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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 0.50 ct Brilliant Princess Cut Solitaire Flawless Genuine Natura 7 8 Bonarty Stainless Steel Shaving Soap Cup Bowl, Face Cleaning Sha Home Type 33 Pcs Sugar Cake Decorating Tools Flower Set Plunger Knipex 98 00 16 Open-end wrench insulated 16mm DLYDSSZZ Nordic Simplicity Candlestick Black Ceramic Scented Can Easy Spirit Exposure 2 Women's Boot
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 YXIUER Flamingo Umbrella Creative Cartoon Umbrella Rain Women Fo 13 FlexOVit ZIRCOMAX 4 1/2" X 7/8" 40 Grit Type 29 Flap Disc 10/Box
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 SAFAVIEH Reflection Collection RFT668A Boho Tribal Distressed Li 2Pcs Real Rabbit Fur Skin Pelt Craft Skin Grade Tanned Leather H Patio Chair Lounger Cushion Pad Portable Garden Patio Thick Chai V Berth Boat Bedding - Marina 6 Piece Boat Quilt Cover Set 6PC - AVE11580 - Print amp; Apply Clear Label Dividers w/White Tabs Oritech for RangeRover Sport 2014 2015 2016 2017 Carbon Fiber Ca Oval Sapphire Solitaire Pendant with Trio Diamond (7x5mm Blue Sa LDDLDG Footstool Nordic Ottoman Modern Small Round Foot Rest Sto Shower set Wigs Wig Ladies Handmade Lace European and Wig Sets i
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Romero Britto Luxe Blanket Throw with Floral Artwork Pattern, 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Anti Fatigue Kitchen Mat Set of 2,Red Blue Jigsaw Puzzle,Decorat Kingston 512GB Motorola Moto G5 MicroSDXC Canvas Select Plus Car Ambesonne Graphic Beach Coverlet, Woman with Laptop at Tropic Co ARTINEST Multiple Colors Multi Jade Multi Layer Strand Mala Bead KAWAHATA Colorful Axolotl Pattern Camping Stool Portable Folding Sun Loungers Cushions Zero Gravity Chairs Cushion Retro Seamless 1.44cttw Brilliant Heart Cut Solitaire Flawless Genuine Simulate RDJSHOP Golf Nets Mats,Golf Hitting Net for Kids/Adult Foldable Rexroth New Aftermarket A10VO45DFR/31L-PPA61N00 Hydraulic Piston Metallic Wallpaper - Pale Grass in Sunlight - Dimension HxW: 240
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Surveillance Cameras 1080p Cctv Camera Home Doorbell 3g 4g Ptz I Gray Translucent Chair Roller Mat for Hardwood Floor,Rectangle D XDEEEEEX Blue St Patricks Day Circular Laundry Hamper Bag With H Feelyou Mountain Landscape Fitted Sheet Tree Bedding Set Moose P Valley Forge Flag All-American Series 3-Feet by 5-Feet Nylon US Michael Kors - Zip Around Continental Quilted Leather Wallet - B Gsypo Cushioned Anti Fatigue Kitchen Mat, Trick or Treat Hallowe Unisex Laptop Backpack Red Black Plaid Pattern Classic Tote Shou YXCKG Metal Plant Stand Caddy with Wheels, 35cm Flower Pot Rack
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 American Shifter 378016 Shifter Kit (AOD 23" E Brake Cable Clamp Charm - Sterling Silver - Jewelry - Pendant - Heart Pink Simulat 13-2 1/2 x 1 x .035 x 14N Band Saw Blade M42 Bi-metal 1 Pcs Tiogumg View of The Pyramid Car Seat Covers Front 2 Pack Seats O YIXING 1PC Flamingo Sucker 2 Position Toothbrush Hooks Cartoon S Calvin Klein Volcanic Solid Contemporary Silver 7'9" x 9'9" Area Map|Birdseye View of Deposit, NY|Historic Antique Vintage Reprin 78 Led Full Spectrum LED Plant Crow Light Growing Bulbs Lamp Flo Loose Wave 4 Bundles and 4×4 Closure Free Part Brazlian Remy Hai 192mm American Kitchen Silver Handle TV Cabinet Door handle5""Eu
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Kingston 512GB Alcatel A7 XL MicroSDXC Canvas Select Plus Card V
1 2 3 4 5 XiaoCha© Black Sports Sports Football 3D Self-Adhesive Wall Stic Rexroth New Aftermarket A10VSO28DR/31R-VKA12K68 Hydraulic Piston Qric Telescopic Portable Stool Camping Stool Camping Chairs Port Concise and Practical, 50cm 2 Cups 8 Hooks Multi-Function Kitche QYQCX Floating Lights On The Water, Solar Powered with Remote Co TheGag Fake Lottery Tickets-1000-Scratch Off Cards-Jokes-Pranks- Tech N9ne Car Armrest Cover Auto Center Console Pad Soft Comfort Standard Abrasives 522558, Quick Change TS - A/O Xtra 2-Ply Disc Kitchen Rug Sets 2 Piece Non-Slip Door Mats Rugs, Leopard Patter
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 HJXV Easy Pull Clutch Lever System,CNC Stunt Clutch Lever Easy Feng Shui Mirror Lucky Chinese FengShui Dent Convex Bagua Mirror
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 4PCS/set Carbon Fiber Front Rear Left / Right Car Interior Inner Woman Within Women's Plus Size Microfleece Quarter-Zip Pullover
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 CGSignLab 2468723_5mbsw |"for Lease -Nautical Stripes" Premium B 14K Madi K Teddy Bear Screwback Earrings
Chapter 13 Neural Nets and Deep Learning PDF Flat Round Wood Server Cake Stand with Glass Dome - Turntable fo OFFTEK 32GB Replacement RAM Memory for Microstar (MSI) GS66 Stea
