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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 IGI Certified 14k White Gold 4-Prong Basket Princess-Cut Diamond 7 8 Sandusky Lee EA10171800-07 Extra Shelf for System/Adjustable Mod 100pcs of Power Cord Cable Black 1.5M Goodman 4 TON 14.5 SEER Air Conditioner bundle (GSX140481 CAPF48 12 Packs Kitchen Cabinet Knobs,Scrambled Eggs Pattern Vintage,Pu Gcxzb American Country Big Round Table Tablecloth Fabric Garden
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 LED Flying Direct 120w LED Corn Bulb 15600 Lumens 5000K Daylight 13 Dell PowerEdge R740 8 x 2.5 Hot Plug 2X Gold 6136 Twelve Core 3G
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Jobber Drill,#31,HSS -6 Pack HLWJXS Shelf Kitchen Bathroom Shelf,Perforated Bathroom Rack Sta Panihari Masala Chai Powder - मसाला चाय पाठRexroth New Aftermarket A10VSO71DFR/31R-PUC62N00 Hydraulic Pisto Columbia Men's Bristol Mills Rectangular Sunglasses FGYSFT Christmas Balls Ornament - 6-Pack 8Cm Santa Claus Doll Xm AI-GMJO Pagoda Lantern Outdoor Statue - Solar Garden Lights, wit Four (4) Smoke Shop Feather Banner Flags (Complete Kits) Roma Costume 2pc Loving Nun
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Shop LC 10K White Gold Pink Sapphire Diamond Ring Anniversary Br 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Forteau Etagere Bookcase, Overall Product Weight: 44 lb, Overall Birds Decor Microfiber Blanket Nature Pattern with Cute Birds on Powered by Plants Adult Classic Jogger Shorts Men's Jogger Short PARIKHS Round Diamond Pendant Privilege Quality White-Yellow-Ros FAG N211E-TVP2-C3 Cylindrical Roller Bearing, Single Row, Straig Separatec Men's 7 Pack Breathable Cotton or Bamboo Rayon Separat YG-1 O1 Series Super HSS Spiral Pointed Tap, Hardslick Coated, R Diamond Painting Sunflower Landscape Embroidery Cross Stitch Pai Deebior Compatible with 2007-2013 Tundra Crew Cab Pickup 2007-20 LONDON FOG Little Boys' Toddler Insulated Jacket with Beanie
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Gas Leak Detector 804 Grey Ammonia Gas Detector Digital Display XYSQ Thick Chunky Knit Blanket Soft Lightweight Wave Pattern Dec Aeroskin Full Body Suit Spine/Kidney with Kevlar Knee Pads (Blac Military-historical miniatures WWII Private Border Troops 1941-4 8800mAh Battery Replacement for HP Pavilion DV2001TX Pavilion DV Blues Masters, Vol. 9: Postmodern Blues ZCPCS 41" New Woman Black Brown Thin Skinny Wasit Belt Female St 4.42 CT London Blue Topaz Ring, D-VSSI Moissanite Gold Ring, 10 Kerryshop Night Lights 3D Home Night Light Guitar Shape 3D LED V
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 TH XHome Aquarium Décor Backgrounds Animals Alphabet Pattern Fi 4 Pieces Bedding Comforter Cover Sets Sweet Summer Yellow Polka Gold Butterflies and Flowers Leather Placemat Stain Resistant Pl JIZHU Silicone Nylon Kitchen Utensils Set 8 Pieces Stainless Ste Rexroth New Aftermarket A10VO28DFR/31R-VKA61K68 Hydraulic Piston Mznm Custom 3D Photo Wallpaper Mural Room Zebra Retro Black and 1.17ct Marquise Cut Solitaire with Accent split shank Halo Light Schneider Kreuznach – 1087734 Mptv Classic Soft Filter 1, 4 "x 4 OFFTEK 8GB Replacement RAM Memory for HP-Compaq Pavilion Noteboo ALAZA Vintage Giraffe Spot Art Backpack Daypack Laptop Work Trav
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Fytoo 2PCS 3S 11.1V 2000mAh 5020120 Lithium Battery with Mini Ta
1 2 3 4 5 CarLights360: For 2007-2014 Chevy Tahoe LS LTZ LT Tail Light Ass 14kt Rose Gold 5x3mm Oval Ruby .05 CTW Diamond 18" Necklace Independence Day Coasters for Drinks American Flag Stars Absorbe American Shifter 496901 Shifter Kit (4L60E 8" E Brake Cable Clam zlw-shop Desktop Adjustable TV Stand Desktop Display Hanger Univ Good Things CGSignLab 2470915_bnrm |"Open During Construction -Classic Gold" Sewing Button 10Pcs/lot Rhin Crystal Buckle Sewing Sofa DIY Diam Beard Shampoo and Conditioner for Men, Beard Wash and Conditione
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 Safavieh Vermont Collection VRM102A Handmade Premium Wool Cott Margaritaville Caribbean Steering Wheel Covers for Women Girls
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 American Shifter 424351 Shifter Kit (727 23" E Brake Dipstick Fo Unbekannt Süllwald Women 's Leather Slippers
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 Evans Clear 200 Snare Side Drum Head, 12 Inch YXYH Chunky Knit Blanket Super Soft Chunky Knit Throw Blanket fo
Chapter 13 Neural Nets and Deep Learning PDF Genuine Real Stingray Skin Leather Zip Around Clutch Long Purse Ambesonne Cartoon Storage Toy Bag Chair, Unicorns on Rainbows up
