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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 Modern Carpet, Grey Golden Geometric Stitching Rug, for Bedroom 7 8 YXYH Chunky Knit Blanket Super Soft Giant Hand Knit Wool Blanket Patio Fence Privacy Screen 5' x 1', Pergola Shade Cover Canopy S IEINTABRWNER Soft Reading Pillow with Arms and Pockets Hand Draw VANZAVANZU Toilet Contour Rug U-Shaped, Ultra Soft Non Slip Ab CHUFZSD Old Grunge Great Britain Flag On Vintage Paper Highly Ac
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 32GB Memory for Tyan Computers Server FT68B7910 DDR3L PC3-10600L 13 DPIOPTS Car Armrest Box 3 USB Leather Center Storage Box for Peu
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 OMRON INDUSTRIAL AUTOMATION SHL-Q2155-01 MICRO SW, ROLLER PLUNGE Christmas Decorations - Large 4 Foot Tall Snowflake SnowBros Ill WYWQ Grip Brake Clutch Lever for Yamaha XJR1300 XJR 1300 1995-2 HTDZDX Kitchen Storage Rack Spice Shelf Floor Standing Multifunc Daughter Quilt from Mom - Girl in Rain Quilt - I Am Always with MZP Chunky Knit Throw Blanket for Bed Cozy Throw Blankets Chunky Micephon Soft Top for Jeep Wrangler JL JLU 4 Door 2018 2019 2020 Reyn Spooner Men's Cotton Flat Front Chino Walk Short Reversible adidas Unisex-Child Dame 5 Basketball Shoe
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Personalized Bookshelf with Books Quilt - Book Quilt Quilt Birth 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 3D Grain Pattern 6351Floor Wallpaper Murals Wall Print Decal AJ Large Insulated Lunch Box For Men Women, Circular, Reusable Lunc Green Ginko Leaves Leather Placemat Stain Resistant Placemat for 925 Sterling Silver Rhodium-plated Citrine Round Earrings (L-7 m MAZF Custom Mural 3D Photo Wallpaper Fresh Flower Frame Bamboo F Draper DRA34813 Expert Cobalt Hole Saw, Blue, 114 mm DWXN 5 Pieces Self Adhesive Mirror Petals Adhesive Mirror for Ho Kastar 3-Pack VW-VBK360 Battery and LTD2 USB Charger Replacement (10000 pcs) #4-40 X 1", Machine Screws, Hex Indented Washer Head Seekonk MR-3-TRRL-65, L Handle Torque Wrench, 1/2", 65 ft. lbs
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Dial 3432 Replacement Pads Breezair EM-2 25 X 31.5 X 3.5 Quantit Animals 3D Door Mural Sticker,Sloth Leaf Filled Backdrop Door St AC Shops Loveseat Pique Texture Jacquard Slipcover Burgund Radiator Hose Black Soft Silicone Tubing Hose Radiator Intercool Matt Nat Lara Handbag, Vintage Collection LHZUS Simulation Plants Eternal Life Moss/Garden Home Decor Wall Case for Ipad Pro 12.9 Floral Pink Purple Shades Protective Case YMLSD Wall Lamps,Japanes,Stigma Lamp,Retro Chinese Style Garden RR-0267, WH-267 Spirolox Internal Retaining Ring, Medium Duty, 2
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Compatible with Mercedes Sway Bar Bushing / 164-323-11-85 Yaki Kinky Straight 3 Bundles With Brazilian 4x4 Free Part Lace Championship Invitational Pool Table Felt, Burgundy 8ft ProSphere Old Dominion University Men's Performance T-Shirt (Sol ZLDGYG ZMSGZ Sound Bowl Full Moon Singing Bowl Yoga Meditation B Personalized Pug Pug and Coffee Quilt, Gift for Your Lovers Quil MITSUBISHI Air Filter MB92561-05310 WXQ-XQ Hand Shower Wall-Mounted Space Aluminum Rain Shower Set w ZQQQC Outdoor Statues Chinese Old Handwork Brass Flower Elephant DDEPND Endurance Keys Set Wrench Multitool Key Ratchet Spanners
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
JKCKHA Diamond Core Bit Sds Plus Arbor For Electric Hammer M22 D
1 2 3 4 5 WINSHEN 3-Lights Black Bathroom Light Fixtures Over Mirror with Womenfocus Cozy Plush Doormats 20x32in, Absorbent Cushioned Kitc Travel Backpack For Women Men Beautiful Garden Blooming Flower M American Shifter 443983 Shifter Kit (2004R 6" E Brake Trim Kit D OFFTEK 16GB Replacement RAM Memory for IBM-Lenovo Yoga 520-14IKR Mitutoyo 543-500B Absolute Solar Digimatic Indicator, 0-12.7mm R YellowMaps Oreana NV topo map, 1:62500 Scale, 15 X 15 Minute, Hi YYURUYI Black Walnut Solid Wood Double-bar Towel Rack Bathroom P Verified by SanFlash Ultra SanDisk 64GB Works for BLU Grand 5.5
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 3x5 Area Rug 60x39 Inch Gamer Rug Non Skid Backing Doormat Floor PDGJG Glitter Rectangular Green Table Cloth Embroidered Sequin T
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Beverage Air WTR34HC Two-Section Worktop Refrigerator Verified by SanFlash Ultra SanDisk 1TB Works for Nokia Asha 502
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 Dog Bone 3D 925 Solid Sterling Silver Charm 2.8 grams DIY Crafti Zjxxm Custom Mural Cartoon Lovely Animal Balloon Children's Hous
Chapter 13 Neural Nets and Deep Learning PDF Desk Mt, Array 3 Head, 1 Arm ProSphere Alpha Sigma Tau Men's Performance T-Shirt (Bold) 2F965
