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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 Kantee Elephant Cletic Pentacle Pentagram Quilt Bed Set Comfy Fu 7 8 JD-ESSMO Green Flock Heat Transfer Vinyl HTV Sheet T-Shirt 20" W Roostery Spoonflower Throw Blanket, Yellow Gold Geometric Art De Adjustable Basketball Hoop with Compression Springs and Net Soli KYCHDY Wigs Front Lace Chemical Fiber Wig High Temperature Silk Raquel Welch Center Stage Wig, R6g by Hairuwear
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 DYNWAVE Stainless-Steel Men Shaving Mug Bowl Barber Beard Soap M 13 SYXMSM Round Carpet Living Room Bedroom Bedside Coffee Table Mat
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Womenfocus Cozy Plush Doormats 18x30in, Absorbent Cushioned Kitc Seco MTP-M6X1.00ISO6HX-TB-P003 38304 HSS Machine, Helix Point Ta MKCUXC VT750C VT750CD VT750DC 26-1465 CRF450R 2006 for SV650/S/S Geometric Patterns Collection Blanket Lightweight Super Soft Coz Veri SanDisk Ultra 512GB MicroSDXC Works for Gionee S8 by SanFla Bed Restraints Set Couples Sex Blindfold Feather Tickler Flogger HPMC Size 0 Empty Gelatin Capsules - Clear Empty Gelatin Capsule CAJOLG Multi Purpose Step Stool, Household Folding Dual-use Soli Stainless Steel Polished Fold Over Black Ceramic and Pebble Text
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Cheat [ NON-USA FORMAT, PAL, Reg.0 Import - Netherlands ] 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Bird Wall Decal Vinyl Stickers Decals Art Home Decor Mural Vinyl Unique Mens Ring, Engagement Ring, HI-SI Baguette Shape Diamond PAINTSCRATCH Touch Up Paint Spray Can Car Scratch Repair Kit - C Jewels Obsession Silver Clown Necklace | Rhodium-plated 925 Silv 35" Octagon Gaming Chair mat, Grunge Vector Seamless Pattern wit HJRKMX Green Beret Foundation Men's Jersey Sweatpants Trunks Urban Meyer Autographed Ohio State Buckeyes Logo Football Becket Tailgate Gas Springs/Fit for - Nissan Micra K11 / 1992-1997 Fron YIU Tablet PC Case Bag Sleeves Tablet Case for Lenovo TB-X104F(1 Arch Memory 4 GB 204-Pin DDR3 So-dimm RAM for HP G72-a27SO
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 1 Yard Fabric 100% Cotton Black White Panda Bears Pattern 45" - Real Spark Men's Winter Fleece Tracksuit Full Zip Gym Outfits Ca HTDZDX Towel Rack Simple European Personality Copper Towel Doubl Seekonk NC-300R-1/2-190, Preset Click Torque Wrench, 190 in. lbs Longview Towing Mirror Longview LVT-1820 Original Slip-On Towing Elevation Design with Vinyl JER 2184 2 Hot New Decals Cat Wall Art Size: 1 Ultra-Slim Black Flat/Fixed Wall Mount Bracket for Vizio Razor M Womenfocus Cozy Plush Doormats 20x32in, Absorbent Cushioned Kitc
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Yes PVC Outdoor Doormats 18"x30" Waterproof Front Doormat Absorbent Sunbean 100 Portable Gas Grill (1999) Fuxwlgs Night Light Night Light Decor Lighting Remote Led Nightl Kingston 512GB Nokia 3310 MicroSDXC Canvas Select Plus Card Veri ZHANGXM Wolf Men's Crewneck Pullover Classic Sweatshirt Bramwell Season 2 Farm Tractor Bathroom Towels Best Bath Towels Spa Luxury Hotel Lily Maebelle 1/2"-13 x 3" (FT) Coarse Thread Square Head Set Screw Oval Point
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
ALWWL Super Elastic Polyester Fabric Sofa Covers, Furniture Prot
1 2 3 4 5 Fibre Metal E1SW Full Brim Hard Hat - SwingStrap Suspension - Wh Villeroy Boch Artesano Original Pasta Plate, 11.75 in, White VinMea Car Seat Covers Blue and Purple Mixed Watercolor Set of 2 Paper Napkin Dispenser Facial Tissue Box Napkin Holder, Rectangu JzyhNzd for Infiniti QX60 JX35 2012-2020, Car Dashboard Cover Ca Verified by SanFlash Ultra SanDisk 1TB Works for Micromax Canvas Guru Telugu DVD Modern Art Stained 3D Door Sticker, Ride The Wave Surfer Puppy w soup spoon Tea spoon Household 304 Stainless Steel Eating Spoon
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 Welcome Mats for Front Door, Entryway Welcome Doormat with Thick New Large Cast Iron Fleur DE LIS Finial Garden Statue Home Decor
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 F Fityle 24x Pressed Real Dried Flower Love - in - A - Mist HUANPIN Child Safety Net Family Balcony Railing Stairs Anti-Fall
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 Lobster Buoys Framed Art Print (18x24 Travel Poster, Wall Decor zlw-shop Tabletop Water Fountain Creative Chinese-Style Indoor T
Chapter 13 Neural Nets and Deep Learning PDF Keep Aisle Clear Floor Decals Green Anti-Slip Round Shape B Life PRiiS Reusable Silicone Food Storage Vacuum Bag With Zip Lock ||
