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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 DIY Painting by Numbers for Adults,Framed Canvas DIY Painting Pa 7 8 DDPD Snug Nordic Simple Cotton Linen Hold Pillow Creative Art Li Diamond Painting Kits Abstract Gold Black (100x220cm/40x88in) La Acrylic Cupcake Stand,Detachable Multi-layer Cupcake Stand,Round 20 Sẹẹds Sẹẹds Wạtẹr Lịly Purplẹ Lạvẹndẹr Large Folding Laundry Basket Dirty Clothes Storage Basket Childr
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 SMA40LUU Linear Case Unit (2 Pcs) SMA 40LUU SMA40 LUU Linear Mot 13 Pack of 2 Glockenspiel Sticks Bell Wood Mallets for Energy Chime
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Platinum 2MP 32X Network IR Speed Dome LSAILON 4pcs Front Outer Tie Rod End Wheel Hub Kit Fit for 2008- YXYH Handmade Chunky Knit Blanket Thick Yarn Knitted Blanket for Accuform MATR513XF, 7" x 10" Dura-Fiberglass Sign with Legend:"P Pbldb Waterproof Wallpaper 3D Hair Salon Barbershop Beauty Cosme Green DNA Genetics Premium Placemat Leather Table Mats Set of 6 LWL Going Home Door Mat Non Slip Indoor Doormat Machine Washable HUIJIE Nature Landscape Photo Wallpaper - Custom Any Size Green LLNN Insect Villa Acryl Ant Farm DIY Nest, Mini Ant Farm Castle
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 by Unbranded Rustic Wall Decor Wood Sign Farmhouse Decor for Hom 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 ZHHRHC Car Steering Wheel Cover Trim Decor Frame Stickers Access LIRRUI Fuel Pump Assembly Fuel Supply Unit Compatible with Freel Dresser Knobs Pull Drawer Pulls Handles Drop Ring Antique Silver Magic Entrance mat Absorbent Cement Entrance mat Non-Slip mat Su Boys Dinosaur Sweatshirts Toddler Boy Long Sleeve Shirts Winter Black Canyon Black Currant Tea Scented Hand Sanitizer Gel, 16 Oz The Disney Store Winnie the Pooh Piglet with Flowers and Butterl Gem Stone King 925 Sterling Silver Yellow Citrine and White Crea Jewels Obsession 14K Yellow Gold Saint Christopher Coin Pendant Metal Wall Mount Towel Rack Organizer with Storage Shelf - Satin
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Body-Safe Silicone Flirt Make Sex Fun Tightening Clitoris Stimul 3 MM Arctic Blue Lab Created Square Pendant, Dainty Pendant Neck Large 5D DIY Diamond Painting Arts Kits Wings for Special Rhines ANG-puneng 24pcs Sublimation Keychain Blanks Heat Transfer Keyri BYWWANG Car Styling Heated Wing Side Mirror Glass car Glass Mirr LKDF Clear Table Cover Protector, Thick Clear Desk Protector Tab Multi-functional Sewing Machine Storage Bag Large Capacity Sewin JYHF Outdoor Statues Figurine Art Sculpture Figurines Statuesgar Promise Of Love
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 XStyles18 - Parrot Beach - Hawaiian Shirts, Hawaiian Shirts, Haw GRAINGER APPROVED Nbr Tag,1-1/2 x 1-1/2 in,26-50,PK25, 2YB59, Si Society6 Boho Tribal Black Cream, Geometric Print, Ink Tribal Kiollssx Laundry Basket,Home Storage Basket Kiollssx (Color : Ju Case for iPad Pro 12.9 2020 4th Generation,elecfan PU Leather Pr Travel Backpack Aerial Daypack High School College Bookbag Men S Ener-C Sport Mixed Berry Non GMO Powered Electrolyte Drink Mix 1 14k Rose Gold 6-Prong Basket Round Diamond Solitaire Pendant (1/ Dynamic Safety HP64115, Kilimanjaro Full Brim Hard Hat, Pin-Lock Sleeping Bags Outdoor Camping Keep Warm Spring Summer Autumn Ult
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Moddeny Traditional Outdoor Pillar Light Aluminum Anti-Rust Lawn
1 2 3 4 5 KM - 3/8 x 3/8 O-Ring Face Seal Female Swivel 90° Elbow Long Dro Kids Duvet Cover King Size, Space Pattern 100% Washed Microfiber xigua Happy Thanksgiving Round Tablecloth 60 Inch Waterproof Sta Ramanlas Funny Hairdresser Barber Storage Bins with Handles Larg Cuekondy Toddler Baby Kids Girls Floral Fruit Strap Tops Vest+Sh 14K Yellow Gold Marquise CZ Butterfly Safetyback Stud Earrings Shaw SHDL12WH 12-Inch Drumhead - White TJF Easy Rider Peter Fonda Black Faux Leather Jacket HARD EDGE DESIGN Unisex Living In Arizona with Ohio Roots Sweats
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 Bathroom Floor Mats Home Bedroom Thick Chenille Hotel Bathroom E Cross stitch Kits Kits Embroidery Painting Art Perfect for Relax
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Bruce Shark Steering Column Shifter Lever End Cap Bezel F2Uz-7 Vol. 2-Cavaca
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 wlczzyn Sweatshirts for Women Splice Shirts Fashion Printing Pul Unisex Style Lightweight Laptop Bag College Bookbag John Denver
Chapter 13 Neural Nets and Deep Learning PDF Verified by SanFlash Ultra SanDisk 1TB Works for Canon PowerShot HooHero Countryside Style Sheer Window Curtains Rod Pocket Top F
