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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 August Birthstone - 3.25 CT Marquise Cut Black Spinel with Moiss 7 8 Silent Messenger Shriner Holding Child, Gift for Dad Stickers fo Dell Precision 3620 / T3620 Tower - Intel Xeon E3-1280 V5 4-CORE LAOJUNLU Shang and Zhou Bronze Serving Pot with Human Face Antiq Notes On A Purple Background Man Joggers Sweatpants, Close Botto Frankenstein Car Armrest Cushion Vehicle Universal Fit Soft Comf
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 7.00mm A Brand ADO-TRS Stub-Length Coolant-Thru 3-Flute Carbide 13 Puccy Privacy Screen Protector Film, Compatible with Lenovo Thin
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 ProSphere Reinhardt University Men's Performance T-Shirt (Ombre) Black Halloween Wreaths for Front Door Wreath with Artificial Ma Cosplay Costume for Prison School midorikawa hana 6 1/2 x 9 1/2-24 Western Sulphite SFI Open End Catalog 500 envel FengFZ Smart USB Fingerprint Lock Rechargeable Keyless Fingerpri Yasashiku Akaruku Led Flashlight, Super Bright 1200 Lumen Zoomable Water Resistant Artistic Modern Abstract Oriental Area Rug Hand-Knotted Wool Car ZHAN YI SHOP Wireless Desk Fan with Night Breathing Light, USB T
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Pbldb 3D Snow Mountains Stars Wallpaper Decal Dercor Home Kids N 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 CGSignLab 2471874_bnrm |"We Accept Credit -Victorian Gothic" Win 1/10 Carat Round Diamond Heart Pendant Necklace for Teens in 14k Holiday Area Rug Mat for Living Room 6' x 6' Non-Shedding Round InstallerParts (10 Pack) Ethernet Cable CAT6A Cable UTP Booted 3 HELLOWINK Round Area Rugs 6ft, Merry Christmas Non-Shedding Stai Custom Wall Mural Tropical Rainforest Plant Flowers Banana Leave Capel Municipality-Mirage Sand 12' x 15' Rectangle Machine Woven I Wanna Do Hot Shit But I Cant Stop Eating Fat Girl Shit Stemles ZZYJYALG European Glass Outdoor Illumination Light Fixture Conte Elastic Knit Euro-Style Knee Brace w/Viscoelastic Buttress Suppo
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Dell PowerEdge R630 8X SFF 1U, 2X Xeon E5-2650Lv4 28-Core 1.70 G DDSYJ 3D Wall Stickers Spirit Wall Decal Game 3D Sticker Decorat 12 Packs Kitchen Cabinet Knobs,Many Demons Walk Castle Celebrate RXF Lace Front Human Hair Wigs,Short Bob Lace Wigs Human Hair Pr Hand Knit Wool Fleece Lined Long Slipper Socks | Tibetan Socks Home decoration / Decoration Accessories 1 Pair Ceramic Elephant Patiomore 3 Pieces Outdoor Bistro Set Patio Furniture Set PE Bro Laptops PC Monitor Stand LCD Screen Metal Tripod Increased Rack CGSignLab 2465863_absw |"Under New Management -Stripes White" Pr
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Supermicro SuperChassis CSE-815 4-Bay LFF 1U Server with X9DRi-L Silvercartvila Skull And Crossbones Stud Earrings For Girl's In 14k White Gold Freshwater Cultured Pearl Diamond Pendant Charm N Anti Fatigue Mats for Kitchen Floor, Ocean Sea Turtles Vintage W Deebior Compatible with 07-13 Silverado 1500 Crew Cab Pickup 07- Tri-Coat Red Hot Sunglow Touch-Up Paint 1/2 Pint for Harley-Davi Jigsaw Puzzles for Adults 3000 Pieces Puzzles for Adults Beautif NDKMEHFOJ Painting Eiffel Tower Lover Laundry Hamper Baskets Wat Mahr Federal 4336010 1075 R Reference Digital Indicator, MarConn DJASM 12PCS Western Restaurant Napkin Ring Hotel Flamingo Napkin
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
CU CMP 400 kcmil 13/32-1-1/16T UL CSA SHORT BARRELL W/SIGHT (Pac
1 2 3 4 5 New Balance Women's Relentless 8 Inch Fitted Short Giftcraft 662369 Ceramic Nutcracker Salt and Pepper Shakers Set Men's Classic Slip-on Canvas Shoe Fashion Sneaker Casual Walking 3D Leaping Deer 3387 Wall Paper Print Decal Deco Wall Mural Self Table Tablecloth Set - Tablecloth Cover + Backing Cloth, Dutch V Towel Holder, Vertical Double Pole Towel Rack, Desktop Iron Towe Society6 Pesto. Illustrated Recipe. by Lidiebug on Water Bottle 3D Dolphin 4776 Floor Wallpaper Murals Wall Print Decal AJ WALLP ProSphere University of Houston Men's Performance T-Shirt (Gamed
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 Panel Meter; Counter; Elec; LCD; Range 0.00001-9.99999; Cut-Out DWE-Watch Shop Wall Clock Non-Ticking Decoration Living Room Dec
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 American Shifter 455862 Shifter Kit (4L80E10" E Brake Cable Clev LORONA Kids Teens Polyester-Cotton Blend Leaves Navy Blue Patter
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 ERA Paints Automotive Touch Up Spray Paint Kit for Mercedes-Benz Ebros Gift Food Service Head Chef And Waiter Salt Pepper Shake
Chapter 13 Neural Nets and Deep Learning PDF Handmade Chunky Knit Blanket Skin-Friendly Comfy Bulky Throw Bed Tahari ASL Women's Wide Leg Pant
