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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 Replacement Part for TV LED Array Bars for LG49LF5900 49LF590T 4 7 8 SH-CHEN Pilers, Mobile Phone Repair Tools Kit LCD Screen Opening OEMUSEDAUTOPARTS1.COM-Owners Manual Book Compatible with 2002 Fo LCD Screen and Digitizer Full Assembly for Nokia 7 Plus / E9 Plu EISHOW Womens Hiking Raincoat Hooded Lightweight Drawstring Long to My Daughter Wolf Artificial Leather Placemat, Pu Table Mat, 6
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Puermto Rear Bumper Cover Compatible with 2010-2014 Outback Wago 13 TK Classics High Back Cover Set for MIAMI-03b Sail White
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 SMLZV Boss Chair, Office Chair with High Back Large Seat and Til Bath Mat Set Retrostyle Full Moon Sky 2 Piece Area Rug Set Inclu XJJZS Pearl Bag Strap Belt Handles for Women DIY Messenger Shoul Acrylic Cupcake Holder Stand, Round Cupcake Tower Display Stand, NCAA South Carolina Fighting Gamecocks Beverage Tub L-SHISM Home Wind Turbine Alternative Energy Generators 400W Win YOUSHUQING-US Buttons 4000 DPI Wired Optical Colorful Backlight Eaton-Powerware EX-EXB1000 Compatible Replacement Battery Kit Photo Wallpaper Custom Wallpaper Romantic Cherry Tree TV Backdro
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 KUIDAMOS Lock Body Temperature Not Easy to Break Neoprene and Ny 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 AOUZE Outdoor Rocking Chair, PE Rattan Small Rocking Chair Bistr Backpack Travel Bags Laptop Casual Bag vintage parrot floral flo American Shifter 410491 Shifter Kit (904 12" E Brake Cable Trim JYDress Mens Pinstripe Slim Fit Men Suit 3 Piece Wedding Formal QIAOLI International Chess 20-inch Green Folding Chessboard, Eur LJSF Bathroom Shelf Bathroom Kitchen Shelf Frame Shower Shelves WXQ-XQ Silver 6 inch/ 150mm Digital Electronic King Foot Caliber EMIAOTO 9307Z523B IMV Fuel Pump Regulator eCarpet Gallery Large Area Rug for Living Room, Bedroom | Hand-K ZENITHIKE Air Cleaner Box Assembly Compatible with 2007-2012 Ver
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 ALAZA African Zebra Stripe Art Backpack Daypack Laptop Work Trav 2.32ct Brilliant Marquise Cut Solitaire with Accent Halo Natural Simulation Fur Grunge Car Seat Cover Front Seats Only Full Bucke Adamanta 8GB (1x8GB) Laptop Memory Upgrade for Acer Aspire V 17 Halloween BOO Wreath | Front Door Wreath | Halloween Wreath Car Seat Cover Linen,Flax Breathable Car Seat Covers Full Set - Kunyida Pack 6,18" Unique Ivory White Knit Christmas Stockings S ATP JM-28 Automatic Transmission Master Repair Kit SignMission Designer Series Sign - Parking Space Reserved Sign P
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Design with Vinyl JER 2238 3 Hot New Decals Shopping items Wall Ochoos SCE208 Drawn Cup Needle Roller Bearings(INCH Series) The VideoSecu Tilt TV Mounts Black Tilting Wall Mount Bracket for Pi Golden Age Restoration Tuners for Solid Peghead Guitar with Bell Time Portable USB Personal Neck Fan - Hand Free Mini LED Fan Hea Traykova Store Armbinder LocBig Arm Limit Glove Sleeves Lockable EMPLOYEES MUST WAS HANDS BEFORE RETURNING TO WORK (BILINGUAL FRE JINJUANYAO 2021 Black Motorcycle Bicycle Saddlebag Rear Seat Bac Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4640 v Folding Chair, Outdoor Portable Camping Folding Chair, Beach Cha
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
19x10 Neon Sign LED Lighting - Single Switch: Power Animation
1 2 3 4 5 Jewels Obsession Gold Shamrock | 14K White Gold Shamrock, Clover SJBD-Coaster Top Grade Wooden Chess Set Folding Large Chess Set ESTUCHE CLARINETE FORMA REF. 8415 FSH (Negro/Azul) 37x26,5x20x9 BreaAP Front Bumper Primed Paint to Match Compatible with 2011-2 Womenfocus Cozy Plush Doormats 24x35in, Absorbent Cushioned Kitc Miniot Space Dog Galaxy Square Pillow - Square Decorative Throw ZZI Nordic Bathroom Mirror, European Style Wall-Mounted Bathroom Artificial and Dried Flower Handmade 10 Pces/lot Bridal Wedding FINDAUTO 2Pcs Set Fit for 1998-2001 C-hevrolet Metro Front Inner
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 Clhhsy Custom 3D Wall Murals Modern Retro Flowers Photo Wallpape Hebburn 6'7" x 9'6" Area Rug
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 (50 pcs) 1/2"-13 X 8-1/2", Carriage Bolts, Round Head, Square Ne Heart Photo Necklace Engraved Flower Not Known Gem Inlaid, Gifts
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 MM Round Black Spinel Earrings, Dainty Stud Earrings, Gold Flo 4 x 210lb 2200cc Fuel Injector For Honda Audi Mazda Dodge GM 028
Chapter 13 Neural Nets and Deep Learning PDF LPPYQ Multifunctional Vegetable Cutter Fruit Slicer Grater Shred Among Us Impostor Sssshhhh Youth Size Among Us Tee Shirt Video G
