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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 Zijingguan lishaohua Pair Heated Towing Rearview Mirror Spotter 7 8 Jewels Obsession Silver San Bernadino Police Necklace | Rhodium- Stens 055-401 Fuel Pump Rexroth New Aftermarket A10VSO45DFR/31L-VUA11K02 Hydraulic Pisto Finaldeals 3 Feng Shui Coins With Brass Tortoise for Good Luck W Málê Máŝterbûrbátõr Štrǒkèr Tight Mouthá¹¾ágǐná Cup Mén Sléé
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Sticker Usaf Vet U S Air Force Disabled Veteran Big Logo Hoodie 13 3,000 Labels, Easy Peel Address Labels, Pack of 1 (White)
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 ProSphere Zeta Psi Men's Performance T-Shirt (Structure) 6A8A559 Thetford 28967 Water Solenoid Valve MZXUN Decorations Art Craft Retro Home Practical Living Room Res Girls Gray Stripe Tank Dress - Made In USA Ebros Gift Decorative Large Jizo Figurine 9.75" Height Charm Jap Tinkerbell and Fairy Luxury Blanket Anime Sofa Blanket Soft Warm Wigs Gradient Color Long Hair Curly Hair Wig Ladies Handmade Lac Mighty Max Battery 6V 12AH F2 SLA Battery for para System Minute NYDZDM White Under Cabinet Stemware Rack - Wine Glass Storage Ho
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Carnaval De Exitos 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 OMING Bookmarks Red Wooden Tassel Bookmark ,Wooden Bookmark wi SYHML-SHOP Lathe Boring Bar Turning Tool Holder Set,1pc SSBCR121 Laptop Backpack Stylish College School Backpack Water Repellent PotteLove Personalized Rustic Wooden Wedding Guest Book with Red Modern Round Area Rug 3 Feet for Bedroom, Non-Shedding Low-Profi NEW Genuine Distance Sensor Bracket 28452-6KA1A for 16-19 Pathfi Destiny Girl AMLaost Car Steering Wheel Paddle Shift Extension Shifters Acces Ochoos RNA4916 Heavy Duty Needle Roller Bearing Entity Needle Be DIY 5D Diamond Painting by Number Kits, Lake Moraine Diamond Emb
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Woodland Scenics Low Temp Foam Glue Gun Fruits Macaron Grunge Car Seat Cover Front Seats Only Full Bucke Rexroth New Aftermarket A10VSO45DFR/31R-PKA61K40 Hydraulic Pisto WonderPana FreeArc 66 Essentials ND16 and GND 0.6SE Kit Compatib 4 Panel Wall Divider Traditional Japanese Pattern Folding Canvas Rexroth New Aftermarket A10VO71DR/31R-VRA12N00 Hydraulic Piston Veri SanDisk Ultra 512GB MicroSDXC Works for Samsung Galaxy Z Fl Kingston GO! Plus Works for Samsung SM-T670 512GB MicroSDXC Canv Chinese Traditional Gossip Mirror Pssopp Bagua Mirror, Tradition
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 SureKit Custom Car Floor Mats for Nissan 350Z 2003-2007 Luxury L Army Proud Grandparent Soldier Burlap Garden House Flags Kit Arm NCAA Duke Blue Devils Beverage Tub Prime Suspect - Series 1-4 Samsung IR Vandal FISHEYE Dome PNF-9010RV Comforter Duvet Insert Home Quilt Independence Day Flag Butterfl Red Dash Board Cap Bezel Cover Overlay Compatible with 94-97 Dod Solar Lanterns Outdoor Waterproof,Retro Metal Led Decorative Han Ferdowsi quote from Shahnameh canvas prints wall art with Persia 2.1ct Marquise Round Cut Pave Halo Solitaire Accent VVS1 Ideal N
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Accuform MFSD441XP, 7" x 10" Accu-Shield Safety Sign:"First Aid
1 2 3 4 5 Kitchen Storage Bottle - Kitchen Supplies Stainless Steel Condim DIY 5D Diamond Painting by Number Kits, River Mountain Diamond E Mikasa Moscow Mule Copper Barrel Mug with Brass Handle, 16-Ounce Door Stickers 35.4"78.7" Running Horse Bathroom Waterproof Door Addon-Networking SFP Mini-GBIC Transceiver Module, LC Multi-Mode NMC D107R, OSHA Sign (Pack of 50 pcs) cciyu Front Sway Bar Links Tie Rod Ends Lower Upper Ball Joints SHENGDASI Towel Racks for Bathroom Wall Mounted, Towel Warmer 16 Swono Ethnic Car Seat Covers,Abstract Tribal Art Boho Print Seat
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 LLM 16GB Magnetic Mini Intelligent Voice Activated Recorder, Sma UIMXYZD 3D Door Murals Wallpaper Fashion Bookshelf Sticker Water
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Kids Garlic T-shirt, Unisex Youth Sizing, Tri-blend Fabric Rexroth New Aftermarket A10VSO45DFR1/31L-VPA11K04 Hydraulic Pist
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 Seasoning Dishes Home Creative Ceramic Mini Dessert Plate Cerami Monster Hunter Car Seat Covers Universal Vehicle Seat Easy Insta
Chapter 13 Neural Nets and Deep Learning PDF Now Hiring V2 (18" x 24") Yard Sign, Quantity Discounts, Multi-P Personalized Family with 4 Dogs Quilt, Camping On The Beach Hall
