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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 NMC TM21K, Traffic Sign (Pack of 5 pcs) 7 8 Sfp-10Gd-Lr Mrv Compat Sfp+ Lc Taa Xcvr Mankvis Garden Personality Flowerpot Decoration, Magnesia Portra LBVGY Writing Journals Notebook Leather Diary/snap Notebook-A5 H Women Wedge Slippers Casual Beach Shoes Open Toe Sandals Outdoor VÊTEMENTS DE Protection OBLIGATOIRES W/Graphic
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Mister Bear Black Butler Ciel Elegent Dark Cosplay Costume Boots 13 Sennheiser RCs IE Smart Remote Cable with Microphone for IE 80 S
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 HLWJXS Shelf Kitchen Bathroom Shelf,Space Aluminum Bathroom Rack Daniele Alessandrini - Men’S Shirt C1507B7513606 Black Basic Shi OCE 4786 OEM Yellow IMAGING UNIT FOR CM3522 YKSFPW Moon Lamp Kids Night Light,LED 3D Star Moon Light with Wo New Balance unisex-child 009 V1 For Mazda 5 2007 Tail Light Assembly HID Headlight Type Driver S No Fuck Given Car Mat Covers, Premium Durable ​Car Front Seat APC Smart-UPS 700VA w/Auto Select Input Voltage 120V/230V in 120 Arch Memory 4 GB 204-Pin DDR3 So-dimm RAM for Lenovo ThinkPad Ed
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Womenfocus Cozy Plush Doormats 18x30in, Absorbent Cushioned Kitc 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 JIAJUAN PVC Front Doormat Entrance Waterproof Easy to Clean Kitc meikadianzishangwu No-Shedding Non-Slip Machine Washable Waterco HMBB Patio Wall Light Fixture Outdoor Waterproof Sunscreen Wall Replacement Value Engine Cooling Fan Module Ernest Bloch: Schelomo; Arthur Honegger: Concerto for Violoncell Texas AM University - San Antonio Boys' Zipper Hoodie, School S JumpingLight 12x18 State of Ohio 12"x18" Nylon Embroidered Flag 6 Piece Ceramic Drink Coasters Absorbent Stone Coaster Set,Retro Platinum 5mm Round Aquamarine 1/8 CTW Diamond 18" Necklace Vintage T Shirts for Women Graphic Long Sleeve Round Neck Floral
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 POUAOK Portable Camping Folding Chair Stool Height Adjustable Re Violet Evergarden Backpack Travel Laptop Daypack With Usb Chargi Baby Fanatic Gift Set -Arkansas, University of Rạbbịt Sẹx Tọy Ạdụlt Tọys Ạdụllt Tọys for Má ANGGREK Macro Adapter Ring 26mm+36mm Macro Adapter Ring Automati XP-POWER Ebike Battery 36V 48V 52V Electric Bike Lithium Battery Yuugure Hiyori BOHML Nursery Night Lights Night Lights Eagle Remote Control 16 Arppe 196302520564 Nylon Harness
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Sofa Slipcovers,Modern Creative Color Rhombus Geometric Print No Service Caster Brand 5 Inch 316 Stainless Steel Light Duty Threa HXSKI Thick Pile Fluffy Rug,Soft Touch Cozy Oval Shaggy Rug,Velv Replacement For Part-4411-630 Decal,side 550 Efi-marsh-rh QAX Lovely Wooden House-Shaped Wall Shelf Set of 2, Creative Wal 600 Thread-Count 3-Piece Massage Table Spa Sheet Set (1Pc Fitted ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with C HMZXZ Large Cooler Lunch Bag Abstract Blue White Turtle Ethnic 2 Women's Lace Trim Casual Shorts Drawstring Solid Wide Leg Pajama 1.95ct Princess Cut Pave Solitaire with Accent VVS1 Ideal Flawle
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
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1 2 3 4 5 American Shifter 455736 Shifter Kit (4L80E10" E Brake Trim Kit D ProSphere Alice High School Girls' Pullover Hoodie, School Spiri QIAOLI International Chess Creative Plastic Checkers Chess Child 4 Pack Metal Plant Stands for Flower Pot, Heavy Duty Potted Hold Custom Photo Mural Snow Mountain Blue Lake Nature Landscape Wall QQSS Pack of 2 Professional Swimming Goggles, Anti Fog No Leakin ZHANG Telescope Fine-Tuned Single-Tube High-Definition Telescope Zfusshop Wall Clock Mute Wall Clock 3D Rose Watch Art Wall Hangi Crossbody Bags Luxury Top-Handle Tote Women Alligator Leather Ho
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 SpoFit One Piecesanji (100 x 34cm) 2way Tricot Body Pillow Cover Filter Element, Adsorbing Grade, 41 SCFM
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Children's Girls Toy Storage Box ZHM LED Outdoor Spotlight COB Garden Lawn Lamp Light 220V 110V 1
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 Red Circle Skirt Sheer Scarf Set - 50s Sock Hop Swing Dance Re 3 Piece Bathroom Rugs Set Bath Mats for Bathroom Non Slip Ultra
Chapter 13 Neural Nets and Deep Learning PDF RTLMKB Coffee Mug ,Suitable for,families, restaurants.Cerami Custom Name Large Designer Clutch Wallet Small for Men Checkbook