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 MIXZA Performance Grade 128GB Verified for Samsung Galaxy Tab S7 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 HARD EDGE DESIGN Unisex Living In Alabama with Vermont Roots Swe 7 8 NewSSign Lot of 8 White RED DOT Flower Glass Drawer Cabinet PULL ZQDMBH Bath mat Cute Pattern High Water Absorbent Bathroom Carpe PANYFDD Umbrella Stand Holder Rack with Removable Drip Tray Home Whimsical Baby Elephant Balloon Theme - Clouds Stars Stretched zrisic Swan Stone Little Girl Black and White Wallpaper, Living
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Travel Backpack For Women Men Hand Drawn Roaring Dinosaur Vector 13 Aishiteru
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Only One Artificial Ivy Privacy Fence Screen,19.6x118inch Artificial Hedg Elephent Area Rug Non Slip Comfort Yoga Mat Floor Carpet Home De DIELUNY 6pcs 38mm Ceramic Door Knobs Vintage Shabby Chic Cupboar Sound Bar, MEGONG 2020D Split Soundbars for TV 50W 32-Inch Wired KEEPREA Cats Towel Wrap with Dry Hair Cap Headband for Women – senya Windproof Double Layer Folding Inverted Umbrella, Floral P HILASON 5" Western Stainless Steel Horse Mouth Dee Bit W/Twisted OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Dual Gigabit Ethernet Base Board Designed for Raspberry Pi Compu 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Restricted Access Area No Minors Allowed Sign, 24x30 Inches, 3M Evan-Fischer Aftermarket Washer Reservoir Compatible with 2016-2 Heerty Motorhome Safety Door Lock Caravan Wardrobe Lock Toilet B Tail Light Lamp Assembly LH LR Driver Side for 12-14 Ford Focus Rexroth New Aftermarket A10VO45DFR/31L-PWC62K04 Hydraulic Piston American Shifter 419787 Shifter Kit (AOD 16" E Brake Cable Clamp New Genuine AC Adapter for Lenovo ThinkPad 20V 2.25A 45W with Co Colorful, Psychedelic-Style Slim Lightweight Hard Back Shell Pro DIY 5D Diamond Painting by Number Kit,Full Drill Dubai Landscape JYHH Toucan Bird Resin Sculpture Fiberglass Ornaments Home Decor
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Endangered Species Hylopetes Sipora Camping Folding Stool Oxford YIXIN2013SHOP Desktop Fountain Decoration Rockery Water Fountain Forged Dice Co. Metal Dice Set - Polyhedral Dice Set of 7 with D Handle Guard for K-awasaki KLX150 KLX250 KLX450R KDX 125 250 Mot 8' x 10' European Inspired Tibetan Rug - N11554 Doris Leslie Bla Insulated Lunch Bag for Women/Men Sport Basketball Football Leak Arrowmax 10 Pack APM086-K2 Mini Size Shoulder Speaker Microphone HGNN Mayoi Neko Overrun - Nozomi Kiriya 170 x 60cm(66.9in x 23.6 ZYF Walkers for Seniors Rollator Walkers Aluminium Four Wheeled
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Wes and Willy Mens College Hawaiian Short Sleeve Button Down Shi Wall-Mounted Bath Towel Heated Drying Rack, Electric Towel Warme KCMYTONER Compatible Drum Unit Replacement for Brother DR620 DR- YULAN Seam Storage Cabinet 18 cm Plastic Narrow Drawer Cabinet B Head Case Designs Officially Licensed Custom Customized Personal Wake Up Formula, Supplement Taken at Bedtime and Works While You Safco 1857GR Impromptu Machine Stand One-Shelf 26-1/4w x 21d x 2 SantosAtkins Man's Zip-Up Black Jacket Samurai Champloo Sweatshi ZKLL Retro Water Pipe Bar Restaurant Coffee Shop Creative Person XZGDEN Wigs Hair Wig Loose Wave Headband Wig 100% Brazilian Huma
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
PN CSWB-350-12-1-9 CUCMP 350k 90DEG 1/2-1 T UL CSA (Pack of 1)
1 2 3 4 5 Rexroth New Aftermarket A10VSO71DFLR/31R-PUC62K04 Hydraulic Pist Cat Music Round Tablecloth 60inch,Kitten Outdoor Table Cloth Dur Custom Mural Wallpaper 3D Watercolor Green Leaves Cactus Fresco Soup Spoons Ceramic Creative Soup Spoon Long Handle Porridge Spo Obviously I Need You YOUANG LED Solar Color Changing Wind Chimes, Hanging Solar Wind Summer Spring Cotton Thread Tassel Knitted Plaid Sofa Blanket Co Veri SanDisk Ultra 64GB MicroSDXC Works for LG Optimus F3 by San FEIYIYANG Chinese-Style Buddha Statues Zen Sculpture Ornaments O
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 Scitoo Steering Front Sway Bar End Links fit 2001-2005 Hyundai A Daesar Christmas Curtains for Windows, Decorative Curtains 2 Pan
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 HGFG Levers Brake for Yamaha for Xs400e for Xs 400e 1978/1979/19 Rexroth New Aftermarket A10VO45DFR1/31R-PUA61K52 Hydraulic Pisto
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 Mandala Large Wall Decal Removable Sticker Relaxation Yoga Fan S 10' x 12' Contemporary Muted Silver and Blue Flat-Woven Wool Rug
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: N\C Women's Pullover Sweater Long Sleeve Crew Neck Jumper Cable (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 Clhhsy Waterproof and Removable Wall Mural Modern Starry Univers
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).