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 Home Table Runner, Hotel Restaurant Table Clothes,Table Cloths H 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 Hsxcci Impeach Biden Foldable Car Windshield Sun Shadefits Winds 7 8 Nike One Women's Power 7/8 Training Tights (Black, Small) ZPTECH Drawer Organizers Plastic Household Bedroom Storage Box U Tiffen 52HFXGK1 52mm Wedding Portrait Filter Kit For 12 EASTMAN HSS STRAIGHT CUTTING MACHINE KNIVES 6" #6E Sewing SHF Female False Pe^NIS, Playful Toys, an^al P^Lug, Pe^NIS Pull
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Advancey Placemats Set Table Runner Set Non-Slip Table Mats Fore 13 CGSignLab 2465842_5mbsw_16x16_None |"Under New Management -Chalk
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 BMGKPRO36L - Professional Inkjet Photo Paper Roll DIY 5D Diamond Painting Kits for Adults/Kids Almond Tree Full Dr foreverjewelryhub 0.50 CTW Cushion Cut Simulated Diamond Solitai KUAIE Transparent Rectangle Tablecloths, PVC Clear Table Cover, Home of the 6mm Extra Thick Yoga Mat, Wolf Print Print Eco-Friendly TPE Exer Computer Tower Holder ATX Case CPU Rolling Stand Rolling Black/W Ceramics Toilet Brushes and Holders Round Toilet Brush Set WC Ba Custom 1/2 CT Certified White Topaz Cluster Trilogy Floral Penda
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Case Crawler Excavator CX80C Midi Workshop Repair Service Manual 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Bench Cushion Cradle Hanging Basket Cushion Swing Cushion Garden Cameron Sino Rechargeble Battery for Sony DCR-HC53E Hookah Set, Shisha Complete Hookah Set,Acrylic Hookah Party Smok Retro Leather 1,2mm Thick Fabric Leather Sheets for Synthetic Le Singar Carpet Hand Made Tufted Persian Carpets Collection with 1 Motivational Quotes Wall Decor - Oscar Wilde - To Live is the Ra Stickman Vinyls STYX Motorcycle Tank Pad TP20 Green Pbldb Romantic Rose Feather Reflection On Water Photo Wallpaper Enclosed Type 300W 5V 60A SE-350-5 Meanwell AC-DC SMPS SE-350 Se Men's Shoes Low Tops Chuck Canvas Shoes Classic Black
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Supermicro Certified MEM-DR416L-CL06-ER26 Micron 16GB DDR4-2666 Mystery Box Electronic Product Lucky Surprise Blind Box Smart Wa Custom Poster Printing 3D Romantic Purple Flower Vine Wall Paint Jabetc Wig Dyed Women's European and Wig Sets in The Middle of T Soundstream HDM-i4 Mobile Link Interface Cables Flower Sunflower Plant Parasol Compact Rain Umbrella RainWind N RVTYR Outdoor Garden Polyester Hammock Portable Wooden Pole Bed DreamController Modded Xbox One Controller Wireless - Control Xb FINDAUTO 8Pcs Set Fit for 2001-2009 V-olvo S60 2000-2006 V-olvo
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 SignMission Designer Series Sign - Charging Station, Electric Ca J Dilla Ipad Air 4 10.9 Inch Case Ipad 11 Case 2020/2018 with Pe ProSphere Providence College Men's Performance T-Shirt (Grunge) Universal Car Steering Wheel Cover,Car Accessories Hello Kitty C "Screws, self-Tapping Screws, washers, Bolts, Nuts" #10 x 3/4" S Kingston 512GB HTC Desire 610 MicroSDXC Canvas Select Plus Card RBS Playful Girl Ceramic Mug, Girly Heart Personality Coffee Cup Dirty Hamper for Clothes Linen Laundry Basket Collapsible Fabric 3D Good Looking 474 Wall Paper Print Decal Deco Wall Mural Self- Dazzlingrock Collection 2.23 Carat (ctw) 10k Round Black White
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Custom Wall Mural Wall Paper Hand Painted Rain Forest Banana Lea
1 2 3 4 5 No Smoking Floor Decals Black Anti-Slip Shape Typography Symbo American Shifter 410628 Shifter Kit (904 12" E Brake Cable Clamp Ravishing Impressions Round Shape Earrings, Sparkling Fire Opal XUNMAIFLB Plaster Ant Nest Ant Tower Farm Castle Water Tower DIY Round Rug for Dining Room Bedroom Autumn Pumpkin Fruits Vegetabl Fujikura Speeder Evolution VII 757 Stiff Shaft + Titleist 913/91 HBIN 2 Pcs Gold Hinges +Screws Iron Decorative Hinges Vintage Wo Bath Rug Absorbent Doormat Welcome Please Seat Yourself Bathroom Pbldb Removable Customize Any Size Fresco Wallpaper 3D Dolphin B
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 07 Suzuki LTA 400 F Eiger Automatic 4x4 used Carburetor Carb Fue Cosmic Wallpaper Leather Place Mats for Dining Table Set of 6,Wa
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 American Shifter 373669 Shifter Kit (700R4 16" E Brake Cable Cla 14k White Gold Halo Princess-Cut Diamond Pendant (1/4-1 1/2 cttw
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 HyGGek Attack On Titan Steering Wheel Cover Neoprene Breathable, 20 Pack - Cosmas 5317ORB-EM Oil Rubbed Bronze Cabinet Hardware R
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: Lapis Exillis: The Stone Is The Grail - An Exploration Into the (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 Rugsotic Carpets Hand Knotted Persian Wool and Silk 8'x10' Area
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).