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 Pet Friendly (18" X 24") Yard Sign, Quantity Discounts, Multi-Pa 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 Orange /100ft #18awg UL-1430 XLPVC 105C/300V AWM Hook-Up/Lead Wi 7 8 Carpet Runner Rug Non Slip for Hallways Kitchen Corridor Modern American Shifter 368830 Shifter Kit (72716" E Brake Cable Trim K 814-22-004-30-002101,814-22-004-30-002101 Mill-Max Connector Hea Sciobella Wax Warmer Waxing Kits Professional Hot Wax Warmer Hai Home Safety Metal Shell Solar Camera Solar Charger Home Use Pet
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 APC UPS Battery Backup Surge Protector, 650VA, APC Back-UPS (B 13 Ester C 500 mg - 225 ct by American Health
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Linear Rails Accordion Bellow Protective Cover Fit The SBR20UU L Polaris 800 Ranger EV 4X4 Front Brake Pads and Brake Rotors First Alert SA303CN3 Battery Powered Smoke Alarm with Silence Bu 10kt White Gold Round Diamond Heart Bridal Wedding Ring Band Set Plutus Brands Camellia Floral Double Sided King Luxury Throw Pil Wwtt Umbrella Holder 2 Tier Modern Metal Umbrella Stand Holder, InterestPrint Flower Eyes Button Down Printed Casual Shirt Sprea Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp HTTJDY Laundry Baskets Dirty Clothes Basket Rattan Wicker Clothi
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 SYHML-SHOP Lathe Boring Bar Turning Tool Holder Set SNGR10K07 SN 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Drillco Nitro Series 480N NO 16 X 3 3/8" Black and Gold Oxide HS Total Recall Bentley VRD4 Repair Manual RKRLJX Office Chair Casters 4 X Heavy Duty Swivel Castor Wheels Background Stand Support System 2.6M x 3M/8.5ft x 10ft Kit with Сharm -Vintage Script 16" Gold Tone Name "Penny" Charm Necklace 2.1 ct Brilliant Round Cut Solitaire Stunning Flawless Brown Mor Male Masturabation Toy Piston Cup Thrusting Machine Blowjob Mens Nella Larsen Poster Print Screen Protector for Galaxy J1 2015, Bear Village 9H Hardness Bu
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Accuform MADM569VS, 12" x 24" No Trespassing Safety Sign"Keep Ou Car Cover Compatible with Mazda CX-8 Waterproof Full Exterior Co Rhinestone Crystal Drawer Knobs Europe Style Zine-Alloy Furnitur Hard Durable Vacuum-Rated Polyethylene Plastic Opaque Red Tubing Grey Poupon Dijon Mustard, 16 oz, 2-pack (pack of 6) ASDFGHJKL 3 Tier Stackable Desktop Document Letter Tray Organize JOELLE STORE Fabric - Red Blue Metallic Butterfly Toss Black - KXBYMX Umbrella Holder Umbrella Storage bin/Multi-Function House Imaging of Epilepsy: A Clinical Atlas
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Jewels Obsession Happy Holiday Earrings | 14K Rose Gold Snow Fla Kawaii Baby Pack of 20 Waterproof Diaper Shells – Washable, Reus Modern Design Home Office School L-Shape Corner Table Computer D Jiulong Abstract Sea Shorts for Men Summer Fashion Casual Boards Diamond2Deal 10K Yellow 5 mm Milgrain Half Round Wedding Band Ri HAIPENG 3D Runner Rug for Hallway, Non Slip Low Pile Entrance Ma AYNEFY Mobile Sofa Side Table, Computer Table Laptop Movable Laz Sprogs Measuring Classroom Rug - Square (6' W x 6' L) Hilka Tools 83550502 Dual USB Car Charger with Safety Hammer 60mm Step Down Golf Tees Unbreakable Reusable Plastic Golf Tees
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
ZHCHL Patio Furniture Covers Waterproof 39x39x26in, Garden Furni
1 2 3 4 5 Comeaux Caps 91000 Cooling Towels (2 Units) American Shifter 388992 Shifter Kit (PG 23 Swan E Brake Cable Cl TRQ Premium Metal Upgrade Inside Interior Door Handle Chrome Fro Ekaa Handicrafts Beautifully Handcrafted Antique Brass Vishnu La Hhhong Decorative Wooden Wall Shelf Bookshelf Corner Shelf 1PCS Steelmax 1 5/8" X 2" Annular Cutter LED Button Switch, Easy to Connect 16mm Button Switch Switch Bla Fzqdd Men's Dave Grohl Crewneck Sweatshirt Long Sleeve Funny Pul Womenfocus Cozy Plush Doormats 24x35in, Absorbent Cushioned Kitc
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 1.5 ct Pear Sapphire Sim Diamond Women's Halo Pendent Necklace Veedaf Capiz Ocean See Hear Speak No Evil Mermaid Sirens Shelf S
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 wlczzyn Crop Sweatshirt for Women Teen Girls Cropped Tops Rainbo 3.25ct Square Emerald Baguette cut 3 stone Solitaire Accent Aqua
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 Carburetor for Yamaha WR426F WR450F Motorcycle Carb 2001-2011 Genuine Hyundai 88150-2H000 Seat Cushion Pad Assembly, Driver Si
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: Ten Chopsticks 180% Density HD Transparent Lace Body Wave 13X6 L (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 Genuine OEM Sunroof Glass Hardware Kit for Volkswagen 7P0898955
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).