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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 The Business of a Sports Car: Production Marketing 7 8 EMIAOTO Fuel Pump Module Assembly 77020-28171 Fits for Voxy ZRR8 Danger of Falling with Falling Rocks Falling Ice Graphic Sign, 2 Calicomfy Hand Made Anti Slip Contemporary Tibetan Area Rug for FMOGE Spice Rack/Organizer Rack Stainless Steel Spice Jars Bottl YellowMaps Globe AZ topo map, 1:24000 Scale, 7.5 X 7.5 Minute, H
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Lawn Decor Flower Fairy Sculpture Garden Landscaping Yard Orname 13 InterestPrint Saint Patrick Day Puppy Men's Short-Sleeve Looser-
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 LWSJP Table Cover Modern Square Waterproof Table Clothes Coffee DBG Ventures 1971 Torino Cobra Master Body Kit Ambesonne Nature Coverlet, Frozen Ice Mountains in North South P LQQAMZ 1.2L Ultrasonic Cleaner Home Stainless Steel Smart Ultras VITICP Adults Kids Wall Stickers Decals Peel and Stick Removable ProSphere Drake University Girls' Performance T-Shirt (Topograph Meyda Tiffany 77907 Evelyn in Lapis Transom Stained Glass Window LIFESELAZ I'm A Horseaholic Welcome Mat Decorative Entrance Entr Summer thin men's lightweight large raincoat
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Mister Bear New Cosplay Costume for Jujutsu Kaisen Okkotsu Yuta 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 QIFFIY Towel Hanger 3 Pole Swivel Fold Towel Rack Carbon Steel A WZHIJUN Northern Europe Indoor Entrance Doormat 90×120cm, Bedroo Starry Galaxy Case for iPad Pro 12.9 in Case 4th Gen 2020 Tablet Portable Picnic Outdoor Blanket for Water-Resistant Rollup Pic Oil Painting of Polar Bear Family Reusable Insulated Tote Lunch YTREI Large Wall Clock Clock Mechanism Living Room Modern Big Cl MAGFYLY Rock Climbing Rope 16mm Safety Rope Orange Cord,Multi- Waterstone HCP-2400-SC Satin Chrome 24 inch Appliance Pull Love Heart Shaped Drink Coasters 8 Sets, Vintage Farm Truck with Black Full-Motion Tilt/Swivel Wall Mount Bracket for ViewSonic V
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 SuppliesMAX Compatible Replacement for HP Laserjet P4010/P4014DN Unknown1 Hardwood Pennsylvania Cutting Board Brown Wood Handmade 9MM Stud Earrings, Cushion Stud Earrings, Gemstone Earrings for Shahbanu Rugs Afghan Khamyab Pure Wool Hand Knotted Deep and Sat Cotton All Season Woven Bed Blanket 500 Pack CTZD Custom Badge Holder UV Prints Logo Text Image, Cus OneHoney Summer Coastal Coconut Tree Surfboard 3 Pieces Bath Rug Society6 70s Flowers - 70s, Retro, Spring, Floral, Florals, Flor Swinging Doors Cafe Doors Solid Wood Spring Door Automatic Closu
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Gold Tone Decorative Toggle Fancy Lobster Closure Pink Flower De Chrysler Genuine 1FK07BD5AD Seat Recliner Handle cciyu Lower Ball Joints Outer Tie Rod Ends Front Sway Bar End Li GUOTIAN Transparent PVC Office Chair Floor Mat Waterproof Multif Baseball Texture Leather Table Mats Set of 6 Washable Non-Slip P LUJUNTEC Taillights Assembly Lamps OEM Style Replacement Pair Co LC_Kwn 10x25 Armament High HD Night Vision Binoculars,Rotating E Flower Floral Bohemia Leather Placemat Washable Placemat for for Dicksons Psalm 23 Golden Brown 11 x 7 Resin Decorative Hanging W KKKKKY 3pcs Pumpkin Soul Dance Mummy Statue,Horror Mummy Hallowe
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Years Not Living
1 2 3 4 5 HILLHOUSE Good Dog Naturals Fragrance Mist - Room Spray 3 oz Cartridge Fuses 250V .1A Time Delay (100 pieces) Ai Rong Cushion Electric Heating Health mat moxibustion Home Ful OneHoney Laundry Clothes and Texts 3 Pieces Bath Rugs and Mats S HIJIN Pet Grooming Scissors Set, 7.0" Colorful Cat Dog Hair Cutt Devilman Crybaby Unisex Backpack, Large Capacity School Bag, Cas JIAYING Personal Fans Battery Operated Clip on Fan Small Persona TH XHome Aquarium Décor Backgrounds Black and White Highland Bu 20 Pack - Cosmas 5268SN-BL Satin Nickel Cabinet Hardware Knob wi
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 2 Pc Blue/Chrome 6.7 Turbo Diesel Motor Badge For Trunk Hood Doo 18k Yellow Gold Natural Garnet Womens Cross Pendant Chain - Ch
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Smoking Tobacco Pipe Poster Print, Smoker Gift, Tobacco Farmer, 1 Pair 8351A001 Side Fender Side Marker Lamp Signal Light Generi
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 Utsukushii Nihon No Uta Drillco Nitro Series 400N 21/64" X 4 5/8" Black and Gold Oxide H
Chapter 13 Neural Nets and Deep Learning PDF Cubavera Men's Standard Retro Color Block Panel Short Sleeve But Custom Art Photo Wallpaper Small Flowers Draw Painting Wall Deco
