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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 50Pcs. WHOLESALE Tibetan Antique Gold TIGER Head Charms Pendants 7 8 Replacement Value Fuel Pump Module Empty Modern Simple White Marble Wallpaper 3D Ink Landscape Mura AVIS ENTRÉE INTERDITE SANS PERMIS (French) ZWYSL Space Aluminum Staggered Three-Layer Towel Bar Black Wall- Flower Stand Wall-Mounted Flower Rack Wooden Indoor Balcony Hang
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Cozy Plush Doormats 18x30in Absorbent Cushioned Kitchen Mat Area 13 Sunblock Shade Cloth Black Sun Mesh UV Resistant Net for Plant C
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 PEXMOR 26" Mountain Bike, 27 Speed Mountain Bicycle with Aluminu YUBIN 1.5mm Eco-Friendly PVC Tablecloth Wipeable Easy Clean Tabl Jewels Obsession 14K Yellow Gold Hole In One Pendant with 18" Ne Anime Hit Nenkan 1989 / Various BD-24347 DIY Beads 2Strands/Lot Natural Tibetan Onxy Vintag Eye JQIWM 5W Solar Fountain Pump Solar Water Pump Floating Solar Pow Auto Front Seat Covers Set of 2, Universal Car Seat Covers Fit M ProSphere Abilene Christian University Men's Performance T-Shirt Young and the Damned
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 GXK Massage Tables Portable 84" L Massage Table 3 Fold Adjustabl 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Womens Leather Wallets Lady Clutch Vintage Embossing Zipper Card SAS Women's Wink Leather Loafers Slip-On Knall Auf Fall Unisex Lovely Lightweight Laptop Bag College Bookbag To Kill A M VINISATH Front Rear Car Mats Set of 4,USA New York Collage Pri Kingston GO! Plus Works for ZTE Vital 512GB MicroSDXC Canvas Car Veri SanDisk Ultra 512GB MicroSDXC Works for Samsung Galaxy A30s Psychedelic Sacred Geometry Octopus Canvas Backpack Adjustable C Modern Creative 3D Wallpaper Living Room TV Wall Home Decor Wall TSHAOSHUNHT 2 CH RC Airplane RC Plane Ready to Fly Fly Model 2.4
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Kastar Battery (3-Pack) and Charger Kit for Panasonic VW-VBG260 Travel Backpack For Women Men Astronaut Cat Outer Space Against Compatible with 2003-2007 Sierra FRONT BUMPER IMPACT BAR CHR LOW Mygekogear - Infiniview Lite, Touch Screen Rearview Mirror, Dash Tupperware Bowls, Pitchers and Cups Exclusive Celebration Comple Gxcdizx Carburetor Carb for Polaris Trail Blazer 250 ES 1996 xbwy Wall Decoration Mural Wallpaper Flower Photo Wall Painting 14K Madi K Tri-Color Heart, Star Moon Dangle Post Earrings Diamond2Deal 10K Yellow 1.5 mm Flat Wedding Band Ring for Women
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Aeroflex EPDM Pipe Insulation, 1/2" Wall Thickness, Flexible - 3 Vista Alegre Amazonia XL Serving Plate, 15.6 Inches 5D DIY Diamond Painting Kits Kingfisher Number Kits for Kids for Drama CD English Bulldog and Leaves Reusable Insulated Tote Lunch Bag Foo Computer Chair Office Chair Ergonomic Office Chair Reclining Swi 10X8 MM Kite Shape London Blue Topaz Solitaire Stud Earrings,14K Escuela De Tetuan Tanger Waverly 7'9" x 9'9" Wool Cotton Blend Hand Knotted Rug, Medium, Detazhi Hot Water Bag PVC Liner Explosion-Proof Hand Warmer Wash
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Christopher Radko Pinecone Time Zone Cuckoo Clock Glass Ornament
1 2 3 4 5 Noori Rug ""Wali Mahfuze" Hand Knotted Area Rug, 10'0" x 14'3", Braking P1R Sintered Race Brake Pads (Front) Compatible with 07- Aluminum Vertical Metal Sign Multiple Sizes Playground Rules Hou Regency Fusion Modesty Panel, 48", Matte Black Genuine Toyota 76801-21070-J3 Door Garnish Sub Assembly 26/27.5/29×1.95/2.1Mountain Bike Tires, MTB Performance Tireï¼ Irwin 3041018 15/16" X 6" Speedbor Max Speed Drill Bit Breeze Decor Lily Cross House Flag Religious Faith Hope Grace Pe Gold Diamonds Jewellery 14k White Gold Plated White CZ Diamond
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 Public Safety Sign Stop The Spread Non-Slip Floor Graphic | 12 P Set of 18 - Prisha India Craft Small Solid Copper Moscow Mule Sh
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 ML Kishigo 1525 Ladies Economy Mesh Safety Vest - Yellow/Lime Ex XINWAN.Women's bag 2021 new simple wind embroidery ladies handba
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 Million Dollar Scam Savinelli Joker Rustic 504 Tobacco Pipe
Chapter 13 Neural Nets and Deep Learning PDF WUZHONGDIAN Cigarette Case, PC Cigarette Case, Sealed Waterproof Memphis Pattern 57-80s - 90s Retro / 2nd Year Anniversary Design
