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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 Amphenol Part Number PT02SE-10-6S 7 8 Petite Cuisine Cuisine Lickables, Smooth Wet Cat Treats, Tuna in For Office Garden Family Room Abstract Ornaments Figurines Art G ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with F Set 4 Standard Fuel Injectors for Peugeot 405 505 Volvo 240 242 Fats Waller 1935
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Dragon Gothic Garden Decor Statue, Garden Statue Outdoor Dragon 13 (Front+Rear Kit)(High-End) 4 Cross-Drilled Disc Brake Rotors + 8
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 613 Blonde Lace Front Wig human hair body wave 613 color body wa YINGGEXU Telescope Universal Cell Phone Adapter Clip Mount Binoc Stoota Womens High Waist Yoga Pants, Solid Color Tummy Control S ML Kishigo 1526 Ladies Economy Mesh Safety Vest - Orange Small ( Foran - Last Name Coat of Arms, Family Crest and History Print S 14k White Gold Diamond Asymmetrical Stackable Ring (1/6 cttw), S Universal Car Stereo Paintable Ported 12" Alpine Bundle Type S S metaFOCUS by Nuoptimal - Premium Nootropics Brain Booster Supple Behergy Names of Stars Universal Front Seat Covers,Car Front Sea
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 LCGGDB Rustic Twin XL Size Fitted Sheet Pillowcase Sets,Sunflo 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Clhhsy Waterproof and Removable Custom 3D Mural Wallpaper Chines Perfect Fit Group STYCV1415LCTL2 - Silverado P/U Tail Lamp Rh An Stainless Steel Thickening Sounding Kettle Large Capacity Househ Roostery Spoonflower Throw Blanket, Art Deco Swans Black Print, LT5522EUF#PBF, Up/Down Conv Mixer 5V 2.7GHz 16-Pin QFN EP Tube ( Yilong 5'x8' Handmade Silk Rug Qum Persian Traditional Antique O QueenYii for Sony VPL EX130 LMP-E210 Projector Lamp in Housing EuroLux Home Hand-Embroidered Throw Pillow 2139;x2139; Flowers P Ivory Space-Saving Velvet Shirt Hangers Nonslip with 360°-Swivel 12W E27 Wireless Bluetooth Speaker LED Bulb Changing Dimmable wi
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Lutema Economy for InFocus SP-LAMP-095 Projector Lamp (Bulb Only Service Caster Brand 5 Inch 316 Stainless Steel Light Duty Threa CINGO Papasan Cushion, Chair Pads, Overstuffed Chair Cushion, E Self-adhesive Faux Leather Fabric Sheets Cotton Back for Leather HARD EDGE DESIGN Girl's Youth I Love You More Than Coffee Quote zsst Laptop Sleeve Bag for Notebook Computer Protective Case Cov Sterling Silver Polished Enamel Balloon Childs Post Earrings Windshield Sunshade, Car Sunshade, Keep Your Vehicle Cool-Butter 3 Pieces Bath Rug Set Toilet Seat Cover Western Country Style St
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Canon EF 24-105mm f/3.5-5.6 IS STM Lens (White Box Bulk Packagin MYYINGBIN 70×45×40CM Retro Rattan Footstool, Storage Ottoman for Kids Activity Table and Chairs Set - Toddler Activity Chair Best Lillian Tablesettings 36020 Dinnerware 12 Oz Chestnut Rectangula satukeji Projector Lamp Bulb EC.J6100.001 for Acer P1165E P1165P Forget-Me-Nots Alaska State Flower 925 Solid Sterling Silver Cha XRSM Motorcycle Handlebar Handguards Protector Shield Guard for Dell PowerEdge R730 Server | 2X 2697V3-2.6Ghz = 28 Core | 128GB Anti-cat Keyboard Protective Cover Laptop Stand Portable Laptop 9 x 12-28 Velpine (White Kraft) SFI Open End Catalog 250 envelop
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Attack on Titan Case for IPAD Pro 2020 (11in), Auto Wake/Sle
1 2 3 4 5 Creature from the Black Lagoon Anime funny Laptop Backpack 16.5I Chunky Woven Blanket Polyester Fiber Throw Hand Woven Yarn Breat 18k White Gold Bezel Round-cut Black Diamond Solitaire Pendant ( Ribbed Turtleneck 4X Topaz SPECTRUM NATURALS MAYONNAISE CANOLA, 32 OZ, PK- 3 Aokarry Women 18K Yellow Gold Pendant Necklace 11.3ct Round Citr 12 Packs Kitchen Cabinet Knobs,Beach Tropical Fruit,Pulls Cupboa Song Radio Flyer Tricycle Toy Bicycle Child Stroller Collapsible Warlord Games BA: German Grenadiers in Winter Clothing
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 Semi-Circular Area Rug Stripped Hexagons Non Slip Doormat Super Blue Flower Photo Wallpaper Mural Wall Paper Roll for Living Roo
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Ambesonne Winter Pet Bed, Snowflakes Celebration Snowy Weather C CGSignLab 2463199_5absw_27x18_None |"Ice Cold Beer -Modern Block
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 HJXV Clutch/Accessories,Motorcycle Stunt Clutch Lever Easy Pul Rohde Women's Flat Mules
Chapter 13 Neural Nets and Deep Learning PDF Cher adultyouth hoodie Pullover Men's Casual 3d Printed Sweatsh American Shifter 470540 Shifter Kit (16" E Brake Cable Clamp Tri
