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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 2 Pcs Vintage Industrial Shelf Bracket Hanging Wall Hardware, Wr 7 8 Delfield 359-411-0003-S 13 X 25 Louver Muscle Pump Testosterone Booster - German CREATINE - 100% Pure M JD-ESSMO Army Green Flock Heat Transfer Vinyl HTV Sheet T-Shirt ZEFS--ESD Garden Tool- Iron Wire Hanging Balcony Flower Pot Brac SJY Steering Wheel Cover Steering Wheel Covers New Crown Decorat
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Saturday Night Live Women's Spartan Cheerleader Costume 13 Wall Murals for Bedroom Custom 3D Silk Mural Wallpaper for Kids
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Semler Women's Ria Loafers L-Lysine Monolaurin Immune Supplement | 1:1 Ratio for Immune Sys Bach: Concertos Pour Clavecin Skinit Decal Gaming Skin Compatible with Nintendo Switch Bundle RedlineGoods Shift Boot - DSG Transmission Compatible with Audi 18k Gold Princess-Cut Diamond 4-Prong Solitaire Pendant (1/5-1 c MIOAHD Car Dashboard Cover Pad Carpet Anti-UV,fit for Volkswagen Upstage Hand Tied Monofilament Lace Front by Raquel Welch Wigs,R Jewel Zone US Champagne White Natural Diamond Double Flame Dro
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Personalized Monogrammed ID Tags for Backpacks, Custom Kids Tags 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Trillion Aquamarine Dangle Pendant with Diamond Accents (6mm Aqu jidan Bean Bag Liner 7ft Cover,(No Filler) Durable Comfortable C Finejewelers 7 Inches Ankle Bracelet 14 kt Yellow Gold J. J. Johnson: Goodies Genuine Hyundai 79440-2D000 Door Hinge Assembly, Lower Right Round Mirror Circle Black - Circular Mirror 20 Inch Metal Framed Pure Love Music Legs Women's Deluxe Hatter Hottie Costume MINGMIN-DZ Mural Decoration Nordic Gold Wrought Iron Shelf Hangi Philips OneBlade Replacement Blade - Pack of 2 - QP220/50
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Tataku: The Best of Kodo Vol.2 1994 - 1999 VioletLisa New Replacements Front Bumper Primed Paint to Match C sillervan Anti Fog Spray Portable Anti Fog Treatment Durable Eff Auto DN 2X Inner Steering Tie Rod End Compatible With Toyota Seq Gunpowder, Treason Plot (2004) ( Gun powder, Treason and Plot Zjxxm Custom Any Size Sticker 3 D Floor Tile Ground Floor Bathro Cinch Apparel Mens Modern Fit Red Print Long Sleeve Buttondown Rexroth New Aftermarket A10VO45DFR1/31R-VPC11K05 Hydraulic Pisto Mighty Max Battery 12V 9Ah Battery Replaces APC 400, 420 Alarm S
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Canon RF 85mm f/1.2L USM Lens + 32GB Card + Pixibytes Essentials WJDWJ 1PC Adjustable Screen Top Shelf Display Shelf Computer Mon Cushioned Anti Fatigue Kitchen Mat, Happy Halloween Haunted Hous Screws 50Pcs/lot Tornilleria 5mm Nut M5 Dia 5mm Hex Nut Nuts DIY Dhop Pak Persian Racheal Red/Gold Wool Rug - 8'2'' x 10'4'' XIZHOUCUN Desktop Glass Flowerpot Light Bulb vase with Retro Sol Cosmos and Universe Stars Outdoor Round Tablecloth with Zipper a ZWYSL Flat Sheet, Soft Poly Cotton Flat Bed Sheet Bedding Single Decal Stickers Multiple Sizes Churreria Donosita Red Blue Bar Re 2PCS Cute Cat Bowls,Silica Gel Raised Cat Bowls,Elevated Cat
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Attack on Titan Bedding Queen Set Comforter Set Attack on Titan
1 2 3 4 5 Xkun Bathroom Bathroom Bathroom Stair armrest Anti-Scratch 1.58ct Brilliant Round Cut Solitaire Flawless Ideal VVS1 Simulat ZKS-KS Dirty Clothes Basket Dirty Clothes Storage Basket Folding Men Speedy Wheelchair Restroom Sign - NY/CT - Blue/White (2 Unit Black Bow Jewelry Sterling Silver Alpha Phi Medium Pendant Neckl Silverware Set, 30pcs Dinnerware Stainless Steel Set Cutlery Kni Best Grandpa Ever American Flag Water Polo Soft/Cozy Sweatpants Plutus Brands The Beautiful Wood Metal Foil Box (Set of 2) InterestPrint Decorative Four Leaf Clovers Hawaiian Looser-Fit S
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 Ebros Fantasy Autumn Fall Forest Fairy in Orange Gown with Pet O Guitar Pickups DIY Guitar Kit Alnico 5 Magnet Pickup Neck Positi
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Sew-link Quilter's Hoop 150x150mm (6Inch x 6Inch) for Viking Des Micro 100 Ball End Mill, 0.0100" Milling Dia, Number of Flutes:
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 Pbldb Removable peelable Custom 3D Murals,Parks Autumn Bench Tre Rexroth New Aftermarket A10VO71DFR/31R-VRC42N00 Hydraulic Piston
Chapter 13 Neural Nets and Deep Learning PDF States US California Garden House Flags Kit Regional USA America HISQIM Steel Toe Shoes for Women Men Lightweight Air Cushion Wor
