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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 MARYYUN Dish Drying Rack with Utensil Holder, for Kitchen Counte 7 8 Hssure Rectangle Sand Shade Sail Shading Net Sunblock Shade Clo Clara Pucci 2.20ct Emerald Round Cut Pave Halo Solitaire Accent Garden Composter Bin,80 Gallon (300L) Large Composting Bin Black Trans-Dapt 4698 Motor Mount Kit zlw-shop Black Single Monitor Stand Arm Monitor Stand Mount with
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Green and Orange Polyester Picnic Table, Caricature of Fruits Ho 13 XZGDEN Hair Replacement Wig, 613 Blond Body Wave Wig 13X4 Lace F
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 YBQ Steering Wheel Cover Steering Wheel Covers Universal Flip Fu ZXDHNS Wall Murals XXXXL - Cartoon Animal Horse Self-Adhesive Wa OneHoney Welcome Entrance Doormat, American Baseball Ball Red Li YellowMaps Chavez MTN East AZ topo map, 1:24000 Scale, 7.5 X 7.5 FFLLAS Desktop Fan,Bladeless Fan,Tower Fan Cooling Fan Heating F ZYY Bluetooth Body Fat Scale- Smart Digital Bathroom Weight Body Beach Slippers Seaside Holiday Quilted Quilt Girl Gift Throw Bla Sterling Silver Wakeboard Charm Pendant Jewelry LAOJUNLU Ren Bonian Figure of The Eight Immortals Four-Foot Bann
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Ochoos 1pcs=50cmPolyurethane square Square sticks Excellent stic 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 3-Pack Black Compatible 051 Drum Unit Replacement for Canon Imag EFFUN 120 Sheets Colorful Photo Instant Films Frame Sticker Comp HWCUHL Wall Mural Wallpaper Golden Prairie Landscape Wall Sticke Bar 20" 3/8 .050 072 415-050-665; Healifty Copper Foil Tape Copper Tape Conductive Adhesive for Gu YWZHIQIAN Rocinante Coffee Men Track Pants Golf 1/2 Shorts with Photography Ballhead Hanging Buckle Lanyard Non-Slip Adjustable Reebok Men's Classic Vector Hoodie Small Desk Electric Fan,Portable Rotating Air Circulator Cooling Bay-Lor U Uni-Ver-Sity Microfiber Beach Towel Quick Dry Highly A
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Case for Ipad Pro 12.9 Milky Way Galaxy Stars Space Dust Protect (Front+Rear Kit)(Heavy Tough-Series) 4 Cross-Drilled Disc Brake PAINTSCRATCH Touch Up Paint Pen Car Scratch Repair Kit - Compati Addoncomputer.com Factory Approved 1gb Dram Kit F/cisco 2821 - 1 Ramanlas I Beat Anorexia Storage Bins with Handles Large Storage The Disappearing Act (True Stories Collection) Bad+Bunny Cool Large Capacity Zip Backpack Bag Laptop Bag For Un Easy Sweet 100% Natural Sugaring Sugar Wax Hair Removal Sweet Pa Sunchild [Vinyl]
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Black Tilting Wall Mount Bracket for Zenith P60W36 Plasma 60 inc MoonTour Ethnic Hippie African Women Backpack School Bookbag Lap Butterfly Blue Blanket Soft and Comfortable Super Soft Micro Woo 16 Rear Spoke Wheel for Harley Softail Dyna Platinum 3.5mm Round Ruby .04 CTW Diamond 16" Necklace TH XHome Aquarium Background Fish Reptile Tank Gallon Backgroun Rieker Women's Loafers Kingston GO! Plus Works for 512GB Samsung Galaxy S20 Ultra 5G Mi Rexroth New Aftermarket A10VO45DFR/31R-PKC12K40 Hydraulic Piston Small Animal Play Tunnel Collapsible 3 Way Tunnel Tubes Toy Ha
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Heat Resistant Kitchen Tablecover Placemat Waterproof Plastic Wa
1 2 3 4 5 Dart DCC550PC Conex Complement Portion Cups 5 1/2 oz. Translucen Car Side Window Sunshades Set of 4 Chinese Peking Opera Operas C SBU Grey Boat Cover for Cajun Espirit 1800 1993, Trailering Stor 3pcs Ańạl P-lüg Like Panties Bluetooth Vibration Toy for Love DJDLOK Soft Sports Silicone Wristbands Bracelet Strap Replacemen ZXDHNS Photo Wallpaper Wall Mural - Christmas Flame Fireplace W Niubiyazwl Storage Cubes, Capacity Clothes Storage Bag,with Zi WHCQ Round Patio Table Covers Waterproof, Outdoor Garden Furnitu 5D DIY Diamond Painting Kits for Adults/Kids, Color Flower Butte
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 Womenfocus Cozy Plush Doormats 18x30in, Absorbent Cushioned Kitc Male Délay Ring Vibritor Powerful Multi Vibr-ation Exercise Enha
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Custom Vinyl Banner Multiple Sizes Coffee Bagel Outdoor Advert Corolado Spare Parts, Recoil Starter Assembly for Nb411 Cg411 Bg
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 Nikon D3500 24.2MP DSLR Camera with AF-P 18-55mm VR Lens 70-30 Art Animated 3D Printing Cover Twin Bedding Set Soft and Breatha
Chapter 13 Neural Nets and Deep Learning PDF Ebros Gift Ceramic Festive Blue Easter Bunny Rabbit Kissing Gian WHEEJE Ashtray European Personalized Home Trinkets Retro Country
