euro 13 American Shifter 496004 Shifter Kit (AOD 8" E Brake Cable Clamp
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Cairn Terrier Red Sports Car Doogie Collectable Figurine Amerock BP19323R2-XCP25 Birdcage Cabinet Pull 3 3/4" Center to C Stainless Steel Towel Rail,Extended Double Towel bar,Rust Wall M Unisex Sherpa Hoodies Sweatshirt Winter Jacket Fleece Pullover F Rexroth New Aftermarket A10VSO45DFR/31R-PRA61K52 Hydraulic Pisto Chuunibyou Demo Koi ga Shitai! Satone Shichimiya Cosplay Costume Chtom Stainless Steel Strap, Strap Bracelet Stainless Steel Blue 3D Face 219 Wall Paper Print Decal Deco Wall Mural Self-Adhesive XTBB Camping Binocular Telescope Compact High Powered Pocket Sco
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 TOYOTA 72457-16010-A0 Vertical Seat Adjuster Knob 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Kitchen Tools Ultra-Thin Non-Slip Vinyl Indoor Floor Mats | Kitc ARMADILLO DEFENSE Gray Pepper Spray and Personal Alarm Key Chain Loo-Neytunes Tas-Manian Devil Taz Large Capacity Zip Backpack Ba Garden Cushion Square Lace Chair Cushions (Set of 4) 40 x 40cm E Black Clover Fuegoreon Vermilion Cosplay Costume 1922 1.20ct Marquise Cut Solitaire with Accent split shank Halo Aquam AZ428-70-4HUS, Electromechanical Relay DPDT 5A 24VDC 700Ohm Thro Healing Crystal Stone NecklaceHealing Hexagonal Crystal Pointed LIAN Coat Rack Shelf With Hooks Wall Shelf Bamboo Solid Wood Wal YUOCEAN Portable Seat, Lightweight Slacker Chair Adjustable Trav
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 QFFL Fragrance Lamps Aroma Night Light Essential Oil Diffuser Hu Mens Stylish 2 Pieces Buttons Checked Blazer and Pants Tracksuit YMLSD Chandeliers,Industrial Retro Multicolor Beer Bottle Glass Zephyr Pull (10 Pack) - Hickory Hardware 5" Length Modern Contem YANnew for MT-07 for FZ-07 2014-2021 Motorcycle Handbrake Adjust Kitchen Knife Kitchen Knife Chinese 7 8 Inch Cleaver Forged Stai Song Radio Flyer Tricycle Baby Stroller Kids Bike Multifunction QIN Special Nylon Spatula for Non-stick Cookware Spatula Frying Female Enhancement Pills - Women's Ultra Complex 1600 MG - Alpha
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 SSLL Luxurious Storage Ottoman Bench,Velvet Upholstered Ottoman Laxmi Natural Tamarind Concentrate Paste - 14oz - SET OF 6 Essentials, The:The Monkees (GH) FLY MEN Armrest Box for Wall M1 Hiace X30 X30L Universal Armrest Comfortable Car fit for Se-at Headrest Pillow Neck Support Pillo HMC631LP3ETR, Vector Modulator 16-Pin QFN EP T/R Money Bank Piggy Bank Super Capacity Piggy Bank Fun Gifts for Bi Champagne Flutes set of 6, Wine Glasses, Gold plated, Modern Flo Acoustic Guitar Bag American Hipster Mustache Tartan Plaid Adjus Rexroth New Aftermarket A10VO71DR/31R-PRA12K01 Hydraulic Piston
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Terra Kai Juce | Garden Berry | Super Fruit Veggie Vitamine Bl
1 2 3 4 5 Accuform, MEXT603XT, 10" x 14" Dura-Plastic Sign:"Caution Fire D Customer Parking Right (18" X 24") Yard Sign, Quantity Discounts 1000 Piece Jigsaw Puzzle,Grass Owl Flight, Puzzles for Adults 10 KAIBINY Garden Figurines Angel Garden Statue Outdoor Decor, Sola Yzhmm Artificial Plants Artificial Plant Pot Rose Bonsai Faux Si MCYAW Ethernet Cable Cat7 LAN Cable RJ 45 Network Cable rj45 Pat YIWANGO Nordic Dog Statue Remote Control Storage Box Resin Home Volunteer Check in Right (18" X 24") Yard Sign, Quantity Discoun YEVYG Durable 50 Pairs/Lot Inserted Bayonet Silicone Eyeglasses
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 Motorcycle Swing Arm Spool For Kawasak-i ZX7RR 1996-2003 Motorcy Wood Screw, Rnd, 6, 1in, ST, Phillps, PK100 (Pack of 8)
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Poiuqew Wicker Woven Basket Picnic Multifunctional 2 in 1 Flower MH-P-20-30 MF Parts Manual
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 Lo Mejor De Jose Luis Rodriguez Heat Transfer Self-Adhesive Vinyl Roll,DIY Holographic Rainbow C
Chapter 13 Neural Nets and Deep Learning PDF Ross-Simons Mother-Of-Pearl Dove Ring in 18kt Gold Over Sterling WSSBK Cartoon Software Down Cotton Plush Toy Sleep Pillow Bed So
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 Jewels Obsession Gold Seahorse Necklace | 14K White Gold Seahors 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 Vintage Inspired Japanese Akoya Cultured Pearl Dangle Pendant (8 7 8 YOKOU King Size Duvet Cover Set 4 Pieces, Elephant Sitting on Wo 16 Red/Neo Chrome Cap Aluminum 60Mm Extended Tuner Locking Lug N NU224W NSK New Cylindrical Roller Bearing Kane Carpet 10' x 14' Avid Blue and Gray Chevron Rectangular Are YFQHDD Winter Knitted Scarf Cashmere Pashmina Women Warm Neck Sc
