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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 GEMS-WORLD Beads Gemstone 311 Carat-AA-Aquamarine Faceted Large 7 8 ADHW Bedside Table Modern LED Lighting Nightstand 2 Glossy Drawe Dell PowerEdge R630 8X SFF 1U, 2X Xeon E5-2690v3 24-Core 2.60 GH GPPZM Handheld Fan, Mini Portable Fan, Speed Adjustable USB Rech Durable American Table Tablecloth Dustproof Rural Rectangular De Beautiful World
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Arrowsy Kids Desk and Chair Set, Children Study Table, Height Ad 13 Sunset Projection lamp, 180 Degree Rotation Sunset lamp Projecti
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Girls Cardigan Sweater Autumn Children Cotton Knitwear Baby Top 2.1 ct Brilliant Heart Cut Solitaire Rope Twisted Knot Stunning MEVIDA Window Curtain Rod, No Drill Tension Shower Curtain Rod D Engine Fuel Pump Sending Unit Module Assembly Compatible with KnBoB Women Tourmaline Necklace Teardrop Shape Red Pendant Neckl QREZ LED Strip Lights 5M/16Ft, Smart WiFi APP Control RGB 5050 T Puella Magi Madoka Magica Blanket Ultra-Soft Flannel Blanket All GPPZM T Shirt Men Casual Solid Color Simple Long-Sleeved O-Neck Cuteam 1 Pair Drum Sticks, Luminous Teardrop-Shaped Instrument S
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Uni-Prawn in Space Black Placemat Leather Table Mats Set of 6 Ea 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Home Kitchen Storage Sealed Jar Food Storage Box With Lid 6, Pre UWLIFE Fruit Pineapple Theme School Backpack for Boy Girl Kids C TRN 1-4810, Isolated DC/DC Converters 36-75Vin 3.3V 300mA 1W Iso JUILE YUAN Elevated Cat Bowl - Ceramic Tilted Elevated Raised Pe Ceramic Coasters 8 Pieces with Cork Base, Absorbent Drinks Cups WCBING Hallway Runner, Colorful Pattern Rug, Non-Slip Backing fo Ansyny City Scenery 3D Wallpaper for Living Room Study Room Back Diamond Painting by Number Kits Full Drill Large DIY 5D Diamond ACCTSY Love 925 Sterling Silver Large Zirconia Heart Pendant Nec Sunset Wading Birds Book Bag Lunch Bag Combination Universal Bac
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 PAINTSCRATCH Touch Up Paint Pen Car Scratch Repair Kit - Compati French Sweet Floral Tank Strap Dress in Summer Tops Korean Sexy CAUTION LOCKOUT FOR SAFETY Children Anime Hunter X Hunter Hisoka Killua Bedding Set 3D Anim Arch Memory 4 GB 240-Pin DDR3 UDIMM RAM for HP Pavilion Elite HP Savory Saltine Seasoning, 1.4 Ounce, Classic Original, 2 Pack .3 Customized Name 3D Cap Hat Dinosaur Classic Cap Text Name Custom HUIJK Large Music Forest Wall Sticker Home Decor DIY Bedroom Kid American Shifter 494147 Shifter Kit (8" 518 E Brake Cable Clamp
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Durable Travel Laptop Backpack, Water Resistant Computer Bag Gif Replacement For Chevrolet/Chevy Equinox V6 3.0l 615cca Side Mark TANGADYL 10x42 Binoculars for Adults Kids, Portable High Power B Stepping Motor, long service life Stepper Motor pure copper dura Monitor Risers Computer Monitor Riser Stand, Monitor Riser with YIE 4PCS Patio Rattan Ottoman Cushioned Seat Foot Rest Coffee Ta Free Standing Wine Rack Countertop Wine Bottle Holder 7 Bottle L FVGKYS Wall Decals Art 3D Custom Poster Mural Steppe Animal Leop MOVTBA Folding Stool Folding Stool Portable Sweet Fashion Cool F Contemporary Home Living Autumn Glows l Mirror Frame Wall Art Ha
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
CLYZ 5-Tier Ladder Shelf Home Bamboo Leaning Bookshelf Ladder Bo
1 2 3 4 5 TTKK TENGKEJPN High-Waist A-line Skirt Women's Striped Stitching Silver Tiny 7x8mm Turquoise Chip Horseshoe Horse Studs Stud Earr LIMEI-ZEN Wire Rope Swager Fishing Hand Crimped Fishing Crimping MuswannaA 3 Piece Bathroom Rugs Set Bath Mat Retro Yellow Gray G Jewels Obsession Gold Teddy Bear Necklace | 14K White Gold Teddy Saucony Women’s Spitfire 4 Track and Field Shoe, Purple/Pink YellowMaps West Point NE NE topo map, 1:24000 Scale, 7.5 X 7.5 M Scalloped Frame Oval Opal and Diamond Halo Pendant (8x6mm Opal) eCarpet Gallery Area Rug for Living Room, Bedroom | Hand-Knotted
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 Demon's Cycle 16" Black Meathook Ape Hanger Fully Built Motorcyc 8 X 8 X 5 KRAFT CAKE PIE BOX
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 ATMASDO Car Accessories Shift Paddles Steering Wheel Shifter Ext Dell Precision 7910 / T7910 Tower - 2X Intel Xeon E5-2687W V3 10
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 UNDECONTROL Low Profile Foldable Cordura Durable Baseball Cap Cy Unisex Lovely Lightweight Laptop Bag College Bookbag Motionless
Chapter 13 Neural Nets and Deep Learning PDF Men's Hooded Shirt Black and White Plaid Print Cardigan Spring a Rexroth New Aftermarket A10VO45DFR/31L-PUC12K52 Hydraulic Piston
