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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 MKVRS Computer Chair, can Lying Office Game Racing Chair, Ergono 7 8 Cacoffay Parasol Base, Parasol Umbrella Base Stand, Water Filled Rexroth New Aftermarket A10VSO71DFR/31L-PWA92N00 Hydraulic Pisto BEIHUAN Compass, Waterproof Shockproof Hiking Military Navigatio Case for Ipad Pro 12.9 Cute Puppy Dog Forever Protective Case Co Personalized Austria Quilt, Gift for Your Lovers Birthday Boys K
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 DIY 5D Diamond Painting Kits for Adults Kids Full Drill Large Si 13 PC Desktop Stand Computer Desktop ATX Case CPU Steel Rolling Sta
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Metal Detectors, Underground Metal Pinpointing Hunter, Lightweig Durable Polyphonic Harmonica Musical Instrument for Students for ML Kishigo 1574 Premium Brilliant Series Ultimate Reflective Saf 925 Sterling Silver Yellow Rhodium 17mm Two Love Hearts Oval Pho HD Projector, Projector, 1080P Low Power Consumption Video for M Viberate Oral Tongue Licking Simulator Six Toys for Female,Rabbi American Shifter 533629 Shifter Kit (TH350 23 Swan E Brake Cable The Promised Neverland Lunch Bag Backpack Multifunction Lightwei 33 Gallon Regular Duty Trash Bags - 0.5 Mil 250/Case (2 Cases)
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Odin God Ravens Viking Big Back Badge Patch 25,5cm x 22,7cm / 10 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Jobber Drill,3/16"",HSS -6 Pack Shoulder Bolt - Shoulder Screws - Alloy Steel - Thread: 3/8"-16 Signal Lights, LED Pilot Light High Brightness Red for Signal In Muchkey car Floor Mats fit for Toyota Prado (Big seat Behind The 12 Packs Kitchen Cabinet Knobs,Rainbow Colorful,Pulls Cupboard H OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo ECCPP Sway Bar Link Kit For 2003 2004 2005 2006 2007 2008 for Mi yuanmush 8GB 2400MHz DDR4 PC Memory RAM Module for Desktop HD Transparent Lace Front Human Hair Wig Pre Plucked Bleached Kn Custom Building Product Color Matched Caulk by Color Fast (Steel
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 10Pack Standard W H with 5LED 4 Holes Minimalist Water Fountains Indoor Waterfall Fountain Tabletop Wa White Silicone Hose For 2017-2020 CRF450R 2017 2018 2019 2020 ZCXBHD Ultralight Bike Wheel Double Walled Aluminum Alloy V/C Br Command Picture Hanging Interlocking Fasteners ZHAOSHUNLI Storage Cabinet Underwear Storage Box Drawer Type Div Jewels Obsession Gold Shell Necklace | 14K White Gold Shell Pend TTNM Creative Fruit Poached Egg Plush Toy Soft Stuffed Cartoon F DVD "The Avenger" (1915), "The Son of Fate" (1915) director Maur
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 3D Wallpaper Custom Wallpaper Nordic Small Tropical Forest Fresh wlczzyn Sweatshirts for Women Splice Shirts Printing Pullover Ho JIAW 15-Piece Set 65x24cm Thickness 10mm Rectangular Fluffy Rug Spill Kit Station Sign, 24x30 Inches, 3M EGP Reflective .080 Alu Le Veneziane Capellini- Gluten Free Pasta, 8.8 oz (2 Pack) - PAC FixtureDisplays Valley Armless Guest Chair 1040985-NF No 14K White Gold 2.75 Carat LAB GROWN IGI CERTIFIED DIAMOND Classi 不适用 Straw Plaited Dressing Mirror Round Art Decor Makeup W MAZF Custom Mural on The Wall 3D Photo Wallpaper Park Forest Tra 100TECH Fuel Level Gauge Universal for Boat Car Truck Vehicles M
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
3D Wallpaper Landscape Photo Wall Murals Living Room TV Sofa Wal
1 2 3 4 5 Shower Curtain linerSimulation Cockroach Doll Pillow Plush Toy S Diode 100PCS/LOT Ultra Fast Recovery Diode HER104 HER107 HER108 Womens Summer Tops Women's Casual Solid Crewneck Sleeveless Vest Sealmaster ER-20C Cylindrical OD Bearing, Setscrew Locking Colla Beautiful Giant 3-Pack Men's with Drawstring Board Shorts Summer Wall Murals,White Horse Running 3D Stereo Photo Mural Wallpape CARBEX Carburetor for Suzuki Carburetor LT-F250 LT-F250F Quad Ru Lucky Box Mystery Boxes Mystery Electronic Blind Box, Super Cost Haokanba Lumens LED Flashlight T6 Super Bright Waterproof Torch
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 The Decor That is Adored Blue Fairy with Two Dragons Medieval Fa Man of Faith
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 CASURI Wilderness North America Three Gray Wolves Blanket, Super Omabeta Comfortable Wooden Monitor Stand Strong Monitor Stand TV
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 Jewels Obsession Gold Horse Necklace | 14K White Gold Horse Pend UXZDX Stainless Steel Cooking Tools Spoon Shovel Cookware Kitche
Chapter 13 Neural Nets and Deep Learning PDF Power Stop K7951 Front and Rear Z23 Carbon Fiber Brake Pads with Bathroom Safety Handicap Grab Bar, White Shower Straight Stainle
