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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 Cotton Candy Machine Cart, Home DIY Homemade Electric Sugar Cand 7 8 TooLoud I Don't Get Drunk - Irish Adult Lounge Shorts FMOGE 8-Speed Thermostatic Shower Set for Women, Copper Shower R Donkey Kong Backpack Bookbag Lunch Bag Laptop Daypack Bookbags S JJyuiop for Toyota,for Yaris 2005 2006 2007 2008 2009 2010 6 Spe Anime Akame Ga Kill! Tatsumi Akame Mine Leone Lubbock Shele Bula
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Clara Pucci 2.1 ct Emerald Baguette cut 3 stone Solitaire Accent 13 Adult Children Kids DIY Digital Painting Canvas kit kit,(with Fr
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 SODIKA 2 Pieces Anti Fatigue Kitchen Floor Mats Non Slip Waterpr Rσsẹ νịbrαtσrs á¹¾-Î-ḅraṭọṛ Yoga ṧ-ê-x Tọys4wọ The Pillow Collection Throw Pillow, Euro Square, Blue Hemoton Rotating Cake Stand Icing Spatula and Smoother Revolving Caroline's Treasures PPP3124CHF Yorkie for All Seasons Flag Canv ARA Women's Loafer Flat Black Silicone Radiator Hose fit BMW E36 325i/328i/330i/M3 1992~ SCCOF12RCJ8484 - Bare by Solo Eco-Forward Recycled Content PCF P Goodman 2.5 TON 15.0 SEER Air Conditioner Bundle with Furnace (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 Verlaine 2 Divine Ignorante 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 I Enjoy Long Romantic Walks In Costco, Funny Coffee Mugs, Shoppi Kancan Jeans Women's Five Pocket High Waist Distressed Denim Jea HARTI Mini Micro Blocks Building Toy Set, Film Classico Creative GemAbyss Beads Gemstone Amazing Quality Amazonite Faceted Rectan Gem Stone King 925 Silver and 10K Yellow Gold Green Peridot and Beautiful Giant 3 Pack Men's Water Activities Board Shorts Sexy OG-Renstky Women Real Mink Fur Hat Female Patchwork Fox Fur Mix REDDATES Flag in Flowers Car Seat Cover Front Car Seats Protecto LIZHE Adjustable Plantar Fasciitis Night Foot Splint Drop Orthot ROLLER WITH FLANGES STAINLESS STEEL FOR MINERVA GRATER DIAM. 87X
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 For Acura Tl Outer Tail Light 2012 2013 2014 Passenger Right Sid YANGHONDD Outdoor Statues Sculptures Amp Statues Decor Statue S LAZNG Plastic Storage Bin 1pc Boho Pattern Storage Bag (Color : JINLI-CASE Rennen 10pcs Optical Axis Linear Rail Shaft OD8/10/12 FANQIE LED Camping Lights Hiking Tent Lights Portable Outdoor Ha YEVYG Knife Beads 5PCS Paracord Beads for Jewelry Making Supplie ch-AIR Game Chair Swivel Chair Computer Chair, 360° Rotation Adj ACCL 25Ft Cat6A Shielded (SSTP) Ethernet Network Booted Cable Gr Severe Weather Shelter Area Floor Decals Green Anti-Slip Round S
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Black Full-Motion Tilt/Swivel Wall Mount Bracket for Samsung LH4 Lagerstroemia Loudonii Flower Pink Tree - 1000 Jigsaw Puzzles fo NU211EMJ30 SNR New Cylindrical Roller Bearing Blueangle Blue Whale Towel Wrap with Dry Hair Cap Headband for Custom Any Size 3D Wall Mural Wallpapers Modern Fashion Castle L Road Passion Stator Coil 420685632, 420685631, 420685630 Replace XiuLi Barbecue Charcoal BBQ Smoker Outdoor Patio Stand Grill Bonamaison Coasters - Set of 4 -Premium Absorbent MDF - 9x9CM (E Fuel Pump Rebuild Kit fits - Vulcan 2000 VN2000 2004-2010 - Moto Jewels Obsession Silver Cross Necklace | Rhodium-plated 925 Silv
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
The Diamond Deal 10kt Rose Gold Womens Round Diamond Flower Clus
1 2 3 4 5 LAOJUNLU White Brass Treasure Ornament Size As Shown Antique Mas SYYUN Wall Sticker Wall Sticker Bear Decal Removable Graphic Wal 1/10 CT. T.W. Baguette And Round Cut D/VVS1 Diamond Infinity Hea LLCY Bathroom Towel Bar Wall Space Aluminum Anodizing Bath Towel SRQOESFF Headband New Women Girl Elegant Solid Colors Cross Knot Antique Silver Plated Jewelry Making Charms Findings Crafting Su Ochoos Nema34 Motor Planetary Reduction Ratio 1:6 Planet Gearbox Stainless Gear Box Panel Cover Trim for Land Rover Discovery Spo YG-1 J2 Series Vanadium Alloy HSS Spiral Pointed Tap, Hardslick
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 Yellow Decor Aquarium Background Round Floral Style Ombre Print Lingland Cell Phone kit LCD Screen and Digitizer Full Assembly f
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Clhhsy Waterproof and Removable European Style Luxury Interior D Vintage Wooden Brick Wall Papers 3D Photo Wallpaper Murals Livin