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 Stsmcl Swimming HD Electric Plating Waterproof Anti-Fog Mirror ( 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 Diamond Painting Kit Large Size Full Drill,Abstract Feng Shui Ko 7 8 Fujikura Motore X F1 7 Stiff Shaft + Taylormade R11 Driver Tip + Guitar Parts Machine Tuning Peg Tuners 3R3L for Acoustic Electri Frosted PVC Chair Mat for Hardwood Floor,Kitchen Nightstand Pl Diamond Painting by Number Kits Moon Animal 80x220cm Full Drill DIAOD Men's Holiday Casual Beach Floral Printed Hawaiian Shirts
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Demon Slayer Car Windshield Cover Nezuko Kamado Sunshade to Keep 13 For Toyota Tacoma Front Bumper Bracket 2005-2015 Passenger Side
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 West Mountain Baby Goat Wall Decal Art Decor 3D Smashed Animal S Nylon Drum Stick Drum Stick Professional Durable for Practice fo American Shifter 375680 Shifter Kit (727 23" E Brake Trim Kit Fo Interperta a Jose Alfredo Jimenez Zjxxm Continental Wall Paper Black and White Three-Dimensional D Noori Rug Balochi Therese Navy/Lt. Brown Rug, 5'1 x 9'1 3-Pack Compatible DL-410 Laser Drum Unit Used for Pantum P3012 P Aoutecen Drinkware, Tea Set Ceramics Kung Fu Tea Cup Beautiful f OFFTEK 32GB 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 JUND for 2011-2016 F-250 Super Duty 2011-2016 F-350 Super Duty F 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Motivational Quotes for Men Wall Decor - Oscar Wilde - With Free HC Lighting - LED Plug and Play Fluorescent Replacement Ballast PDDUU Vintage Hall Chandelier Church Decoration Candle Chandelie Geometric Colorful Printing Sofa Cover Elastic Slipcovers Anti-D UIOP 4Pcs Stainless Steel Travel Cups Portable Outdoor Camping C 14kt Yellow Gold Round Diamond Bridal Wedding Ring Band Set 1/2 Amymami Beer Bar Sense 17inx14in Beer Bar Neon Sign Light Man Ca LIYOUPIN BBQ Barbecue Tool Set BBQ Grill Tools Set Utensils Stai ZXHStore Chinese Zen Sitting Buddha Statue Patio Courtyard Balco WSZJJ Compartment Storage Box Wicker Rattan Basket with Cover Su
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 CGSignLab 2467977_bnrm |"Christmas Sale -Classic Gold" Wind-Resi Cluster Diamond Cushion Double Halo Pendant in Two Tone in 14K W LZYY Automotive Armrests for Chery for Tiggo 3X Car Armrest Box SYHML-SHOP Lathe Boring Bar Turning Tool Holder Set SNGR10K07 SN 60 Laser Cut White Acrylic Blank Round Discs Smooth Edge Transpa Tree Family Charm Pendant Chain Necklace Adjustable 16" to 18" ( Casual Athletic Socks Funny Cotton Crew Adult Teen Long Socks On MonMount Curved Dual LCD Freestanding Monitor Stand Up to 27-Inc Feelyou Girls Cartoon Fantasy Unicorn Quilted Coverlet Magical A
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 JAPANESE TV DRAMA The Guardman Season 1 (1966 version) 3 [DVD] ( Replacement For Part-0621-651 Decal,hood-lh (lxr Grn) Pbldb Removable Wallpaper 3D Beautiful Garden Cherry Tree Vine C Amoro 18kt White Gold Diamond Pendant (0.38 cttw, H Color, SI1-S DIY 5D Diamond Painting Kits for Adults Kids Full Drill Large Si CHRISTIE QUINN Dino Dinosaur Dinosaurus Camo Camouflage Messenge Blue Diamond Growers - Almond Breeze Almond Milk Unsweetened Ori Room Metal Wall Clock Bedroom Quiet Iron Clock Home Metal Wall W Ocean Party Duvet Cover Full Size Thanksgiving Happy Fall Y'all Squeeze Bottle,Condiment Squeeze Bottles,Plastic Squeeze Bottles
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Dell PowerEdge R630 8X SFF 1U, 2X Xeon E5-2683v4 32-Core 2.10 GH
1 2 3 4 5 KEANCH Rattan Furniture Covers Heavy Duty Windproof Outdoor Tabl Lingwu Steering Wheel Cover, Universal 15 Inch Auto Car Steering 251120 1200LL Upper Control Arms Lift C10 8187 Balljoints/Cross LYRFHW Nursery Balcony Decorations Fence Net/Children's Staircas Madeira House Coimbra XVII Century Pottery Hand-Painted Ceramic Floor Lounger Adjustable Floor Chair Tropical Pattern with Anima Diamondere Natural and Certified Gemstone Necklace in 14k White Wallpaper Murales 3D Wallpaper Watercolor Plant Flowerpot Geomet 3 Wedding Bells with Ribbon Wood Inlay Ivory 36 Note Musical Jew
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 Man-Made Thatch 58 Simulation thatch (Color : Yellow d, Size : 3 Portrait of Many Pugs Leather Placemat Stain Resistant Placemat
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 3x5' Hawaii State Indoor Flag Set with 3x5' United States Indoor Lenox Tuscany Classics 4-Piece Bar Tool Set, 1.05 LB, Metallic
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 Unknown1 Shower Linear Drain 32 Inch Square Checker Pattern Grat CoolooC Jumpsuits for Women Hoodie Long Sleeve Bodycon Black Paj
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: Kiryu Coco Anime Backpack Multipurpose Business Bookbag Laptop B (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 Vintage Style Diamond Halo Pendant with Milgrain Detailing in 14
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).