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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 Golden Retriever Dog Laptop Backpack For Adult Daypack ​with U 7 8 SHENYF 1pc 1-1/8" Vacuum brazed Diamond Dry Drilling bits with 5 Davitu Electrical Equipments Supplies - 100pcs/lot BNC Four Fema Tu-ne Sq-uadLarge cold storage bag lunch bag camping ice bag air Vinyl Banner Multiple Sizes Pumpkins for Sale Halloween Business Standard Abrasives 645027, Type 27 Flap Disc, 4-1/2" x 7/8" AH,
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 HUIJK Cascading Bowls Fountain LED Lights Outdoor 25 Inch High P 13 SHUCHANGLE Universal Couch Slipcover - Abstract Marbling Printed
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 QAIYXM Mini Binoculars for Adults and Kids,10X25 HD Lightweight Komatsu Bulldozer D32E/P1,D38E/P-1,D39E/P-1 Workshop Repair Serv Dell Precision 7910 / T7910 Tower - 2X Intel Xeon E5-2687W V3 10 Body Side Trim, 6PCS Body Side Trim Stainless Steel Auto Modific "Screws, self-Tapping Screws, washers, Bolts, Nuts" 6-32 x 1-1/4 Solid 14k Yellow Gold Blue CZ Cubic Zirconia and 1/6 Cttw Diamon Lopww Car Neck Pillow with Adjustable Strap, Headrest Cushion fo Tangkula 7.5 Ft Halloween Inflatable Pumpkin Patch, Inflatable B Rexroth New Aftermarket A10VSO28DRG/31R-PRA61K68 Hydraulic Pisto
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 ZIMAwd Car Shift Handball,Shift Handball,Shift Lever Handball,Fi 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Air Filter Fits 1988 Suzuki GSX-R750 14k Yellow Gold Solid Oregon State Pendant Charm Necklace Travel Flystsy Handwoven Rattan Placemats Round Table Mats Woven Placem CLJKJDS Cartoon Chapter Fish Doll Cute Doll Sleep Pillow Plush T American Shifter 434911 Shifter Kit (4L80E 23 Swan E Brake Cable Chair Pad Seat Cushion Outdoor Chair Cushion for Non-Slip Suppor SIGOUYI Kitchen Rugs and Mats Set of 2, Black Purple Tree of Lif FAG NU2313E-TVP2 Cylindrical Roller Bearing, Single Row, Straigh Kingston GO! Plus Works for 512GB Canon PowerShot S100 Silver Mi Cutting Board Chopping Board Double-sided Bamboo Wooden Cutting
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Zjxxm Kids Wallpaper English Bikes Fashionable Wallpapers 3D Wal Drawer Dresser Knobs Pull Handles 10Pcs Retro Round Shape Alloy Micro Inverter, Push‑Pull Type Smart Micro Inverter with Cable Display Case Acrylic Display Case for Compatible with Lego Frien LANLANLife Outdoor Gardening Angel Welcome Sculpture Decoration lxm Brown Basket Rattan-Like Willow Wicker Handmade Shopping Por Camera Dehumidifying Dry Cabinet Noiseless and Energy Saving Moi Tea Pot Silver Charm Lid Opens for Afternoon Tea Party Themed Je Fuxwlgs Night Light Ins Cactus LED Table Lamp Dream Star Lamp Sm
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 liushop Wall Clock Silent Wooden Wall Clock Smart Sensation LED Lightning Bolts ThunderboltsLaptop Backpack,Travel Backpack for Morganite Infinity Pendant with Diamond Accents (7mm Morganite) STARTOGOO 3 Piece Sectional Living Room Furniture Set, Couch, Lo Pave-Set Sapphire and Diamond Cross Pendant (1.7mm Blue Sapphire Screw Machine Drill,#25,HSS -6 Pack Clymer Service Manual for 95-99 Kawasaki Lakota Veri SanDisk Ultra 512GB MicroSDXC Works for Samsung SM-W720 by Panduit PVT-1151 RWBY Volume 7 Yang Xiao Long Cosplay Costume 3272
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Galaxy Space Universe Placemat Leather Table Mats Set of 6 Easy
1 2 3 4 5 AntsGroup 6.5' Soft Trifold Tonneau Cover Truck Bed for 0641,can SHF Artificial Pe^NIS, Couple's Interesting Products, Female an^ Colander Cooking spatula vegetable strainer spoon large colander Awesome Emoticon Microfibre Pool Beach Travel Towels Quick Dry L Women's Fashion Leather Shoes Low-top Shoes Vintage British Lace Millennium Nicery Icradle Reborn Baby Doll Soft Simulation Silicone Vinyl C Cartoon Photo Wallpaper Murals Children's Room Home Decor Kids W ZFSM Hand Guards Motorcycle Handlebar Grips Guard Brake Clutch L
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 Bundle - 9 Items: Raceline Krank 14" Red Wheels 28" MotoHammer T POLE Japanese Tatami Floor mat,Foldable Student Mattress, Tatami
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Clhhsy Cartoon Wallpaper for Kids Customized 3D Seabed World Wal No Hole Doe Deer - Laser Cut Out Unfinished Wood Shape Craft Sup
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 Abstract Warped Lines Background College School Backpack Casual OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo
Chapter 13 Neural Nets and Deep Learning PDF ERA Paints Automotive Touch Up Paint Kit for Honda City 2000-200 Sunglasses Resin Slime Charms Grandiosy cabochons Ornament or Sc