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 HeartSoul Women's 20710 Pitter-Pat Shaped V-Neck Top 20110 Hea 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 Dr. ColorChip Road Rash Automobile Touch-Up Paint Kit, Compatibl 7 8 GDSJEGQM Car Seat Covers Full Set - Hand Drawn Illustration of S Auto Paint Depot Touch Up Paint for Ford C-MAX, Edge, Escape, Ex Caoly Area Rug Plush Carpet Decor Blanket Large Soft Gradient Ti 0.12 CT 3 MM Lab Created Kunznite Pendant, Gold Square Pendant N Lainiere Home Sewing FN3 19" x 3 Yards White Fusible Interfacing
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Bahyuif Dragon Ball Z Goku Unisex Backpack Adjustable Shoulder S 13 Hach A17117A Micro Dist Tube for Ammonia (Pack of 100)
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Niubiyazwl Storage Cubes, 3 Sets of Desktop Storage Boxes, Drawe Rexroth New Aftermarket A10VO45DFR/31L-PSC61K03 Hydraulic Piston Wood Plaque Wall Hanging Sign for Kitchen Bathroom Watercolor Pu Solar Ground Lights Outdoor Waterproof 16 Led Solar Ground Light Outerstuff Teen-Boy's Prospect 1/4 Zip Husqvarna 588452702 Line Trimmer Engine Pulley Genuine Original ProSphere Bethune-Cookman University Men's Performance T-Shirt ( Beer Bottle Cap Holder Beer Cap Rustic Stars and Stripes Design SignMission Designer Series Sign - Reserved Parking Towing Sign
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 States US New Hampshire Garden House Flags Kit Regional USA Amer 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 FURONGSHU Car Carbon Fiber Radio Air Conditioning Console Decora FlashMoto Fairings for 999 749 2003 2004 Unpainted Motorcycle In Bolaseca packed fragrance soft Flags Signs Wholesale Lot 100 3x5 Fire Fighter Department 3'x5 LuxMart Advertising Flag - Durable Polyester Now Enrolling YEL/r Trendy 2.00 CT Heart Shape Amethyst Solitaire Pendant, Purple Fe Eummit Headset Gaming Headset Over-Ear Stereo Bass Surround Soun Comfytemp Weighted Heating Pad, Weightheat XL Electric Heating P CGSignLab 2471536_bnrm |"Super Sale -Victorian Card" Wind-Resist Securitron APS-32D Strike Plate for Model 32D
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 TTXP Wooden Jewellery Box Keepsake Storage Organizer Multipurpos OneHoney Shower Curtain Sets 4 Pieces with Non-Slip Rugs Morocca JYDQM Cotton Knitted Blanket Ball Fleece Blankets for Bed Cover Auart Leiyi-Castor, 4Pcs 3 Inch Swivel Casters, Wheels Replaceme NUIOsdz Peugeot 206 1998-2005 206 SW 2003-2005 206 CC 2004 2005 Rexroth New Aftermarket A10VSO71DFR1/31L-VPC61N00 Hydraulic Pist XingKunBMshop Towel Rack Made of Stainless Steel Towel Rack Towe Christmas Standing Mat Non Slip Kitchen Floor Mats Cushioned Com Black Full-Motion Tilt/Swivel/Rotation Wall Mount Bracket for De
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 TTKDD Natural Bamboo Lantern Pendant Lamp,Retro Japanese Style E QIAOLI Freestand Bathroom Storage Floor Standing Bathroom Storag Jresboen Higher Quality Stronger Wood Sideboard Buffet Storage TouchUpDirect 41/WA8555/GBA Black Compatible with Cadillac Exact Niffler Man's Long Pants All Cotton Sweatpants Drawstring Waist cik89 Full Color Wall Decal Fox Abstract Geometric Living Room B 3D Flower 400 Wall Paper Print Decal Deco Wall Mural Self-Adhesi Roostery Spoonflower Tablecloth, Spring Vegetable Scandinavian C LKDF Clear Vinyl Rectangle Tablecloth Protector Waterproof, Crys H2312-55MM ISK New Adapter
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
American Shifter 367730 Shifter Kit (TH20012" E Brake Cable Dips
1 2 3 4 5 Hippie Costume for Women OliveNation Peanut Butter Baking Chips - 30 pounds Wig Wigs 13x4 Lace Front Wigs Human Hair for Black and White Wom American Shifter 426179 Shifter Kit (FMX 23" E Brake Cable Clamp Premium Plus Step Bumper Compatible with 2013-2016 Nissan Fronti Rexroth New Aftermarket A10VSO71DFR1/31R-PUA92N00 Hydraulic Pist 7/16-14 Heavy Hex Jam Nut Zinc (Pack Qty 1,600) BC-43NHHJ by Sho Guoguocy Motorcycle Cover, Compatible with Motorcycle Cover Duca DRAW BRIDGE AHEAD
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 Industrial Scientific 1810-2764 Equivalent Calibration Gas: 50% Cleveland C98026 - Machine Tap Semi-Bottoming 5/8-11
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Innovative Office Products 8428-124 SWITCH DUAL MONITOR MOUNT PC Round Floral Black Oushak Chobi Oriental Area Rug Hand-Knotted W
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 Westbrass SP6034LWB-62 60 x 34 3-Wall with Left Hand Solid Brass Unisex Backpack And Pencil Case Set,Multifunctional Backpack Com
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: DJASM Ethnic Style Print Men Casual Hawaiian Shirt Lapel Neck St (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 4 CT Octagon Cut Swiss Blue Topaz Three Stone Stud Earrings,14K
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).