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 Mystery Box Electronic Product Lucky Surprise Blind Box Smart Wa 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 Black and White Buffalo Checkered Plaids Kitchen Mats Cushioned 7 8 Japanese Anime Slippers for Men Women 3D Print Non-Slip Ultra So Ceybo PowerLite 77 Lamp/Bulb Replacement with Housing for Epson Melin Tool AMG-NC Carbide Square Nose End Mill, Uncoated (Bright adidas Performance Men's Pureboost Running Shoe 3D Silk Wallpaper Off-White Relief Pegasus Custom Any Size Mural
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 yaohuishanghang ATV 10mm 28m Ultra-high Molecule Gathering Linen 13 Kane Carpet 12' x 15' Gracious Abstract Beige and Gray Rectangul
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 LFDHSF Telescope, Bird Mirror Binoculars Single Cylinder Zoom 25 Live Wild Red Hot N Rockin Dell PowerEdge R720 8 Bay LFF 2U Server, 2X Intel Xeon E5-2697 V Aintier Starter Replacement Fit for Industrial Applications with MUSEDAY DIY Acrylic Paint by Number Kit Canvas Oil Painting Kit Brady 143936, 10" x 14" Polyester Caution Clearance_Ft_in Sign, Accuform MDT191CTM PF-Cardstock Safety Tag, Legend"Danger Unsafe The Rock of Acapulco ( Le rocher d'Acapulco ) [ NON-USA FORMAT, Budweisers Custom Personalized My Home Bar Decor Colorful LED Ne
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Floral Chair Slipcovers Set of 8, Elastic Polyester Spandex Chai 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Alxiang Electric Fuel Pump Compatible with 3.7L 3.5L KAETZRU Laptop Backpacks with USB Gold Purple Leopard Sexy Trave Mens Fashion Short Zipper Genuine Leather Jacket Classic Style B Large Quilt Cover Polyester elk Quilt Cover Pillowcase Bedding S Personalized A Beatifully Colorful Unicorn Pattern Background Qu ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with S Nourison Mina Victory Fringe Borders Beige Throw Pillow 18" x 18 HAIPENG Runner Rug for Hallway, Geometric Patterns Cleavable Ent DIY Paint by Numbers,Oil Painting Kit with Paintbrushes,Acrylic Solid Acacia Wood Slatted Patio Dining Table, 55-79 Inch Extenda
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Fangship Placemats with Table Runner Set for Dining Table Just S IH-P-6061 IHC Parts Manual 0.5X (High Definition) Super Wide Angle Lens with Macro (Wider A Platinum 5x3mm Pear Peridot 1/8 CTW Diamond 18" Necklace United as a wall, making quake small/Wenchuan Earthquake/5.12/CC Supply Spot offers - '3 Pack' - Compatible ML-2150D8 Toners, For Accuform MDT204CTM PF-Cardstock Safety Tag, Legend"Danger Do Not LEFUYAN Halloween Pumpkin Snack Stand, 3-Tier Wooden Cupcake Sta Winter Snow Boots for Women Comfortable Outdoor Anti-Slip Ankle
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Replacement For Toyota Paseo Year 2014 Rear Side Marker Light By LBCD Professional Hair Cutting Scissors 6.0 Inch Hairdressing Sc Verified by SanFlash Ultra SanDisk 1TB Works for Samsung Galaxy magFlags XXXL+ Flag Saint Pierre and Miquelon | Landscape Flag | Verified by SanFlash Ultra SanDisk 64GB Works for Micromax Canva Dinkle DK2.5N Block (Pack of 100) "Free Parking -Basic Navy" Wind-Resistant Outdoor Mesh Vinyl Ban Heavy Duty Foam Tape Double Sided Adhesive Tape Green Film Black Thanksgiving Holiday Table Runners 13x108inches, Farmhouse Style DOITOOL Toothbrush Holders House Shaped Toothbrush Rack Multipur
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
SignMission Designer Series Sign - Bilingual Reserved Parking Si
1 2 3 4 5 Allstar AS-100K Electric Rotary Mini Fabric Cutter with Sharpene New Front Left Driver Side Hood Hinge For 2012-2015 Toyota Prius JIUCHUAN Indoor Doormat Space Seamless Pattern Stars Moon Planet YXIUER Trunk Tent Waterproof Universal Self-Driving Car Tabernac Pen Holder Pencil Holder Chinese Style Pencil Organizer Creative Upper Control Arm for Lifted Trucks xzx, Compatible With Toyota Vib-Ration and Suction Speeds C-L-i-t Stimulation Vinrator Sucki ERA Paints for INFINITI (AX6 - Red) Exact Match Aerosol Touch Up Model Barrel Assembly
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 4pcs Solar Light Outdoor Lamp Motion Sensor 100 Led Built in Bat Lucky Boxes MysteryBlind Box, Blind Box Equipped with Various El
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 DONGMAISM Lawn lamp 1pcs Outdoor Garden Solar Light LED Waterpro DLMSDG 3D Wall Panels, DIY Waterproof Self Adhesive Decorative L
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 Evan-Fischer Step Bumper Compatible with 2017-2019 Ford F-250 Su HMZXZ Large Lunch Bag Summer Fruit Banana 24-Can (15L) Insulated
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: eiaagi Patriotic Wreath Independence Day Decoration Garland, Fiv (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 American Shifter 413552 Shifter Kit (4L60 12" E Brake Cable Trim
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).