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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 Accuform MGNF914XP, 10" x 14" Accu-Shield Sign:"There is No Subs 7 8 MOONYWO 4 Potted Flower Metal Shelves Plant Pot Stand Decoration Playlist Your Way XIGG Outdoor Furniture Covers for Patio Furniture Waterproof Ant Goodman 4 TON 14.5 SEER Air Conditioner bundle (GSX140481 CAPF48 Elitaa Bats Wall Decor, 36Pcs 3D Bat Halloween Decoration Sticke
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 NSK NU408W Cylindrical Roller Bearing, Standard Capacity, Remova 13 TGVFC Dinosaur Gnomes Garden Statue, Funny Dinosaur Gnome Resine
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Handcrafted Nautical Decor Rustic Gold Cast Iron Giraffe Paper T NovaHaat Orange Beautiful India Style Sari Bedding - Handmade 7 Jewels Obsession 14K Yellow Gold Rattle Snake Pendant with 18" N JIAJUAN-Doormat Front Door Entrance Non Slip Washable Indoor Out WFZCP Double Bar Towel Rack Holder Bathroom Wall Mount Towel Rai American Shifter 473569 Shifter Kit (23" E Brake Cable Clamp Tri STRITZINGER Beer and Ale Cerveza Lighted Wall Sign GPPZM European Style Simple and Creative Metal Candle Holder Dec MMC Womens Necklaces Cross Statement Gift Bridel Pendants
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 18 Yuccạ Plạnts Yuccạ Plạnts 6-8 Ịnchẹs Tạll Lạn 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Genuine Hyundai 45525-26600 Clutch Disc Set LXFMZ Wireless Bluetooth Headphones, Wireless Earphones with Cha shanxihuangfu Miniature Ear-Ear Headphones for True Stereo Mini Toys Games Chess Magnetic Solid Wood Chess Set,Folding Portabl Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp TH XHome Aquarium Décor Backgrounds Happy Easter Pattern Patter Wigs Dark Brown Gradient Long Curly Hair Wig Ladies Handmade Lac ASHDelk Car Styling Door Audio Speaker Decoration Cover Stickers Electric Personal Mini Bullet Vibe Vibrating Dildɔ Vibratɔr fo QDY 3/4 Open Face Motorcycle Helmet DOT Approved with Sun Visor
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 to My Wife Quilt Bedding Set Gift - Bird Couple On Tree Quilt - Steel Dragon Tools 700 Power Drive 41935 with 12R Ratchet Thread Area Rug Non-Slip Floor Mat Illustration Pencil Iris Flower Patt TNC 12PK Ribbon 5100 Premium Resin Luxury Long Large White Azalea Branch, Easy to Shape Artificial YUZE 40X60 cm Front Door Mat Entrance Floor Mat Hey All You Cool American Shifter 528727 Shifter Kit (904 23 Swan E Brake Cable T 0.95 ct Brilliant Radiant Cut Solitaire Flawless Simulated CZ Pu Best of Soul
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Clhhsy Waterproof and Removable Custom 3D Poster Photo Wallpaper ADATA XPG Spectrix D60G RGB LED 32GB (2 x 16GB), DDR4, 3600MHz ( 14k Rose Gold 4-Prong Basket Asscher Diamond Solitaire Pendant ( Brazilian Virgin Hair Lace Front Wigs Body Wave Ombre Color 1B/2 House, M.D.: Seasons One Two ZLSP Moroccan Rugs, Living Room Bedroom Rugs, Modern Area Large Bath Towels Ultra Soft Super Absorbent and Quick Dry Swimming Tr Industrial Grade 5RWK9 Suction Strainer, 5 In. NPSM Inlet Rollway NJ 220 EM Cylindrical Bearing, Single Row, 3.9370" ID, 7 Kimball - 7/64" Transfer Punch (5 Units)
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Guitar humbucker Pickup Electric Guitar Pickups Guitar WVT Ainic
1 2 3 4 5 7/16-14X1 1/2 Serrated Hex Flanged Washer Full Thread Screw Case Caulking Nozzle Cones Nozzles for Sausage Caulking Gun, Reusable Koyo NKJS40A Needle Roller Bearing, Removable Inner Ring, Open, 1/2-13X8 Zinc Carriage Bolt,Pk10,Pack Of 6 Colorful Flower Wall Stickers with Butterflies, Vivarty Removabl Golden Flowers Floral Christmas Tree Skirt 48 inch Plush Xmas Ch XLDQJPN Laptop Shoulder Pouch 10.1 12 13.3 14 15.6 17.3 Messenge NAKTO 22’‘ Electric City Bike, Adults Electric Commuting Bicycle HOMFO Large 5d Diamond Painting kit Urban Agglomeration Full Dia
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 American Shifter 480470 Shifter Kit (45RFE 23 Swan E Brake Cable Horace Small Deputy Deluxe Shirt, White, 15533
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 DORI Compatible withFront Steel Bumper Black Face Bar GM1002417 Suspects (Series 1 2) - 3-DVD Set ( Suspects - Series One and
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 SignMission Designer Series Sign - No Parking Permitted on Cross Rugshop Newbury Collection Boho Geometric Area Rug 5' x 7' Gray
Chapter 13 Neural Nets and Deep Learning PDF Unknown1 Black Matte Round Sliding Rail Hand Shower Set Acoustic Guitar Bag Coffee Cup Lettering Adjustable Shoulder Str