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 3D Mongolian Horse 2131 Wall Paper Print Decal Deco Wall Mural S 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 ALPHA WIRE 5103C SL005 7 8 Doormat Natural Coconut Fiber Core, with Non-Slip Rubber Backing Clhhsy Waterproof and Removable Modern 3D Green Leaf Watercolor Diamond Painting,Diamond Art Kits Kids,Diamond Art Paintings,Dia Po'k Bones Rice Samsung YP-F1Z 1GB USB MP3 Player/FM Tuner/Recorder (White)
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 3D Printing Throwing Blanket Bear Cartoon Sofa Blanket Film Prin 13 Dell Precision 7910 / T7910 Tower - 2X Intel Xeon E5-2683 V4 16-
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 XENA Warrior Princess Collectors Edition DVD Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4640 v Replacement Part for TV TV LED Bars for Philips 40PFL3008H-12 40 RVTYR Backpacking Survival Camping Gear Hammock Easy to Set up P Sickspeed 4 Pc Red/Neo Chrome Capped Aluminum Extended Locking L SDHENAILIAN Statues Outdoor Garden Sculpture Creative Simulation vidaXL Wall Mirror Baroque Style Handing Mirror Bathroom Bedroom Custom Photo 3D Wallpaper Scandinavian Modern Cartoon Seaside De Briefcases Waterproof Computer Tablet Shoulder Bag Carrying Case
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Outdoor Post Lights Pole Lantern Lighting Fixture Solar Inductio 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 TruForce Electrical Plug Lockout, 220 VAC (for Max 1" Cable), Re Spectra Premium SP1418 Electrical Fuel Pump C L-i-t Stimulation Rechargeable Heating LickingSucking Toy for Ocean Decor Fish Tank Background Poster Decoration Paper Sea and Complete Best Front Ceramic Brake Pad Set with Sensors Compatible with Audi Q7 Creative Planet Storage Organization Drawers for Cosmetic, Sungl YZJC European Clock Ornaments American Living Room Desk Clock La Buddha Statue Sculpture for Your Patio Yard Mother Bunny Kissi Huqalh Hot Yoga Towel Nonslip Cute Scarecrow Doll Yoga Mat Outdo
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 NNDQ Refrigerator Organizer Bins - Produce Saver Storage contain Anchor Decor Blanket for Adults and Children Marine Pattern with American Shifter 376516 Shifter Kit (45RFE 23 Trim Kit BLK Dual Pair Set of 2 Rear Upper Rearward Genuine Wishbones Control Arms NOTICE EMPLOYEES ONLY Front and Rear Brake Pad Sets Kit Genuine For BMW F30 F31 F34 32 20 PCS Black Lug NUT Covers Cap FIT for Chevrolet S10 Blazer GMC Chismes de Vecindad After Dark Short Sleeve Big and Tall Patterned European Crew Shi
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 MAFOROB Modern Sofa Couch Set for Living Room Velvet Fabric Upho Plus Size Purple Wizard Costume Electronic Scale Digital Scale Weight Scale Small Level Scale Pr Recharged JIEITAO Womens Clubwear Dress Wet Look Patent Leather Halter Nec Cowboy On Fence Laser Cut Out Wood Shape Craft rasaca - Woodcraf Medical Alert Blood Thinner Sterling Silver Charm Bracelet OFFTEK 32GB Replacement RAM Memory for Dell PowerEdge FC830 (DDR Male Massager Kit with Unique Internal Suction Tool Men Sucking Boelter Brands NCAA Central Florida Golden Knights 521591 Travel
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
YTBLF Safety Net Decor Net, Hemp Rope Net Outdoor Expansion Clim
1 2 3 4 5 For Girl Compatible With Long Socks Have Symbol 2 Beautiful Cott 1.67ct Emerald Round Cut Pave Halo Split Shank Solitaire Accent YSJJGBE Artificial Flowers Silk Lambs Ear Leaf Spray Greenery Ar Reebok Women's Meet You There Graphic Tee FlexOVit 3" X 1" X 1/4" - 20 80 Grit Aluminum Oxide Mounted Flap Brady Ring-Loc Drum Seals, Red, Polypropylene Atomic Martini (c) studioxtine by Studioxtine on Wall Hanging Ta Animation - Koi Monogatari Vol.2 (DVD+CD) [Japan LTD DVD] ANZB-1 Chinese Dragon Red Lamb Wool Throw Blanket Super Soft Double-Sid
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 Men's Zip Up Hoodie Heavyweight Winter Sweatshirt Fleece Sherpa 14-1/2 0 x 1 x .035 x 2/3H Band Saw Blade M42 Bi-metal 1 Pcs
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 WUBINBH Wall Stickers Flying Butterfly Girl Wall Decal Bedroom G Clhhsy Bedroom Decoration Painting Fashion Tree Modern American
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 Tom Ford Neroli Portofino By Tom Ford For Men Eau De Parfum Spra 3D Seaside Spray Stones 8650 Floor Wallpaper Murals Wall Print D
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: ABP Collection Flat Sheet - Ultra Soft Silky Satin Top Sheet - W (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 Puccy Privacy Screen Protector Film, compatible with AOC CQ34G2E
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).