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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 American Shifter 524868 Shifter Kit (4L60E 23" E Brake Cable Cla 7 8 OFFTEK 16GB Replacement RAM Memory for Dell Latitude 7280 (DDR4- Peterson Aran Smooth (606) Fishtail Nationality Austria w/Eagle US Friendship Garden House Flags Kit Full Lace Wigs Philippines Hair Free Part Human Hair Wig Natural Tablet PC Case Bag Sleeves Tablet Case for Samsung Galaxy Tab A
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Women's Summer 3 Pc Pants Suit Dress Suits for Mother of The Bri 13 Personalized Gift - Mom - You Are The World Forever Love Necklac
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Sunflower Decor Collection Fish Tank Sticker Background-Aquarium Body Shop Now Open (18" x 24") Yard Sign, Quantity Discounts, Mu ArtisanStreet's Autumn Themed Design Pour Bottle Soap Dispense Women Gothic Lolita Bowknot Dress Medieval Princess Cosplay Cost Kotton King Luxury Pom Pom Multi Ruffle BedSkirt 100% Egyptian C Vein Infusion Support Thicken Stainless Steel Firm Stable Adjust Prong Set 1.00 CT Solitaire Certified Blue Topaz Drop Pendant, A Heavy Duty 1/2 X Van Garage Shed Door Security Padlock Hasp Set MISC Lumbar Throw Pillow Red Geometric Transitional Cotton One
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Room Darkening Christmas Curtain, Watercolor Xmas Icons Snowman 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 PANYFDD Iron Round Umbrella Stand Household Simple Umbrella Buck Brady 84178, Admittance Sign, (Pack of 15 pcs) Parts Accessories Lighting Voice Vibration System PRO APP Cont Teamery Holiday Area Rug Mat for Living Room 5' x 5' Non-Sheddin 24" Towel Bar Holder Rack Bath Accessory, Oil Rubbed Bronze Towe Ocean Breaking Wave at Sunset Grunge Car Seat Cover Front Seats ZGLYUNDING Wall Clock Retro Pure Copper Wall Clock Living Room M American Shifter 504577 Shifter Kit (4L80E 10" E Brake Cable Cla MGPRO New Replacements Bumper Cover Compatible with Sedan With S SISHUINIANHUA B22 LED Lihgt Bulbs 9Watt A60 60Watt Incandescent
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Tropical Hawaiian Plant with Blue Flowers Washed Microfiber 3pcs Snowflake Waterproof Gazebo Curtains, Bokeh Style Background wit 55GSM - Shrink Wrap 3 1/8 x230 Feet Clover Station Thermal Paper Hilitand Daily Waterproof 10X Magnification Binoculars, 5.6° Fie Wall Murals,Custom Photo Wallpaper Mural Small Fresh and Elega Clubs 8 Leather Table Mats Set of 6 Washable Non-Slip Placemat f Binoculars 4X30 Beginners Telescope Handheld for 2-4years Old Ki Zelerdo 3 Pack Carboy Carrier Carboy Strap, Fits 3 to 6 Gallon C Diamond2Deal 10K Yellow 4 mm Half Round Comfort Fit Light Weddin
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 East-West Emerald-Cut Peridot Solitaire Pendant (10x8mm Peridot) ALOMIN 10/20pcs M3.5 M3.9 M4.2 M5 M5.5 M6.3 Black 304 Stainless SHJKL Bathroom Carpet Mats, Non-Slip Microfiber Bathroom Carpet PNdeid Love Santa Claus Leather Place mats for Dining Table Set The Simpsons Animation Camping Stool, Folding Samll Chair 12inch Replacement Value Fuel Pump Hanger Assembly HKS (14007-AN003) Fuel Pump Dell PowerEdge R630 8X SFF 1U, 2X Xeon E5-2683v4 32-Core 2.10 GH Gwewei4df Women Plus Size Tops Christmas Three Dwarf Print Sweat HIRZL GRIPPP FIT – Men's All-Weather Golf Glove (White/Black) |
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Black Hand-Stitched Non-Slip Comfortable Leather car Steering Wh
1 2 3 4 5 Aspen Additions : HH Remy 3/4 Wig Mono (#CHP-017) (88B) 30 Pack Probrico 5 Inch Cabinet Pulls Polished Chrome Zinc Alloy Zjxxm Wallpaper 3D Tropical Plantain Hummingbird Hand-Painted Wa Bamboo Coasters 12 Packs Kitchen Cabinet Knobs,Seamless Pattern with Cute Corgi SXYY Armrest Box for VW Polo Retrofit Parts Storage Box Car Acce Rug Pad Bottle of Water with Reflecting Shadows Lying on Blue Ba Heart with Cat Face Necklace Jewels Obsession Silver Angel Necklace | Rhodium-plated 925 Silv
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 Tractor Fun Farmer For Men Rancher Old Vintage Antique Farm Cupt Johndro Family American Gift Coffee Mug
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 HQLCX Creative American Ceramic Coffee Cup Set With 4 Dish Spoon Clhhsy Bedroom Decoration Painting Custom 3D Mural Wallpaper Han
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 Customized Name 3D Printed Cap Hat Horse Drops Water Classic Cap Floral Wedding Band, September Birthstone Ring, 1/4 CT Blue Sapp
Chapter 13 Neural Nets and Deep Learning PDF VISLINDU Crop Hoodies for Women Teen Girls Cute Letter Printed P Hptmus Rabbit Litter Box Toilet - Pet Litter Corner for Small An