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 5D DIY Diamond Painting Kits Square Full Drill Diamond Arts Set 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 soarflight Outdoor Climbing Double Shaft Double Pulley, Heart-Sh 7 8 Advancey 4 Pcs Duvet Cover Merry Christmas Vintage Red Car with PT Coupling Progrip PM Internal Expansion System Series 30WPMCS 2021 Portable Electric Massagefor Men Man Sexy Toys for Men Pros Natural Diamond Solitaire Pendant Necklace 0.25 Carat Diamond Se 3D Custom Wall Sticker Dream Water City Flooring Painting Photo
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 COLORSUM 2 Piece Non Slip Kitchen Mat Set Happy Halloween Pumpki 13 Decal Stickers Multiple Sizes Snap Accepted Here Black Industria
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 YQSHYP Bathroom Towel Rack, Stainless Steel Double Layer Tower H Spectrum Appliance Pull Brushed Satin Nickel - Top Knobs 12" Len Printer Spare Parts for Yunton Opc Drum for Sharp Ar355 Ar455 Ar ALILIPAIYA Tropical Plants Exotic Flowers Laundry Baskets with H Women's Autumn Jeans European and American Style Classic Embroid Shreem85 Wig Dyed Long Curly Hair Ladies in Europe and America W Spring Blue Butterfly Laptop Backpack For Business Daypack ​wi 1.94ct Marquise Baguette cut 3 stone Solitaire with Accent Natur Fill light ZHAOSHUNLI Led Mobile Phone Self-Timer Light Lamp Pho
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Bathroom Stainless Steel Towel Rail Rack Holder 4 Swivel Bar Wal 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 DEPLEE Wooden Puzzles for Adults Elephants Wooden Jigsaw Puzzles Travel Pillow, Color cotton U-shaped pillow that can accommodate YFQHDD 2PCS Womens Chic Reading Beaded Glasses Chain Eyewear Cor OFFTEK 1GB Replacement RAM Memory for Gateway 4542GP (PC2700) La Italian Hand Crafted Inlaid Olmo Wood Musical Jewelry Box Plays Modern Simple English 3D World Map Photo Wallpaper Printing Mura ZXDHNS Wall Murals XXL - Beautiful Girl Back View Self-Adhesive Ambesonne Celestial Bedspread, Horoscope Virgo with Sign and Abs Energie NOVICA Sun and Moon Bronze Wall Mounted Mirror, Metallic, Cuzco
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Seat Covers for Car Universal Full Set Faux Leather Automotive V ZOMOY Long Floor Mat Carpet,Chinese Architectural Oriental Pearl Gem Stone King 1.53 Ct Round Yellow Lemon Quartz Black Diamond 1 Womens Pullover Hoodies SweatshirtsFor Teen Girls Cute Printed L Rockport Women's Daisey Slipon Loafer CHENXU Garden Statues and Sculptures Outdoor Statues Garden Orna Ichiias Leakage Alarm Water Detector, Water Sensor, Security Wat Cisco UCS B260 M4 2-Bay SFF Blade Server, 2X E7-8890 V3 2.5GHz 1 ZDFDC 3 Layers Triangle Shape Anti-Rust Corner Storage Shelf, Di
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Ultra-Slim Black Adjustable Tilt/Tilting Wall Mount Bracket for QZMX Garden Cushion Soft Memory Foam Square Cotton Square Cushio Zenli 3 in 1 Learning Foldable Gift Toy Beginner Portable Backga White Musical Note Black School Backpack Kids Bookbag Set with L Bassett MSE-4B Series Solid Carbide General Purpose End Mill, Ti Jewels Obsession Silver Cross Necklace | Rhodium-plated 925 Silv Large Area Rug for Living Room, Bedroom | Hand-Knotted Wool Rug Romantic Night Fantasy Full Moon - 1000 Jigsaw Puzzles for Adult Hair Removal Wax Bean, Easy To Operate Hard Wax Bean Good Film F 1/4 CT Created Tsavorite and Diamond Snowflake Earrings (AAAA Qu
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Hot Home Office Desk Corner Computer PC Writing Table WorkStatio
1 2 3 4 5 Rexroth New Aftermarket A10VSO71DFLR/31L-PWA61K40 Hydraulic Pist Messenger Bag Computer Laptop Bag - Flower Orchid Briefcase Men Vitantonio MY BOTTLE BLENDER with MILL VBL-300 (Silver × White) 3.40ct Princess Cut Pave Solitaire Accent Red Simulated Diamond JOELLE STORE Pets Tossed Faded Mischievous dogss Blue 100% Cotto Smart Phone Long Distance App Bluetooth Control Sex Toys App Con Male Masterburbator Realîstîc Sleeve 3D Realîstîc Blowjob Suckin Scatter Kindness Wine Tumbler Inspirational Motivational Quotes DAS LEBEN Portable Folding Camping Chair, Compact Ultralight Fol
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 Flexovit 14" X 1/8" X 20 mm Specialist DUCTILE 24 Grit Aluminum YANGHONDD Deity Anubis Resin Art Crafts Figurines Office Desktop
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Carriage Bolts Round Head Square Neck Full Thread A307 Steel Hot HWCUHL Art Wall Mural – Self-Adhesive Canvas Wall Stickers Angel
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 ZOMOY Long Floor Mat Carpet,Canine Breeds Bulldog Chihuahua Sibe UXZDX Kitchen Stainless Steel Seasoning Containers Spice Jar Spi
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: 9'x11'9" Green Hand Loomed Variegated Text Design Wool Transitio (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 Achysj 304 Stainless Steel Towel Bar Single Towel Rack for Bathr
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).