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 Jewelry Case Portable Jewelry Box Earring Storage Box for Women 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 RFGTH Statues and Figurines Statue Ornament Boxwood Figure Figur 7 8 QYXY 1pcs Front Left Side Axle Shaft for 66-7252 Rugrats 3d Print Backpack For Travel Laptop Book Bag Daypack For 2 AA 2.4V 1600mAh Ni-MH Rechargeable Cordless Phone Battery for Seismic Audio 2 Pack of Chrome Horseshoe Style Strap Locks for e DOYIMBO Bohemian Summer Dresses for Women Pockets Stripes Prined
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 PFYRK 13.3Inch Clịtorạls Tọys for Women Liċkịng and Sá» 13 DFLYHLH Women's Shorts Back Waist Zipper Pocket Yoga Shorts Ligh
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Bottling Spigot Gasket (Pack of 5) 14kt White Gold Princess Diamond Bridal Wedding Ring Band Set 1 Arts Print Queen Size Quilt Throw Bedspread Lightweight Soft All Skechers Women's BOBS Skipper Roamers Ranch Slipper Dazzlingrock Collection 14kt Yellow Gold Round Diamond Bridal We Purina 6 Cans of Dog Chow High Protein Beef/Chicken in Savory Gr AXJTNL Wigs Hair Front Bud Silk Screen Hood Female Large Wavy Li ADCLK925BCPZ-R2, Clock Fanout Buffer 2-Out 1-in 1:2 16-Pin LFCSP AC Service Windless Flag (Hardware Not Included) FI (10)
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 WWE Brock Lesnar Stencil Type with Skull Pullover Hoodie 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Snozu Boys Softshell Jacket Black Dot Camo Oh Manatee Anti Theft Laptop Backpack Travel Backpacks Bookbag L ERA Paints Automotive Touch Up Spray Paint Kit for Nissan Pathfi Western Decor Aquarium Backdrop Sticker Traditional Rodeo Cowboy Genuine Ford 1L2Z-7842528-FA Nameplate Now Hiring Non-Stupid People (18" X 24") Yard Sign, Quantity Dis 6 Per Set Thanksgiving Colorful Maple Leaves Fall Chair Covers f DEYYA Outdoor Picnic Blanket with Waterproof Backing Washable Fo Kawasaki Engine Fx600v Carburetor Assembly 15004-0817 New OEM 14"x9.9" Vivid Sign New Bye Beer Cute Super Bright Wall Decor Li
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 #623 Alaskan-Yukon BC Natural Gold Nugget Pendant 5.62 Grams Aut 12 Packs Kitchen Cabinet Knobs,Blue Halloween,Pulls Cupboard Han Society6 Aqua Black Gray Flower Burst Floral Pattern by Honey De AD5758BCPZ-RL7, DAC 1-CH R-2R 16-bit 32-Pin LFCSP EP T/R (5 Item InterestPrint Lightweight Hoodie of Men with All Over Print and Intermatic EI220W 1/2/4/8 Hour SPST 1800-Watt in-Wall Countdown parts-quick 16GB Memory for Tyan Computers Transport HX TN76A-B8 Knitted Fingerless Toddler Gloves, Bunny Kids Gloves Red Vow Painting by Number Kit DIY Oil Framed Canvas Paint-Geome
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Bezel Set Pear Shape Cubic Zirconia Fancy Party Wear Solitaire S The Dungeon of Naheulbeuk: The Amulet of Chaos - Chicken Edition Mouse Pads Anime Chainsaw Man Gaming Mouse Mat Large Size RGB Ga OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo Mini Wooden Stool Plant Display Stand, Solid Wood Flower Pot Dec Nebraska Cornhuskers Mascot Sleeping Bag Verified by SanFlash Ultra SanDisk 64GB Works for Samsung Galaxy Love is blind wall art with Persian calligraphy wall art canvas AGS Certified (SI2-I1, F/G) 1/3ct Diamond Solitaire Pendant in 1 Ochoos M3 M4 M5 Thumb Screws High Head Knurled Screw Brass Nicke
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Veri SanDisk Ultra 512GB MicroSDXC Works for HTC 8XT by SanFlash
1 2 3 4 5 ProSphere University of Dayton Men's Performance T-Shirt (Brushe Antique Geometric Heriz Oriental Area Rug Hand-Knotted Wool Carp American Shifter 476251 Shifter Kit (4L60E23" E Brake Trim Kit F XiaoCha© Color Creativity Feather Art 3D Self-Adhesive Wall Stic 1.05ct Emerald Baguette cut 3 stone Solitaire with Accent Design Personalized Color Printed Glass Coffee Mug - Pineapple - Pink - Kingston 512GB DJI Matrice 100 MicroSDXC Canvas Select Plus Card Osg 2495103 - Tap Plug M5-0.80 Nitride 3 Flt Pack of 2 I've Been Expecting You
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 For Melting Steel DWE-Watch Shop Wall Art Canvas Prints Mural Wall Clock, Living R
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Breeze Decor Brightly New Year House Flag Dowel Set Winter Clock 3 Pack Men's Board Shorts Drawstring Summer Beach for Swimming 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 WENTWORTH- Pewter Flask Tin Hip Flask-Love Skull Pocket Flask-84 Buibuhii Astronaut Moon Laptop Backpack With Usb Charging Port F
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: CGSignLab |"Garage Sale -Classic Gold" Premium Brushed Aluminum (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 Punch-Free Towel Rack, Bathroom Towel Bar, Wall Mounted Lavatory
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).