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 925 Sterling Silver Natural Opal Sapphire Womens Antique Ring 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 Men's Pennis Vacuum Pump Men's Pennis Vacuum Pump Pénǐs Water 7 8 Fireproof Document Bag (Black) Fuxwlgs Keychain New Lovely Resin Animal Pet Dogs Key Ring Keych Laundry Basket with Rope Handle,Tropical Floral Leaf Black White Case for Ipad Pro 12.9 Fried Egg Protective Case Cover for 2020/ Yulin End Table, Features Beautiful Unique Design, Top Color: Bl
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Airgas Stainless Steel Ball-Type Check Valve with Viton-A O-Ring 13 Wincraft Mickey Mouse and Donald Duck Best Friends Forever Bath
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Jandawe Genshin Impact Amber Cosplay Characters Outfits Hallowee End Grain Wood Knobs 1 inch, Pack of 1000 Unfinished Small Woode Stainless Steel Triangle Oil Pot Kitchen Soy Vinegar Oil Bottle YAZXHJAZ Backpack with USB Laptop School Backpack Travel Bag 17 New Family Trolley, Portable Grocery Shopping Cart, Foldable Two HUIXINLIANG Electric Callus Remover,Rechargeable Electronic Foot FSJIANGYUE Candle Holders for Living Room Geometric Round Wall M Set Screws Square Head - Alloy Steel - Case Hardened 7/8"-9 x 2- Hynix Original 16GB (1x16GB) Laptop Memory Upgrade Compatible fo
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Backpack Retro Red Love Letter Heart Pattern size: 11.5x8x16 inc 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Rexroth New Aftermarket A10VSO71DRG/31R-VKA12N00 Hydraulic Pisto DIY 5D Diamond Painting Kit Embroidery Cross Stitch Arts Craft C Vol. 2-Utau Harmonica (Mini Lp Sleeve) Yo-Shi 3d Print Backpack For Travel Laptop Book Bag Daypack For Replacement For Mercedes Benz Slk-class Year 2010 Front Side Mar FEIYIYANG Monitor Mount Stand Monitor Mount Stand Wall-Mounted S ZHFRC Curly U Part Wig 2 4 Middle Side Part 180% Hair Wigs for Ochoos NA4919 4544919 Needle Roller Bearing 95x130x35mm Yxsd Fabric Storage Boxes Collapsible Storage Cube Foldable Stor KUANDARM Outdoor Storage Cabinet Waterproof Plastic Storage Box
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 GASOLINE (BILINGUAL SPANISH) SHF Women's Playful Toys, Simulation Mini Pe^NIS Yoga Belt LAOJUNLU Bronze Inscription Square Vase During The War and Han D Color Fish Mandala Laptop Backpack School Bookbags Daypack Kids Yellow Pineapple Blue Sea Placemat Table Mats Set of 6 Waterproo Rexroth New Aftermarket A10VSO28DFLR/31R-VKA61K52 Hydraulic Pist Genuine Chrysler 55056006AE Top Cowl Panel Cali Crusher Homegrown 2.35" Standard 4 Piece Hard Top - Custom (Front+Rear Kit)(High-End) 4 Cross-Drilled Disc Brake Rotors + 8
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Express Medals 1 to 50 Packs Hockey Bronze Medal Trophy Award wi YUHUA-SHOP1983 Ladies Womens V-Neck Blouse Sashes Casual Fall La Diamond Painting by Number Kits Carp Lotus (100x220cm/40x88in) F Beer Blast White Hawaiian Shirt Watercolor Florals Area Rug Carpet Doormats Nursery Rugs Kids Pl LinnaLove Heart Medical Alert Bracelet for Women Fashion ID Jewe Tabic Traditional Brass Barometer and English Oak Mount, Heavy L HARD EDGE DESIGN Girl's Youth American Grown with Ivorian Roots Ionic Hair Dryer Beautiful Seamless Background Pattern Made of C 5x8' Maryland Flag, Durable All-Weather Nylon, Reinforced Fly En
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
LFDSBLJ for Kia Soul, armrest Box Accessories car-Styling USB St
1 2 3 4 5 T TOVIA Cordless Hot Glue Gun Rechargeable USB, Wireless Lithium Brute Networks SFP-10G-SRL-BN - 10GBASE-SR 100m 850nm SFP+ Trans Xkun Anti-Slip Anti-Fall Elderly Stable armrest AIRMARK 4PCS Set Shower Curtain,Toilet Lid Cover Sets with Non-S Dragon Sword 3PCS Bed Sheet Set Carrot Printed Microfiber Comfor 14K White Gold 1/8 CTW Diamond Stackable Anniversary Wedding Ban NiuZi Men's Fashion Slim Fit Suit 3-Piece Business Jacket Vest starfun Kobayashi-san Chi No Maid Dragon Tooru Toru Dress Cospla Amparo
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 Kids Vitamins Chewable 9 Multivitamins4 Minerals for Kids Child Painting by Number Kit DIY Oil Framed Canvas Paint-Ombre Gradien
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 LATICRETE HYDRO BAN LINEAR DRAIN 32" TILE IN Chunky Knit Blanket Knit Blanket Throw Chunky Handmade Cable Bul
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 Mo-dest Mo-use Adult Unisex backpack Girl Boy Man Women Cute Ani OE Replacement Direct Fit Brake Kit Compatible for 2012-2013 GMC
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: This Device Powered by Several Sources Sign, OSHA Caution Sign, (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 Z ZREE 2021 Newest Led Pool Light for Above Ground Pools,Upgrade
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).