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 CHENZHIQIANG Foot Care Tools Great 60 PCS Replacement Sandpaper 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 Fooly Cooly Anime funny Laptop Backpack 16.5Inch Backpack Laptop 7 8 GFL LED Heart Neon Light Signs Battery/USB Powered Night Lights Clhhsy Chinese Style 3D Embossed Flowers Mural Wallpaper Living INTERNORMEN 04PI311110VG16EO Replacement Filter by Main Filter I Clhhsy Custom 3D Photo Wallpaper European Style Flower Bird Past Forsythia Alcohol-Free Liquid Extract, Organic Forsythia (Forsyt
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Adamanta 128GB (4x32GB) LRDIMM Memory Upgrade for Dell PowerEdge 13 MVMTVT for Honda Stepwgn 2015-2019,Front Bonnet Hood Lift Supp
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 BJD Doll 10 Inch 1/6 SD Dolls for Age 3 4 5 6 7 Years Old Kids D 6 Authentic Scepter Screw Cap Collars #05765 fastens Holds spo OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo Tuaha Patio Umbrella Anchor Beach Umbrella Iron Anchor 126 Adjus Pamime Art Area Rug Bar Area Rug Indoor Area Rug Pattern Fall Ge Wall Murales 3D Wallpaper Simple Floral Color Wallpaper for Wall SJY Wigs Black Wig, Three Strands, Inner Braid Buckle, bobo Head Overlord Albedo Anime Car Armrest Cushion Auto Center Console Pa Antique 100% Vegetable Dye Floral Red Sarouk Oriental Area Rug W
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Tahitian Cultured Pearl Pear Emerald Drop Pendant (9mm Tahitia 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 LBHAUSE 3 Pieces Breathable Bedding Set, Red and White Dots Patt wig Straight Lace Front Wig Highlight Wig Human Hair Ombre Lace Bemostrich Myheroacademia Shoto Todoroki Cute Round Mouse Pad, P Light Duty Stapler, Wood Staple Gun Wear-resistant Safe for Gene Teamery Modern Round Area Rug 5 Feet Floor Mat Non-Slip Absorben Laundry Baskets-Laundry Hamper X-Shape Collapsible Dirty Clothes Puzzles for Adults 2000 Piece -car- Jigsaw Puzzles for Adults En KAPSOLO 3H Anti-Glare Screen Protector for Huawei P20 Lite Lihuoxiu Mobile Phone Replacement Parts Back Facing Main Camera Wall Decal Living That Dance Mom Live, Bedroom, Playroom, Kids R
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Pentair PCD-1000 Submersible Utility Pump, 115V, 0.75 HP CSCH Wall Stickers Murals Boa Snake Reptile Bedroom Wall Stick Absorbent Coasters Ceramic Cups Place Mats Rose Flower and Butte Melin Tool VXMG Carbide Corner Radius End Mill, Variable Helix, XLDQJPN Laptop Shoulder Pouch 10.1 12 13.3 14 15.6 17.3 Messenge CHUFZSD Cartoon Baby Koalas Highly Accurate Smart Fitness Scale Olympic 4X4 Products 530-5-174 Texture Black Rock Bumper Pak 5.0 Crochet Designer Brennan Hat - PINK - 1043 Ten Chopsticks 180% Density HD Transparent Lace Body Wave Human
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Rtint Tail Light Tint Covers Compatible with Mercedes-Benz SL-Cl GNP20500 - Foam Container Hinged All-purp White, 100/pk 2/cs DuraVent 9640B 17'' x 17'' Transition Anchor Plate, Kids Table with 4 Chairs Set, Multifunctional Height Adjustable Ring Light Desktop Ring Fill Light 12 Inch USB Portable Ring Pho LA LEELA Women's Hawaiian Blouse Shirt Button Down Aloha Luau Sh ProSphere University of New Hampshire Girls' Performance T-Shirt BMGIANT Event LED Inflatable Crescent/Cone Decoration with Blowe MAREEYA SHOP 3/8" Drive Super Flexible Socket Wrench Flex Head E Wall Hook 10 Hook Wood Expandable Rack Coat Hanger Wall Mounted
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
100 Qty 3/8-16 x 1-1/4" Long Carriage Bolts Set w/Nuts Washers
1 2 3 4 5 AUTOKAY Car Steering Column Ignition Switch 68280617AA 04685719A DCCStands Ingenico IPP 320 Swivel and Tilt Metal Terminal Stand- Chunky Knit Soft Throw Blanket Chenille Yarn Knitted Blanket No Kane Carpet 10' x 10' Blue and Gray Floral Square Area Throw Rug Premium ProLiant DL360p G8 4 Bay LFF 1U Rackmount Server, 2X Xeo XIAZHOU Double-Lattice Bamboo Folding Basket Body with Cover Dar TRP 1 Piece 8'6" x 8'6" Bohemian Eclectic Handmade Nylon Wool YHWW Sofa Cover,Magic Spandex Dinosaur Print Sofa Cover All-Incl XJJZS Nordic Toilet Bathroom Racks, Hole Free Wall Mounted Stora
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 HWCUHL Art Wall Mural – Self-Adhesive Canvas Wall Stickers Pink SCOTTeVEST Men's Fireside Fleece Travel Vest | 15 Pockets | Anti
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Replacement Battery 123 Eternity Round Diamond Circle Infinity Necklace in Two Tone (0.2
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 F A Dumont 14kt Gold Guardian Angel Medal. Includes Deluxe flip WE Sell Guitars (18" x 24") Yard Sign, Quantity Discounts, Multi
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: Nordic style Stainless Steel Cookware Kitchenware Sets kitchen T (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 Qlhnyq Floor Pillow Tufted Thicken Square Seat Cushion, Outdoor
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).