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 Halloween Absorbent Coasters 8-Piece Set, Ceramic Coasters for D 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 Fansipro 150cm Swing Cover Chair Waterproof Cushion Patio Garden 7 8 Prasacco Shade Cloth 85% Sunblock Mesh Cloth Taped Edge with Alu ZHYYDS Classic Quad Skates Colorful Double Row Roller Skates Com Dual Purpose Refrigerator Dust Cover Super Practical Fridge Latt Purple Crystal Ball Figurine for Room, Crystal Glass Statues Col Replacement For Aprilia Pegaso 650 125 Cc Year 2005 Parking Ligh
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 American Shifter 462977 Shifter Kit (4L80E 12" E Brake Cable Cla 13 0.50 ct Brilliant Round Cut Solitaire Red Simulated Diamond CZ I
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Poker Ace Of Spades Dirty Clothes Pack Large 82l Round Laundry H Persona 5 Lunch Bag Backpack Multifunction Lightweight Bags Set Jewels Obsession Silver Mermaid Necklace | Rhodium-plated 925 Si M4 x 0.70 x 16 Coarse Thread JIS B1111 Machine Screw Phillips Pa YZPTD Post Light Waterproof LED Column Light Fixture Fence Decor YSJJWDV Awning Waterproof Sun Shades Sun Sail Cloth Square Recta Remo PS0312-MP Clear Pinstripe Marching Tenor Drum Head (12-Inch EVIL ENERGY Baffled Universal Oil Catch Can Reservoir Tank Kit w Arch Memory 4 GB 204-Pin DDR3 So-dimm RAM for HP Envy 14-2009tx
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 18kt Rose Gold 5.5mm Round Wedding Band in Size 7 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 THE CRYSTAL GARDEN Euphoria Relaxation Spray, 2 OZ Organizer Furniture Corner Shelf, 2X White Wooden Bathroom Cabin XQRYUB Car Stainless Steel Door Speaker Cover Trim,Fit for Merce Carbonation Cap,1PC Stainless Steel Carbonation Cap Counter Pres Clhhsy Custom 3D Photo Wallpaper Wall Murals Romantic Fashion Pe Diamond2Deal 10K Rose 1.5 mm Flat Wedding Band Ring for Women Ambesonne Fleur de Lis Portable Fabric Wardrobe, Mardi Gras Cele Nature Landscape Wall Paper Waterfall Photo Wallpaper Mural Livi MGPRO New Replacements A/C Blower Motor Compatible with ZJ T-USB RADNOR Medium Premium Leather Palm Gloves with Canvas Back and G
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Tennessee Of Flag Gay Pride Lgbt Art PU Leather Printed Pattern Rexroth New Aftermarket A10VSO45DFLR/31R-VKA11K68 Hydraulic Pist KHJK Durable Flexible LMH13LUU LMH13 LUU Two Side Cut Linear Bea XQMY Fit for Land Rover Defender110 130 for Landrover 90 Front A Ocean Animal Decor Aquarium Background Sticker Type of Pacific F Disney Snow White Buh Bye Poster Graphic Hoodie 14kt White Gold 6mm Round White Sapphire 1/5 CTW Diamond 16" N OneHoney Cartoon Art Basketball On Fire Reversible Down Alternat Wall Murales 3D Wallpaper Beautiful Scenery Cloud Forest Fog Pin
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Plant Caddy With Wheels Round Plastic Plant Pot Trolley Large Pl Clhhsy Waterproof and Removable Custom 3D Photo Wallpaper Bedroo Design with Vinyl JER 2082 1 Dec 25 Express Mail Service Deliver Eggplant Matching tutu lace dress, Mommy and me, Floor length dr Long Wavy Headband Wigs,Long Black Body Loose Wave Curly Brunett GJM Magazine Rack, Newspaper Rack, Letter Storage, Desktop File Replacement For Subaru Legacy Year 2003 Rear Side Marker Light B Large Insulated Lunch Box For Men Women, Sausage, Reusable Lunch Kitchen Door Knob 2 Pack/Square Kitchen Knob Style Wardrobe Draw Beach Comforter Set Ocean Bedding Sunshine Beach Tropical Coconu
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Supply Spot offers SET Compatible 43459301, 43459302, 43459303,
1 2 3 4 5 HARD EDGE DESIGN Unisex Straight Outta New York Sweatshirt LUCY STORE Chinese Home Decorations Ornaments New Home Between H PNNUO Lama in Cactus Jungles Queen Bed Set,Twin Full King Size C jijunpinpai Silicone Spatula Spoon Set, high Temperature Resista PAINTSCRATCH Touch Up Paint Bottle Car Scratch Repair Kit - Comp Verified by SanFlash Ultra SanDisk 64GB Works for Yezz Andy 4E2I Carpe Diem Hardware 76127623-3C Versailles Large Round Knob Fleu Gcxzb Tablecloths Stain Resistant Pure Color Cotton Linen Easy t QWERTYUKJ Throw Blanket Chunky Knit Contemporary Decorative with
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 RAINBOWLINENS Luxury 650 Thread Count Egyptian Cotton Classic Ta Wine Bottle Stopper With Vintageprinting Women'S Lunch Bag,Porta
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Maine Furniture Co Laundry Basket, 65 x 46 x 46 m, Natural Ratta Nuanxin Wigs New Chemical Fiber Front Lace Wig Black Gradient Br
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 FMOGE Figurines Feng Shui Wealth Statue Ornament Money Bag Sculp SSMDYLYM Coffee Hand Coffee Beans Wall Clock Modern Design Cafe
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: American Shifter 443610 Shifter Kit (2004R 6" E Brake Cable Clam (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 Aerosoles Women's Homerun Ballet Flat
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).