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 XUERUIGANG True Wireless Earbuds Bluetooth Headphones 5.0 Sport 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 Zing Green Products 2132, Eco Safety Sign"Notice Do Not Block Do 7 8 Graduation Guest Book Poster - Graduation Party - High School Gr LYHDP Water Window View Kids Removable Decor Mural DIY Wall Art Muy Thai Fighter zsst Laptop Sleeve Bag for Notebook Computer Protective Case Cov Windshield Sunshade, Car Sunshade, Keep Your Vehicle Cool-Tiger
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 VISLINDU Zip Up Hoodies for Women Long Sleeve Crop Tops Heart Gr 13 YXYH Chunky Knit Blanket Throw Bedroom Home Decor Hand Made Gian
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Backpack Bags Circus Black and White Bag with Lunch Bag Pencil C Drawer Dresser Knobs Pull Handles 6Pcs American Style Crystal Gl Eve's Floral Paradise Vertical European Tapestry -Medium: 36.00" MMC Womens Necklaces Phoenix Pearl Bridel Pendants 60 Inch Oversize Rustic Windmill Kane Carpet 12' x 12' Vancouver Blue and Ivory Ultra-Soft Pile S ASAP Rocky Pants Women's Cotton Sweatpants Loose Workout Sweat P Nibco Fitting Lead Free 1/2 " BYSH Anti-Collision Protection Slider Motorcycle Swingarm Spools
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 RAVPump Light Set for Ninjago Movie Cole Minifigure- LED Lights SprinZ Foldable Pet Cat Tunnel Interactive Indoor Outdoor Play T Pullovers V Neck Long Sleeve Solid Casual Loose Pullover Tops Po Yt92Pl@00 Mens Tentacles of Octopus Athletic Sweatpants, Casual COLORSUM Super Soft Bath Towels Colorful Abstract Oil Painting T A Foreign Body / At All Costs (Sinon, oui / Cote que cote) [Regi Pulls Golden Cabinet Door Handle Simple Brass Drawer Single Hole Grande Baroque by Wallace Sterling Silver Flatware Set For 8 Ser JIAJUAN-Doormat Non-Slip Waterproof Front Door Entrance Outside Car Air Bed Cushion Back Seat Pads Mattress with Inflatable Pill
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Donpow Patio Umbrella Replacement Canopy, Polyester Cloth Umbrel Fractal Half Round Bath Mat, Mosaic Geometric Art, 24" x 36" Bat ZHFRC Cabinet Handle Drawer Door Handle Kitchen Cabinet Handle P Mens Western TES Star 2 Athletic Sweatpants, Fashion Sport Pants Front Seats: ShearComfort Custom Waterproof Cordura Seat Covers Coming Soon Half Price Big Discount Clearance Sale Market Shop D CUADRA mens 2c2fa1 For Toyota Prius 2006-2009 Tail Light Assembly Pair Driver and P Latitude E6330 Service-TAG 7J0VXW1 Express-Service-Code 16387823
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Wood Bead Garland with Tassels Farmhouse Rustic Country Wall Dec Heavy Resin Sculpture Character Bookend, Desktop Creative Book S Zxb-shop Underwear Drawer Organizer Closet Underwear Organizerï¼ Quilts Bedding Printed -Hiking Woman Quilt NH172, King-Soft Ligh SIHL 3698 Imola P Photo Paper Pearl 7 mil in 36"x100' Wollet Bamboo Tray Home Restaurant Fruit Basket Set Large, Mediu Wallet Leather Bifold Wallet for Men with Flip Out ID Window and for Ducati for Hypermotard for Monster 696 796 22mm 7/8 CNC CNC Savoy House 3-2245-4-139 Eagen 4-Light Foyer Light in Graywood w DDSYJ 3D Wall Stickers Yellow Man Adventure Funny Wall Decal Dec
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Seattle Skyline Art Seattle Skyline Giclee Canvas Print Three Pa
1 2 3 4 5 Asscher-Cut Diamond Solitaire Pendant (0.25 cttw Diamond) Screamin ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with C DRHU Patio Furniture Covers Rectangular 52x24x34in, Patio Table Satsuki Kiryuin Large-Capacity Lightweight Printing College Scho Mazda ZZEB-13-35X Electric Fuel Pump WFZCP 7 Inch Joint Clamping Pliers Fuel Filters Hose Pipe Buckle DINGGUANGHE-CUP Solid Carbide Chamfer Tool Milling Cutter 4 Flut New Lifelike Pawing Grey Tabby Cat Statue 13.75" Long with Glass
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 Synvy Privacy Screen Protector, Compatible with DELL P2412Hb 24" Patriot P20 Dual Purpose Electric Fence Energizer, 2.0 Joule
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Blue Shining Cosmic neon Light Twirl 12PCS Round Drawer Knob Pul Wall Stickers Decalswhite / Red / Blue Christmas Electrostatic S
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 HONDA 16100-KSJ-A31 CARBURETOR ASSY. CGSignLab |"Credit Cards Accepted -Chalk Corner" Perforated Wind
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: OLIVIA KOO Boys Solid 5-Piece Formal Suit Set with Matching Neck (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 RADIATOR UPPER HOSE For 850 2.5 D. /S70 2.5 D. /V70 2.5 D. /S80
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).