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 YQKJ Floor Heating Pad,Multifunction Geothermal Pad,Electric Bla 13 Womens Coats Hooded Warm Winter Coats with Faux Fur Lined Outerw
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 4000-Piece Jigsaw Puzzle (Forest) 4000 Pieces Kids Large Puzzle DOWAN Porcelain Butter Dish With Cutting Measuring Line, Large W ALARME D'INCENDIE (FRENCH) Starter/Expansion Pack #6 - Two Large Single Pull Out Spice Rack If You Are The One (Fei cheng wu rao) wangqianli Ladies' Outdoor Seaside Sunscreen White Ribbon Beach Anti Fatigue Set of 2 Kitchen Rug Sets Freedom Flag American Fre 219Pcs Resin Kit for Beginners, Thrilez Resin Mold Kit with Resi HHL Toddler Pillow with Pillowcase - 17 X 10 Inches Soft Memory
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Walk Me to the War 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 chenchen Chrome Door Inner Handle Interior Handle Fit for Chevy Jgzwlkj Cute Wallet Ladies Wallet Cute Wallet Small Wallet Slim OEM NEW Grille Tri-Shield Clip On Emblem Chrome 08-17 Enclave Lu Supermicro FatTwin F627G3-FT+ 4 Node 8 Bay LFF 4U GPU Server wit Nedia Home VYK3672 100% Coir Heavy Duty Coco mat Doormat, Black American Shifter 492562 Shifter Kit (6" 2004R E Brake Cable Clam Kitchen Mat Dish Place Mat New Colorful Kitchen Table Mats Simpl Schützks 8X21 Compact Binocular for Adult, Vision Waterproof Fol LXB Dog Bath, Shower Head with Hose, Quality Shower Brush W/Spla Ambesonne Science Party Portable Fabric Wardrobe, Repetitive Edu
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 NYDZ Towel Rack Small Size Copper Style Chrome Double Towel Rack Simple Twisted Infinity Necklace for Women with London Blue Topa HIGH FLYING for Ford Explorer 2011-2019 Replacement# BB5Z-13B375 Cheese and Cracker Tray UKN Large Round Gray Natural and White Color-Blocked Seagrass Ba ZZABC GZHJTZHDH European Ceramics Light Wall Clock Living Room A Floral Colorful Vintage Damask Microfibre Pool Beach Travel Towe French Violin Sonatas Dell PowerEdge R820 16 Bays 2.5 Server - 2X Intel Xeon E5-4603 v
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Classic Ziegler Ethan Blue/Red Wool Rug - 9'0'' x 12'0'' 5""Solid Thickened Kitchen Cabinet Black Handle Cupboard pulls D MULTICOMP - SPC20019 - Computer Cable, Firewire 6 Position Plug, Alcatel Compatible iSFP-GIG-LH70 1000BASE-ZX I-Temp SFP Transcei 2.17ct Emerald Round Cut Pave Halo Solitaire with Accent Red Sim MAMBOS PEREZ PRADO XYW Popsicle Molds - 2PCS Ice Pop Molds Reusable Popsicle Molds LoveLive! Sunshine! Tsushima Yoshiko Cosplay Costume Lolita Dres ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with L 100 Qty 1/2-13 x 3" Long Carriage Bolts Set w/Nuts Washers (BC
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
3D White Feathers 2482 Wall Paper Print Decal Deco Wall Mural Se
1 2 3 4 5 Dell PowerEdge C6220 24B 4 Node 8X E5-2670 Eight Core 2.6Ghz 128 VLISE Bazin Riche African Ruffles Sleeve Dresses for Women Dashi Stay a Little Longer - 11x17 Framed Soundwave print School Backpack Bookbag Laptop Daypack Schoolbag for men Teens B 2015 Topps WWE Road To Wrestlemania Silver Samoan Afa Autograph GUOCAO Durable Winter Outdoor Seasons Warm Indoor Camping can be Pivote goma para soporte láminas metalófono alto o soprano (unid Final Experiment ArtVerse Felice Giordano Green Market in Naples Pillow (w/Remova
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 marc janie Baby Boys Girls' Winter Cozie Fleece Cuff Pants 0.77 Carat Round Diamond Pendant 14 Karat Gold Necklace
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Wushu Wall Stickers Murals Resin Feather Wall Decoration, Feat Junguan Toddler Girls Halter Pageant Cupcake Dresses Little Baby
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 Striking Out: Series 1 2 | Amy Huberman, Neil Morrissey | 3 Di N/H Willow Storage Basket with Handles,Grocery Basket,Flower Bas
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: Top Carpenter Double Layer Reverse Inverted Umbrellas Colorful T (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 Bad Family Video TV Series 22 EPS with 4 DVD
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).