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 2pcs 3# -14# Silicone Plug Without Hole for Airlock Valve Bubble 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 Military-historical miniatures Ancient Italics Warrior Volscians 7 8 Lamcomt Hand Shower Japanese Style High Pressure Multicolor Wate ARTSHOWING Anti Fatigue Kitchen Rugs Set 2Piece Halloween, Water JOELLE STORE Floral Fabric - Rainbow Vine Sprawl on White - YARD SanFlash Kingston 512GB React MicroSDXC for Canon XC10 HD with S LAOJUNLU Old Collection Old Coal Fine Stone Master Ji Gong'S Sea
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Customized 3D Photo Wallpaper 3D Wall murals Wallpaper European 13 Hanging Waist Small Electric Fan Portable USB Charging Fan Fácil
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Panda Black Travel Daypack Student Rucksack Laptop Backpack Ligh The Essential Collection: Great Classical Highlights JYMBK Tablecloth Rectangle Lace Lace Table Cloth Living Room Cof Trade Show Displays - Dubai Cream White - Exhibit Slatwall Panel Floating Freshwater Cultured Pearl Pendant with Diamond Halo (8m ZJDM Simple Silent Clock Wall lamp, Living Room TV Background Wa I'M The Boss Reusable Large Lunch Bag Cooler Tote Insulated Leak Backpack Bags Black Islands Dog Bag with Lunch Bag Pencil Case P Bathroom Safety Handicap Grab Bar, Shower Grab Bar Bath Handle B
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Funny Snow Santa Claus Backpack And Lunch Bag Set,Unisex Bookbag 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Storage Basket Bamboo Rattan Dirty Clothes with Lined Storage Ba Binglinghua Large Hanging Rope Hammock Chair Porch Swing for Pat OFFTEK 32GB Replacement RAM Memory for HP-Compaq Pavilion Notebo XIAOHUKK 3D self-Adhesive Wallpaper Large Mural Hand-Painted Pin Mechanical Weight Scale, Without Battery, Bearing 160kg (353lb), Ochoos 3D Printer Rod Shaft 16mm Linear Shaft 200mm 300mm 400mm QSYY Foldable Laundry Basket, 65L Fabric Laundry Basket, Upgrade For Honda Accord Sedan Tail Light Assembly 2013 2014 2015 Pair D Golden_Drops Pack of 3 Tulsi Neck Mala Necklaces 2 mm Approx Bea Ornament Collection The Crucifixion with Virgin House Flag Relig
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Garden Statues and Sculptures Outdoor Simulation Giant Panda Dec 3D Floor Tiles Customize 3D Wall Paper for Living Room 3D Wallpa 148cm Width Dark Green Twill Woolen Fabric, DIY Suit/jacket/over Insulated Lunch Bag for Women/Men Summer Sea Beach Starfish Hat Documentary - Ai No Shinpi Ureshino Takeo Kanko Hiho Kan [Japan ZLHW Bottom Fruit,Weaved Kitchen Storage Hamper Baskets - Ideal Jabetc Wig Halloween Wig Female Front Lace Long Curly Hair Silve Oregon Stoneware Studio Vineyard Oil Bottle, Slate Madison Collection Large Richardson Oval Urns Fountain
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 WPYYI Aluminum Alloy Curtain Rod Top Brackets Telescoping Modern Mahler: Symphony No.1 'Titan' (Reissue) (Remastered) NCAA East Carolina University "The Keeper" 32 oz. Stainless Stee Nicwagrl Cutting Board for Kitchen, Foldable Plastic Cutting Boa Parts Drop Fuser Reset CRUM Chip((Reset 109R00847, 109R847, 110V YANGUANG Leatherette Grained Faux Leather Fabric Leatherette Vin 3D Printed Blanket Beach Landscape Kids Soft and Warm Christmas American Shifter 377548 Shifter Kit (FMX 23" E Brake Cable Trim XJJZS Large Diaphragm Microphone Low-Cut Filter Cardioid Condens NANITHG Travel Laptop Backpack Bags Facial Features Silhouette B
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Lexmark DDR Memory DIMM 256M, 40X5301
1 2 3 4 5 Nantucket PR5050-TI-UM Double Bowl Granite Composite Kitchen Sin ZDSM Motorcycle Handle Grips Bar Ends Plug for B-ENELLI TNT 1251 Black Temptation 620ML Creative Kitchen Oil/Vinegar Cruet Square 1/4-20X6 Carriage Bolt Fully Threaded Black Oxide and Oil (Pack Round Morganite Solitaire Infinity Knot Pendant (8mm Morganite) Mohawk Home Macon Area Rug, 9'x12', Earth Ytsmsyy Put On Your Girl's Bedroom Funny Wall Sticker Home Decor ZYYCJ Armrest Box for Toyota Hilux Retrofit Parts Interior Stora Emergency Shut-Off
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 Lịvé Plánt Ábụtịlón Pịctụm Órángé Flówérịng Máplé Fricgore, Spare Parts, Air Filter Cleaner Cover Housing for Hond
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Black Floral Art Deco Chinese Area Rug Hand-Knotted Wool Carpet InterestPrint Men's Casual Button Down Short Sleeve Japanese Tre
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 Land O Lakes Shredded Parmesan Cheese, 2 Pound -- 6 per case. Lathe Boring Bar Turning Tool Holder Set,1pc SSBCR1212H09 SSBCR2
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: 10 Meters 3D Pen Filament Refills 1. 75mm ABS Filament with Rand (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 Fifikoj 3D Mural Wallpaper Extended Space Brick Wall Tunnel Bar
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).