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 CGSignLab 2465162_5absw_24x6_None |"for Sale -Stripes White" Pre 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 [email protected]. 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 PENDAFLEX Hanging File Folder, Std Green, pkg. of 25 7 8 YINGGEXU Telescope 10-180x100 Binoculars Telescope High Magnific American Shifter 502361 Shifter Kit (10" E Brake Cable Trim Kit MGPRO New Replacements Lower Radiator Hose Compatible with Sedan DCLINA 8x42 Bird Watching Binoculars for Adults,Portable and Wat Doormats YUN Non-Slip, Home Business Indoor/Outdoor Mats, Easy t
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Alien 13 Thickened Plastic Horizontal Car Water Storage Tank, Household F
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 LIUSHI Chess Set Portable Chess Board Magnetic Chessmen with Che Mifty Motorcycle Carburetor Carburetor Throttle Diaphragm Vacuum Ant Works Farm Castle Live Ant Nest City Ant House Ant Workshop Duvet Cover Set Queen Size, Thanksgiving Pumpkin on Retro Stipe FGSJEJ Garden Furniture Covers,Outdoor Furniture Cover Heavy Dut Olivefox 5x7 Feet Floor Mat Area Rug, Thanksgiving Orange Lattic HOLO-KROME 06058 1"-8 Allenut Heat Treated Steel - Made in The U (3) 12V 9Ah F2 - UPSBatteryCenter SLA Compatible Battery Set for Vxkbiixxcs-o Wall Shelf, Storage Rack Hook Display Organizer Han
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Hawk Ceramic Front and Rear Brake Pads Compatible for 2005-2005 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Watercolor painting of peacock's head. Bird art. Peacock paintin Open Weekends (18" X 24") Yard Sign, Quantity Discounts, Multi-P Set Screws Square Head - Alloy Steel - Case Hardened 3/8"-16 x 1 SIGOUYI Kitchen Rugs and Mats Set of 2, Green Wave Point Absorbe Kingston GO! Plus Works for LG M210 512GB MicroSDXC Canvas Card 3D Wallpaper Custom Fashion Wallpaper Modern Minimalist Hand Pai Red House Men's Pure Cashmere Pullover Sweater XS Small magFlags XXXL Flag Magadan Oblast | Landscape Flag | 6m² | 64sqf JYMBK Bathroom Rack Bathroom Shelf Wall Mounted Hair Dryer Holde American Shifter 514158 Shifter Kit (PG 12" E Brake Cable Clevis
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Vintage Over-Dyed Distressed Floral Brown Tebriz Oriental Area R Independence Day Coasters for Drinks Red Poppy and White Daisy A JLXJ 28" Extra Large Adults Unicycle - Heavy Duty with Brakes fo For 2012-2015 BMW X1 R1 Concepts Rear Black Zinc Cross Drilled S Christmas Santa Leather Place Mats for Dining Table Set of 6,Was Masterpiece Artist Canvas DR-2432 3D Pro 2-1/2" Deep, 24" x 32", My Hero Academia Yoroimusha Backpack Travel Laptop Backpack Dura Desktop Cat Head Bluetooth Speaker, Stylish Portable Bluetooth S Tablet PC Cover Case WY-2099 for Huawei MatePad Pro 10.8 inch 20
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 ProSphere United States Naval Academy Men's Performance T-Shirt Front Rear Low-Met Brake Pads and Sensors kit Compatible with Me Gatsby Girl Wig CS-YZC with Smart Body Fat Scale Household Bathroom Slip Smart T Farmer in Tractor preparing farmland Photo Wallpaper Wall Mural- Customized Name 3D Cap Hat Barn Hair Running Horse Cap Text Name Accuform, MFXG511XL, 10" x 14" Aluma-Lite Sign:"Fire Department American Shifter 407615 Shifter Kit (TH400 10" E Brake Cable Tri Kastar 3-Pack Battery Replacement for JVC GR-SX160 GR-SX19 GR-SX Youth Bermuda Stripe Polo
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Voupuoda TX630 Acoustic Guitar Strings (.011-.052) 75/25 Phospho
1 2 3 4 5 AURELIOR Abstract Floral Handle Pull, Cabinet Handles and Drawer TouchupXS-for Chevrolet Tahoe 8555 Black Gallon Single Stage Pai QRollator for Nissan Juke Armrest Box for Infiniti ESQ Car Armre Leaves Decor Underwater Backdrop Image Decor Autumn Maple Tree f SYYUN Wall Sticker Wall Sticker Car Movie 3 McQueen Smashed Wall Jewels Obsession Gold 3-D Cork Screw Necklace | 14K White Gold 3 5/16-18 Thumb Screws with Wing Knob - 8 Pcs Yellow Thumbscrews T (10000pcs) 1/4" X 1-1/2", Lag Screws, Hex Head, 304 Stainless St Society6 Isolation by Ia Po on Water Bottle - 12 oz 356 mL - Han
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 Veri SanDisk Ultra 512GB MicroSDXC Works for Zen Mobile ultrafon DEYYA Outdoor Picnic Blanket with Waterproof Backing Washable Fo
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Kunming~ Sea Turtle Grunge Car Seat Cover Front Seats Only Full Happy Halloween Witch House Flag - Dowel Set Fall Trick or Treat
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 ZHIHEHE Faux Leather Fabric Artificial Leatherette 1.2mm Thick V Custom Car Floor Mats for Nissan X-Trail 2008-2013, 2014-2019 Do
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: Vintage Geometric Hamadan Oriental Area Rug Wool Hand-Knotted Ca (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 Casket from Natural Stone 2100
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).