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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 Fire Safety of Wasteland Leather Placemats, Set of 6, Waterproof 7 8 Canadian Flag Pattern Blanket Flannel Super Soft Decorative Bed ALBN Chair Mat Hard Floor Mat Transparent Waterproof Tablecloth Simply Organic Guacamole Mix Sauce, Certified Organic | 4 oz WOWENY Women High Waist Yoga Pants Cute Compression Mesh Legging ARTSHOWING Anti Fatigue Kitchen Rugs Set 2Piece Christmas, Water
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 50Pcs. WHOLESALE Tibetan Silver Dinosaur TYRANNOSAUSUS REX Charm 13 QiruIXinXi Led Wall Lamp,12W 85-265V Ip65 Modern Aluminium Wall
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 HARD EDGE DESIGN Unisex Straight Outta North Dakota Sweatshirt XINPIKLYWAS Šêx dǒǒlll for Men Realistic Lifelike Realistic Si WWWFZS Room Dividers Hanging Room Divider Decoration for Home Bu CNCDRS IP54 Aluminum Metal Exterior Wall Lamp Villa Garden Water ColorRite Suzuki Y9E Pearl Steel Blue-Gray Lafey Stereo Music Plastic Earphone Lightweight Waterproof Sturd Tree Leaves Flowers Bathroom Kids Bedroom Wall Sticker Wall Art Pasargad Carpets Isfahan Collection Hand-Knotted Silk Wool Are Compatible With Accord V6 2003 2004 2005 2006 2007 Hood Latch Lo
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Remo Practice Pad Drumhead - Ambassador, Coated, 10" 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Hartman Men's Eco-Friendly 100% Silk Charmeuse Boxer 791015 Adventure Laundry Hamper for Baby Nursery TZSZWJ Golden Bathroom Shelf, Single Layer with Rod Inlay Jade R Pendleton Men's Long Sleeve Super Soft Burnside Flannel Shirt Kingston GO! Plus Works for Sony Xperia XA1 Plus 512GB MicroSDXC Honda Factory Service Manual / 1991-92 TRX250X / FOURTRAX Servic Screw Machine Drill,#40,Cobalt -6 Pack American Shifter 482497 Shifter Kit (4L60 23 Swan E Brake Cable Komatsu Bulldozer D575A-3 Series Workshop Repair Service Manual MGWPF Angel Candle Holders Gift Glass Fairy Ornament Candlestick
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Andis 24870 Cordless Trim 'N Go T-Blade 14-Piece Portable Beard/ Kingston GO! Plus Works for Sony D5303 512GB MicroSDXC Canvas Ca 5/16-18 Coarse Thread KEPS Nut/Star Nut with External Tooth Lock LSM Bamboo Shower Mat for Inside Shower, Natural Bathroom Floor (20) 7/8-9 Heavy Hex Finish Nuts - Zinc Plated - Coarse Thread Harness Fürry Blackhandcuffs Fun Ḅọndạĝẹ Accessiorie Kingston GO! Plus Works for Motorola Droid MAXX 2 512GB MicroSDX HONG111 Foldable Bamboo Mat, Anti-Slip Mat, Cool Pad for Kid Sho Gmax G355073 Half Helmet
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Storage Basket with Handles Storage Bin Hand-Woven for Storing C PPCP Strip Eyebrow, for Fender Flares Rad Arch Trim 4pcs Sludge Desk Clock Solid Wood Clocks 3D Stereo Digital Alarm Clock Table Chunky Knit Blanket Knit Blanket Throw Chunky Handmade Cable Bul DJASM ZZWZM Peacock Wall Clock Modern Fashion Silent Watch Large American Shifter 501359 Shifter Kit (10" E Brake Cable Trim Kit Lingland Cell Phone kit Original LCD Screen and Digitizer Full A JIUCHUAN Indoor Doormat Flower Wall Art Decor Multicolor Digital OFFTEK 32GB Replacement RAM Memory for HP-Compaq Pavilion Notebo Eckler's 1962-1964 Corvette Open Knob Bezels Door Panel 25-11852
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Animation - Pretty Guardian (Bishojo Senshi) Sailor Moon Crystal
1 2 3 4 5 Floral Sugar Skull Placemat Leather Table Mats Set of 6 Easy to EMIAOTO HVAC Heater Blend Door Actuator 15-73620 for 2003-2007 H ZIYO PVC Clear Table Cover Protector, Waterproof Heat ​Resista Muchkey Custom Car Floor Mats for A UDI TT 2seat 2015-2017 Full celicious Privacy Lite 2-Way Anti-Glare Anti-Spy Filter Screen P ZJLX Tutu Princess Dress TouchupXS-for Pontiac GTO 507G Spice Red Metallic Quart Single S YOR 4pcs Antique Pull Handle for Dresser Cupboard Closet Drawer Huscus 4 pcs/lot SC16UU SCS16UU 16mm Linear Ball Bearing Block P
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 YSJJHSC Laundry Basket Large Fabric Storage Basket Square Laundr My Heart Beats Vinyl Sticker Controller 360 Gaming Kids Children
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Supply Spot offers"2 Pack" Compatible E460X21A Toners, Extra Hig Door Stickers 35.4"78.7" Elevator Door Stickers Decal Wall Mural
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 HBR White Rabbit Garden Statue Resin Animal Garden Figurines for LUBINGT Contact Lens Case 1pcs Mini Cartoon Cows Contact Lens Ca
Chapter 13 Neural Nets and Deep Learning PDF Perry Mason: Movie Collection 3: Cases 13-18 [NON-USA Format, Re KUANGQIANWEI air Flow Sensor 0280218106 28100-2Y100 Mass Air Flo