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 Verified by SanFlash Ultra SanDisk 64GB Works for Sony Xperia 1 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 BKBCIX 5D Diamond Painting Kits DIY Round Full Drill Diamond Art 7 8 Palace Medieval Costume Women Halloween Dress Vintage Victoria 2 Anime VTuber Hololive Shishiro Botan Cosplay Costume Uniform Fem Verified by SanFlash Ultra SanDisk 64GB Works for Nokia 8.1 Micr Pedigo Products, Inc. (P-121) Hamper Linen 25" Diameter Ea Mila - Synthetic Lace Front Single Mono. Wig by Jon Renau, Comb,
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 MTYLX Step Stool,2 in 1 Lightweight Folding Portable Multifuncti 13 University School Bag Unisex Kishibe Rohan Backpack Inch College
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Atowoi NEW STARTER SOLENOID FITS 1960 CASE WHEEL LOADER W5A 188 Table Runner and 6 Pieces Placemats, 16"x72" Cotton Linen Kitche Amazon Essentials Men's Slim-fit Hybrid Tech 9" Short XIAOSAKU Tabletop Fountains Indoor Buddha Tabletop Water Fountai Watercolor Forest Bird Placemat Leather Table Mats Set of 6 Easy 1 Pcs Tablecloth White Wedding Beaded Pearl Organza Embroidery N Dancing Sapphire Pendant with Diamond Oval Frame (3.1mm Blue Sap Motorcycle Grips For Suzuki GSR 750 600 DL650/V-STROM SFV650 TL1 TANKH2O Scuba Tank Vacuum Insulated Water Bottle: Great Gift and
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 300ml Stainless Steel Oil Pot,creative Soy Sauce Vinegar Bottl 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 ERECL Wooden Wall Shelf for Room Decor Craft Storage Rack Rope W Zfusshop wine racks European Solid Wood Wine Rack Wine Rack Wine Custom Graphical Pickguard to fit Fender Strat HENDRIX SSS 11 Ho ZXDHNS Photo Wallpaper - Removable Wall Mural - Animal Owl Self- Ambesonne Floral Portable Fabric Wardrobe, Various Style Modern PNdeid Sugar Skulls logo Children 3-in-1 Book bag Set, Teens Lun CGSignLab 2471484_5mbsw_16x16_None |"Super Sale -Classic Navy" P ProSphere Mississippi College University Men's Performance T-Shi 25 CO2 cartridges 12g NON-THREADED C02 paintball or airsoft gun Ðịldọs | ṃạssạgẹr Wịrẹlẹss ṃạssạgẹr á¹
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 BIG WASP Unisex-Child Mecha Style Lightweight Athletic Tennis Sh Fevas 10pcs/lot SCV13 SCV13UU SC13VUU 13mm Linear Bearing Bush B A sixx Drum Mallet, Instrument Accessory Drum Stick, with Wool F Coasters for Drinks, Absorbent Drink Coaster with Cork Base, Fun 2.50ct-Diamond Flower Necklace Cisco UCS 5108 Chassis with 8X B200 M4 Blade Server, Per Blade ( Tu-ne Sq-uadLarge cold storage bag lunch bag camping ice bag air Suncloud Scene Sunglasses - Women's DIAOD Men's Contrast Patchwork Long Sleeve Button-Down Collar Dr
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Watercolor Flower Decor Aquarium Wallpaper Background Set of Dif On-Site Laser Compatible Drum Alternative for Lexmark 12A8302, W Furniture of America Mivo Contemporary Walnut Counter Chairs (Se 73 Inch Yoga Mat Towel Kawaii Cute Dog Face Animal Non Slip Fold Fastasticdeals Custom Weatherproof Yard Sign Guaranteed Credit A MQQ LED Cylindrical Pendant Lamps Restaurant Cafe Bar Decoration American Shifter 415694 Shifter Kit (12" E Brake Cable Clamp Cle Sigma 135mm f/1.8 DG HSM IF Art Lens DSLR Cameras - Bundle with Insulated Lunch Bag for Women/Men St. Patrick's Day Owl Clover L Verified by SanFlash Ultra SanDisk 64GB Works for Vertu Signatur
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
AWSAD Interlocking Floor Mats Soft Child Splicing Crawling Mat T
1 2 3 4 5 Synvy Tempered Glass Screen Protector, Compatible with HP EliteB Bookend Heavy Duty Stand Book Organizer Shelves Support Rack for ExpressPaint Aerosol - Automotive Touch-up Paint for Pontiac Vib Binoculars for Adults with Clear Low Light Vision, Binoculars fo HMEILI Motorbike Gear Shifter Lever Front Rear Fit for Harley DXMCC Car Massage Cool Cushion Seat Cover Cushion Breathable Woo Vintage Bicycle With Flowers Laptop Backpack,Fashion Folding Lig Moterm Leather Cover for A6 Notebooks - Fits Hobonichi, Stalogy 1 oz Seeds (Approx 201462 Seeds) of Eupatorium perfoliatum, Bone
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 IndianShelf 3 Piece Handmade Turquoise Iron Dot Wall Hooks for H ASHNE JEWELS IGI Certified 0.51ct Natural White Diamond (I1-I2 C
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Beautiful happy 10 Packs Stainless Steel Shelf Support Corner Br Motorcycle Fairings Kit For 2009 2010 2011 ER-6F NINJA 650R 09 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 Solid 14k Yellow Gold 1/5 Cttw Diamond Bar"Y" Charm Pendant Chai yotijar Electric Heating Pad for Neck and Shoulders Back Pain Wr
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: Student Schoolbag, School Laptop Work Bag, Sunset Beach Park Men (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 Hailiang Fast Sling Puck Game, Portable Interesting Bouncing Che
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).