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 4PK Oregon 72LPX084G 24" Chain 3/8 .050 84 Drive Links 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 24L 4H Genuine White Mother of Pearl Buttons 100 pcs/Bag Used in 7 8 Yakety Yak Digital Nc Super High Capacity 'Intelligent' LithiumIon Battery Brady LKELO, 45609 Electrical Lockout Pouch Kit, 3 Kits Cactus Floor Bath mat Landscape of Mountain Sun Desert Cactus Pl 5/16-18 x 3 1/2 Grade 5 Carriage Bolt Zinc Plated (50)
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 14k Yellow Gold Cute Cut Out Bumble Bee Necklace Adjustable Leng 13 ProSphere Sigma Chi F Men's Performance T-Shirt (Zoom) 809A5 (XX
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 JYMYGS VR Headset with Controller, Universal Virtual Reality Gog Blind SPOT Detection Installed HERE (18" x 24") Yard Sign, Quant Verified by SanFlash Ultra SanDisk 1TB Works for Lenovo Phab2 Pl Wool Embroidered Tassel Table Runner, Coffee Table Decoration Cl WYYYW 30 LED Yellow Lemon Slice Light String Background Wall Roo Low Battery Indicator Searching Tool Underground Metal Detector Aibou Classics 2 / Various CXWLD Mini Christmas Tree Set, 24 Inch Tabletop Artificial Xmas Sansukjai Big Snake Cobra Figurines Animals Hand Painted Blown G
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 HW.Q Outdoor Post Light Outdoor Waterproof New Type Chinese Colu 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Colorful Skulls Decor Microfibre Pool Beach Travel Towels Quick YUBAIBA Anime Duvet Cover for Saekano: How to Raise A Boring Gir EZ Fabric Silky Minky, Turquoise COLORSUM 2 Piece Non Slip Kitchen Mat Set Happy Halloween Truck Shift Knob Shifter Gear Shift 5 Speed Knob Lever Shifter Gaitor SODIKA 2 Pieces Anti Fatigue Kitchen Floor Mats Non Slip Waterpr Red Dash Board Cap Bezel Cover Overlay Compatible with 94-97 Dod Case for Ipad Pro 12.9 Animal Tattoo by Hand Drawing Tattoo Art ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with B Decorative plate Paintings Wall Plate Art Display Plate Home Res
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Zenda Wholesale Lot 5 3x5 Come and Take it M4 Flag 3'x5' Banner YSJJHSC Laundry Hamper X-Shape Collapsible Foldable Dirty Clothe I-Youth Cotton Vintage Pioneer Women Costume Lattice Colonial Pr Paper Tray, Document Tray, Wooden File Tray, Wooden Desktop Stat Elegant Kitchen Rug Mats 2 Pieces Soft Kitchen Mat Fatigue-proof Doifck Cat Scratching Post, Assemblable Carrots Kitty Cat Claw S Clhhsy Waterproof and Removable Wall Mural Country Style Fruit W CASURI Pumpkin Face Laughing Night Sky Star Blanket, Super Soft Ultra-Slim Black Adjustable Tilt/Tilting Wall Mount Bracket for
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 iSavings Kids/Baby Room/Daycare/Classroom/Playroom Area Rug. Bas DNP W137 Premium Plus Wax Black Thermal Barcode Ribbons (5.98 IN Radnor Large White Premium Grain Goatskin Unlined Drivers Gloves Lsaardth Plant Watering Can Water Can, Stainless Stee Garden Wat Accuform, MFXG904XT, 14" x 10" Dura-Plastic Sign:"Fire Alarm" Kenneth Cole REACTION Women's Flower Park Table Cover Decorative Rectangular Tablecloth Cotton Linen Child Amymami Beer Bar Corona Palmtree Beer Neon Lamp Sign 17inx14in B Blue Snowflakes Christmas Tree Skirt 30 inch Plush Xmas Christma Eldon James L0-6NN Natural Nylon Equal 90 Degree Elbow, 3/8" Hos
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Yilong Carpet 3x5ft Small Silk Handmade Rug Oriental Area Carpet
1 2 3 4 5 Area Rugs for Living Room Bedroom Summer Ocean Red Gradient Fish Plutus Brands Plutus Stone Manor Indigo Handmade Throw Pillow, 2 LKDF Plastic Table Cover, Thick Crystal Clear Table Cover Protec ARTSHOWING Anti Fatigue Kitchen Rugs Set 2Piece Autumn, Waterpro Electric Razor for Women, 2-in-1 Painless Women Shaver Bikini Tr Lotus Flower Blooms Against Backdrop - 1000 Jigsaw Puzzles for A Rexroth New Aftermarket A10VO45DRG/31L-VRA12N00 Hydraulic Piston Plant Sofa Cover Stretch Couch Cover Sofa Slipcovers for Couches Bathtub Strip Seal Used For Bathroom Kitchen, Shower Toilet Wall
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 American Shifter 522968 Shifter Kit (C6 23" E Brake Trim Kit Dip Custom 1911 Silver Jesus Sacred Heart Grips (Regular w Left-Hand
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Herend Queen Bee Porcelain Figurine Raspberry Fishnet Yamaha 23X-23190-L0-00 Air Valve; 23X23190L000 Made by Yamaha
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 Pbldb Waterproof Mural Wallpaper 3D Starry Sky Moon Sea Night Vi SODIKA Bedding Duvet Cover Set Breathable Durable Soft Comfy Duv
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: Replacement For Yamaha Yzf-r6 155 Cc Year 2009 Parking Light By (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 Wall Five Cats Glowing Sticker Murals Decals Art Living Room Nur
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).