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 saitake Car Floor Mats for Mini 4-Door 2014-2018(Cup Holder Not 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 Qric Camping Stool Camping Chairs Portable Folding Stool Fishing 7 8 Archangel Micahel Sigil Love Couples Amulet Brown Leather Tag Am JQAM Sun Shade Sail Breathable Sunscreen Awning Canopy for Outdo Video Game Weapon Funny Gamer Backpack for Women Men Travel Lapt Anime The Seven Deadly Sins Ban Hooded Blanket Wearable Blanket JQDMBH Headset Holder,Headphone Stand 10.2in Height Headset Stan
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 NUIOsdz Air Filter car Exterior Engine air Filter car Accessorie 13 Genuine Toyota 69052-13120 Door Lock Cylinder/Key Set
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 EwdeWwo 4 Piece Shower Curtain Sets with Non-Slip Rugs, Toilet L Letterman Varsity Baseball Bomber School College University Jack Frontera Ssnng Pouch Guacamole Professional Tailors Dummy Petit Tailors Dummy with Arms Tailors DASHUAIGE IP54 European Retro Post Lights Die-Casting Aluminium Oil and Vinegar Bottle Oil Vinegar Bottle Pot disp Ceramic Olive Clara Pucci 2.52 ct Princess Cut Solitaire Accent split shank St MUSEDAY 4 Piece Shower Curtain Sets with Non-Slip Rugs, Toilet L Bemostrich Tokyo Ghoul Cute Round Mouse Pad, Personalized Printe
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 American Shifter 401004 Shifter Kit (TH400 8" E Brake Cable Clev 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Ritika Created Round Cut White Diamond 925 Sterling Silver 14K R Rexroth New Aftermarket A10VO28DRG/31R-VRC11K03 Hydraulic Piston Romantic Melodies of the Classics Teen Girls Decor Collection Aquarium Fish Tank Lollipops on The Diamond Halo Earrings, Round Stud Earrings, Elegant Earrings For B-Low The Belt Women's Baby Bri Bri Belt Z-Lite 8 Light Chandelier 737-8MB DIGNXUEMEI XUEMEI Spare Parts GBNM Dynamic AMOLED Material LCD S YAYA2021-SHOP Simulation Tree Artificial Maple Bonsai Fake Plant MOMO Grand Prix 350mm (13.78 Inches) Wood Steering Wheel w/Brush
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Clara Pucci 3.1 ct Emerald Trillion cut 3 stone Solitaire Accent Fevas 10pcs/lot SC10UU SCS10UU SCS8UU SCS6UU SCS12UU SCS8LUU10mm Reebok Men's One Series Speedwick Graphic Tee All Balls Complete Fuel Pump Module for Polaris RANGER RZR 900 X Superdry Core Logo Woodstock T-Shirt Guitar Tuning Pegs 3R-3L Guitar Machine Heads Tuners Gold (Metal YAYA2021-SHOP Simulation Tree Artificial Bonsai Welcome Pine Tre Picnic Set Classic Wicker Picnic Basket Portable Handmade Bamboo Ford Ferguson Implements Parts Manual
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 5 1/2 x 8 1/4-24 Western Sulphite SFI Open End Catalog 500 envel wall-Sculptures Racks Displays Single Monitor Stand Single Mon LIMEI-ZEN Wire Cutters 4Pcs 11 inch Bent Mechanic Equipment Hand Solid 10K Yellow, White or Rose Gold 4mm Round Genuine Gemstone Zodax VERSAILLE Tuberose Refill - CASE of 6 Porcelain Diffuser Flower, Outdoor Curtain, Cosmos Daisy Cornflower Wildflower Dand Dazzlingrock Collection 5.8 mm Round Lab Created Gemstone Natu LCGGDB Space Twin XL Size Fitted Sheet Pillowcase Sets,Planet Veri SanDisk Ultra 64GB MicroSDXC Works for Samsung Galaxy J5 (2 ProSphere Alpha Epsilon Phi Men's Performance T-Shirt (Digital)
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Yanjianhon Dustproof Anti-UV Dashboard Mat Cover Dashmat Pad Sun
1 2 3 4 5 S_HomeStore Roman Tub Faucet with Hand Shower Matte Black Rough Forest Wall Stickers - Large Tree Wall Decal - Wall Decals for N Tablet Cases Great for Samsung Galaxy Tab S6 Lite P610/P615 Esco Thumb Screw, Knurl, 10-32x3/4 L, Pk5-7133SSD=.750SL (Pack of 2) Too Faced Born This Way Foundation IVORY Burciaga End Table, Base Material: Solid + Manufactured Wood, Ad Beethoven: Symphony Nos. 5 Nos. 6 'Pastorale' FRD060H2 IIMAK 2.36" x 984' DC-100 (Wax) Thermal Transfer Ribbon QIANMEI Chinese Lanterns Hanging Lanterns for Decoration|Palace
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 Cosplay-FTW Kpop GOT7 Youngjae Body Pillow/ GOT7 Present: You an MTDWEITOO Child Safety Net Stair Balcony Railing Protector, Pet
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Instrumental Favorites HXRZZG Portable Camping Chair,Compact Fishing Stool Lightweight
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 5/8-11X6 1/2 Carriage Bolt Grade 8 Fully Threaded Zinc Yellow (P ACCL 40Ft Cat6 UTP Ethernet Network Booted Cable Orange, 4 Pack
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: New Ancient Egyptian Goddess Isis Osiris Throne Seated Figurin (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 boaber car Accessories New Crown Decoration Car Steering Wheel C
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).