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 California State University Long Beach 49ers School Letters Pend 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 Safari Decor Aquarium Background Picture Leopard Resting Under D 7 8 Clhhsy Waterproof and Removable Custom 3D European Modern Hand-P Ahzhlb 24W Led Wall Lamp Outdoor Wall Mount Light IP65 Waterproo Replacement For Honda Odyssey Year 2011 Rear Side Marker Light B Lantee Quilling Art Tools and Supplies - 5mm Quilling Paper Stri Safari Decor Collection Fish Tank Background Poster Zebras with
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with M 13 ZXDHNS Photo Wallpaper - Removable Wall Mural - Animal Owl Self-
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 GEMS-WORLD Beads Gemstone 1 Strand Natural Ruby Beads, German Cu Best of 60s Sunshine Rock XingKunBMshop Solid Wood Liftable Easel, Double-Sided Blackboard adidas Lightweight Ultimate Hoodie Women's Christmas Theme Duvet Covers Twin Size, 4 Pieces Bedding Sets In At the Hickory House V.2 Pan Flutes with Sheet Music, Storage Bag, ABS Eco-Friendly Plast Ocean Party Duvet Cover Queen Size Mandala Boho Flower White Com OE Replacement Tail Light Assembly MERCEDES S550
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 OneHoney 3 Pieces Bath Rugs and Mats Set Happy Halloween Black W 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Dahlia Golden Flower Silhouette Room Décor Style Wall Decal Patt 3.44ct Asscher Baguette cut 3 stone Solitaire with Accent Flawle 0.20 cttw Classic Diamond Wedding Band in 14K Gold for women (G- FAMILYDECOR Luxury Bedding Duvet Cover King Size 4PCS,Super Soft Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp NSKJHYIp Black Boy 3D Printing Cool Pullover for Lad Girls Teena Walter 11U303 3x1/32x3/8 ZIP ALU Die Grinder Cut-Off Wheels for Goodman 3.5 TON 16 SEER Air Conditioner bundle (GSX16S421 CAPF49 Deco 79 Storage Baskets, Medium, Brown Solid Platinum Solitaire Citrine and .05 Cttw Diamond Charm Pend
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 JumpingLight (2 Pack Lesotho Country Car Window Vehicle 12x18 12 Standard Virginia Flag Kit (4 ft. x 6 ft. flag / 9 ft. x 1-1/4 p Reading Magnifier - Handheld Magnifier with LED Light, Made in G Guardian Angel Hanging Wall Cross Full Colored Catholic Devotion Jobber Drill,#30,HSS -6 Pack ONDEPOT 50 Pack of 3 Carabiner Spring Belt Clip Large Snap Key R CSTY-00138 Accessory for Car Chrome Side Mirror Cover With LED S Octonauts Underwater Ideas Blue Whale Ship Yacht Octonauts Carto LOTONJT Camera Bag Backpack DSLR Case for Women Men Waterproof A
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Outdoor Gazebo,Patios Canopy,Protection from UV Rays,for Lawn, G Yiaoflying Women's Beach Maxi Dress - Summer Beach Style V Neck Kids Purple Peasant Costume Vest (Medieval/Renaissance/Colonial/ LIBYPNV Women Reading Glasses Photochromic Outdoor Sunglasses Pr Rexroth New Aftermarket A10VO45DR/31L-VRC61K03 Hydraulic Piston Parts Master 71852 Power Steering Pressure Hose Dual-Use Foldable Broom Silicone Floor Glass Mops Wiper Mopping 17Soclle Sheep Stable Camping Stool Portable Folding with Carry D555 Duke Mens Nick Big Tall Cargo Shorts - Darkgray - 7XL SS29/20 Shadow Shades Strawberry Blonde Monofilament Short Shag
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
rockingroker - RRMGOFP08I Ivory Modern Lightweight Concrete Flow
1 2 3 4 5 FarmTrac Gasket Overhaul Set for Model Nos. 435/535, Part No. ES Accuform, MFXG538VS, 10" x 14" Adhesive Vinyl Sign:"Emergency Sh GSKBDQ 3D Modern Art Gray Lines Door Decal Door Stickers Decor D Queen Size Quilt Throw Bedspread Lightweight Soft All Season Cov ZHYYDS Women's Roller Skates Four-Wheel Roller Skates Adjustable Car Inflatable Mattress, Inflatable Car Travel Camping Bed, Made Winery Decor Shower Curtain Mediterranean Tuscany Red and White ROBDAE HD Streaming Webcam 480P USB Webcam PC Camera with Microp Jute Twine Garden Jute Rope String Natural 12mm 4-Ply Strong Hem
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 BGHDIDDDDD Lamp Wall Lamp Light Dimmable Round 3D Night Light Ki ZenZa Enterprise Resin Pots Cute Pig Animal with Basket Decorati
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Electric Piggy Bank Piggy Bank Resin Pineapple Piggy Bank Home D QUINLUX WIGS 1b99j Frontal Wigs Human Hair Pre Plucked 180% Dens
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 Fuel Pump Complete Module For Polaris RZR 800 2011-2013 BNMY Kids Climbing Net Rope Net Rock Wall Climb Net, Kids Traini
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: 200 PCS Dot Shaped Floor Marking Tape Red 200 PCS Arrow Floor (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 Zero Kiryu Large-Capacity Lightweight Printing College School Ba
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).