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 Jewels Obsession 14K Yellow Gold Latin Cross Pendant with 18" Ne 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 WYX-TONGBUDAI, 2pcs 5M 20T Idler Pulley 20 Teeth 5/6/7/8/10/12/1 7 8 PJS Fasteners 10 Pack PA1522-VP Vibra Pewter Lizard 3" cc Handle Watering Can for Indoor Plants, Small Watering Cans for House Pl Quick Draw II Metal Detector Pencil Sharpener Dual Hole Assorted Colors () Society6 Geometric Line Abstract - Black Gray White by Abstract
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Chen-love1 3 Tier Corner Shelf, Multifunctional Storage Rack W 13 LZPE Sunflower Cartoon Acrylic Wall Stickers Children's Room 3D
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Diamond Art for Adults Kits Cat DIY 5D Disney Rhinestone Diamond 2mm Clear Desk Cover Protector, Transparent Table Cloth, Clear D Jucaiyuan Rotating Towel Rack, Space Aluminum, Punch-Free Nail T CGSignLab 2465026_5absw |"Do Not Touch -Chalk Burst" Premium Acr WJDY Anti-Glare Anti Blue Light Screen Protector Film Anti-Finge The Phantom Boxer Placemat Leather Table Mats Set of 6 Easy to C Yunyan Wall Pediments Sunflower Welcome Sign Decorative Vintage Zebra Thermal Transfer Ribbons, Wax, 4.33" x 984', Black, 24 Rol DIY 5D Diamond Painting by Numbers Kit for Adults Kids Leaf Ti
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 GYZS Shelf TV Set-top Box Storage Rack Router Box Wall-Mounted M 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 ULIN Single Layer Kitchen Storage Organizer Dish Drainer Drying Youmine 15004-0758 Carb-New Carburetor for Kawasaki Assy 15004-7 JUN Steel Rear Step Bumper Assembly Compatible with Nissan 2005- SILVER SEA EMPIRE 14k White Gold Plated 925 Sterling Silver 1.2C LED Outdoor Garden Landscape Lighting 220V 110V 12V Lawn COB Wat Made to fit M-1W6209 Crankshaft - w/Gear CAT ScottDecor Wide Tap Underwater World Backdrop New York City Skyl Tiffen 55HFXK1 55mm Hollywood FX Filter Kit FAG NUP211E-TVP2 Cylindrical Roller Bearing, Single Row, Straigh JSY Laundry Hamper Large Foldable Laundry Basket 3 Compartments
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 WHEEJE Long Distance Observation Telescope 8X32 Binoculars Water Haieshop Flower Pot Planter Plant Pot Cartoon Animal Flower Pots Jigsaw Puzzle 5000 Piece for Adults Puzzle Cool in Summer 3D Woo Hood For 2011-2013 Ford Fiesta Primed Steel Cabinet Pulls Hidden Cabinet Handles F Type 30-100cm Wardrobe Ha Attractive and Fantastic Violin Shoulder Rest Triangle Shape Cas Clhhsy Custom Photo Wallpaper Wall Painting 3D Embossed Golden B Officer of the regiment "Gard du Cor". Saxony, 1810-13 Hand Pain ULO W0133-1968618 Tail Light Assembly
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 2.97ct Brilliant Princess Cut 3 Stone Solitaire with Accent Flaw JMFHCD LED Headlamp Head Torch Super Bright Waterproof Rechargea JIUCHUAN Indoor Doormat Grunge Stripes Painted Lines Texture Ver roswear Women's Ripped Mid Rise Frayed Hem Denim Stretchy Skinny Storage Basket Woven Storage Basket Rattan Hanging Baskets Garde Scully Rangewear Men's Rangewear Paisley Print Vest Big and Tall Anime Overlord Folding Stool,Portable Chair Folding Camping Stoo Prime Leader Kitchen Mat and Rugs Set of 2, Leopard Gnome Truck Head Case Designs Officially Licensed Michel Keck Golden Retriev Roman 133088 Musical Led Holy Family, 9.75 inch, Multicolor
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Beautiful Butterfly Full-Width Single-Sided Printed Pompom Edge
1 2 3 4 5 Space AstronautExquisite custom printed school or office Backpac Parag Fragrances Fancy Boquet Attar 5ml (Alcohol Free Long Lasti Aluminium Alloy Long Fish Net, with Plastic Handle Aquarium Net, ZHJBD Smoking Set/Cigar Accessories Glass Top Humidor Wood Cedar GAIXIA Bamboo Creative Hamper Folding Laundry Basket Fabric Larg Outerstuff Toddler NFL Prime Pullover Hoodie YXYH Chunky Knit Blanket – Super Soft Chunky Knit Throw Blanket Stacker 2 Xtra 2oz. Energy Shot (12 Pack) (Grape) Home Decor Decorative Ornaments Zoo Forest Animal Copper Crafts
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 Rexroth New Aftermarket A10VSO45DFLR/31R-VRA12K40 Hydraulic Pist DIAOD Kawaii Plush Dolls Stuffed Soft Down Cotton Animal Pillow
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 FASZFSAF Closet Wardrobe,Multi-Purpose Non-Woven Cloth Wardrobe 15 Exitos
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 Black Full-Motion Tilt/Swivel Wall Mount Bracket for BenQ GW2460 Monitor Stand Riser Mesh Metal Printer Stand Holder Laptop Stand
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: Reebok Men's Cycle Attack U Cycling Shoe (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 INKPRESS MEDIA 350 GSM, 20 Mil, 95 Percent Bright Paper (#ACM443
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).