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 Axiom Memory Solutionlc 4gb Low Power Ddr2-667 Ecc Rdimm Kit (2 40x40 Matte paper print of abstract collage artwork featuring fe
Chapter 13 Neural Nets and Deep Learning PDF Jewels Obsession Gold Teddy Bear Necklace | 14K White Gold Teddy April Birthstone - 1/4 CT Modern Snowflake Pendant Necklace with
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 925 Sterling Silver Engravable Spring Ring Rose 14k Gold Plated 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 Solar Ground Lights with 12/16/20 LED Lights Solar Outdoor Brigh 7 8 SHU XIN Bathroom Shelves Perforation-Free Toilet Towel Rack Wall Bath Rug 3 Piece Bathroom Rugs Set, 1 U-Shape Toilet Mat 1 Doo MYBA Wine Rack Wall Mounted Wine Rack European Wooden Wrought Ir Wild Flower Meadow Two Beautiful - 1000 Jigsaw Puzzles for Adult Rexroth New Aftermarket A10VO45DR/31R-VPA11K68 Hydraulic Piston
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Freshwater Cultured Pearl Pendant with Diamond Floral Bale (10mm 13 JSLING Solar Pendant Light, 6000K Split Solar Street Light Super
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 WULFUL Men's Slim Fit Winter Wool Coat Long Trench Coat Business T20-5-510 20/2C PVC/PVC Shielded Thermocouple Wire TX - Qty of 1 Vintage Hot Rod American Flag Classic Car Men's Hoodie Long Slee Verified by SanFlash Ultra SanDisk 1TB Works for Aukey DR02J Mic ALGFree Garden Furniture Covers Rattan Courtyard Table Cover Sof American Shifter 436851 Shifter Kit (2004R 23 Swan E Brake Cable JumpingLight 12x18 Somalia 2 Faced 2-ply Nylon Wind Resistant Fl MEIMESH Camping Lantern Battery Powered Outdoor 30 LEDs Flashlig TapeTech 7" Drywall Flat Box Repair Kit 501C7 with 3 Blades 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 QIAOH Patio Covers for Outdoor Furniture 130x83x23in, Heavy Duty 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Ridgid 31435 D787S 12 HD Handle (632-) Category: Pipe Wrench Par xbwy Custom 3D Photo Wallpaper Scenery for Walls Ocean Seabed Ca Dell PowerEdge R820 16 Bays 2.5 Server - 2X Intel Xeon E5-4657L Clara Pucci 2.08 Brilliant Emerald Cut Solitaire Accent Halo Stu Geometric Tiger Kids Bath/Pool/Beach Hooded Poncho Towel - Super Nsoking Seraph of The End Owari no Seraph Hiiragi Shinoa Anime C Original New Authentic ebmpapst Fan G1G170-AB31-51 M1G074-CF 410 Women's Mini Dress, Summer Dress for Women Women's Sexy Bodycon FlexOVit 1" X 1" A80 Grit Aluminum Oxide High Performance Resin Minyangjie Car Replacement Parts Great Car Wireless Bluetooth Mo
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Skrzypovita 40+ Biotin Complex 84 Pills Tablets. Made in Poland. 3D Illusion Lamp Led Night Light Egyptian Sphinx Pharaoh USB Tou XIAOLUTIANM Shift Knob Gear Shift Lever Knob Head Car 6 Speed Ge rodde Towel 74x37 Inch Eiffel Tower Pool Beach Blanket, Eiffel T Accuform CAUTION AUTOMATIC GATE GATE CLOSES AFTER EACH VEHICLE D Flojet Pumps D3225H1411 Pump Reflective Insulation Heat Shield, Double Sided, Thermal Barrier 3D Photo Wallpaper for Walls 3D Lotus Flower Bamboo Forest Wall TTSHOP Ash Tray Desktop Moon Shape Cigarette Ash Tray Home bar C
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Towel Rack Wall Mounted Bathroom Household Towel Bar Black Swive 6 Pack Leather Drawer Handles-Includes 4 Colours of Screws Per L Artificial and Dried Flower 30p Artificial Apple Blossom Stem Fa Custom Mural Wallpapers Home Decor 3D Golden Pearl Flower Jewelr Travel Backpack For Women Men Bee Honeycomb Seamless Vector Patt New Lot of 100 Pcs 9/16-12 Hex Nut Stainless Steel Grade 18-8 Fu FHMYCSQ 3D Wallpaper Sticker Face Wall Decal Decoration Kid Smas Neatfi XL Bifocals 1,600 Lumens Super LED Magnifier Lamp with Cl JUND for 07-13 Silverado 1500 Crew Cab Pickup 07-13 Silverado 15 YEVYG Knife Beads 5PCS Paracord Beads for Jewelry Making Gold Vi
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
HEYDHSDC 2021 Women Peach Leather Pants High Elastic Show Thin L
1 2 3 4 5 Pbldb Removable Large Custom Wallpapers Wonderland Fengxing Hugu LIKYE Household Laundry Basket Clothes Storage Bucket Foldable L Breeze Decor Two Group FK118001-P2 Mardi Gras Spring Applique De 9'x11'10" THE PASTEL COLLECTION,Silk With Textured Wool Hand Kno TYTZSM TZSJYYH Musical Box 18 Notes Retro Wind-Up Wooden Piano M Ross-Simons Italian 18kt Yellow Gold Cross Pendant Necklace. 18 ZXDHNS Wall Murals XXL - Sunset Lake Scenery Self-Adhesive Wall YYONGAO 0-150mm Double Scale Caliper Caliper Vernier Caliper Too Step stool Wooden Ladder Chair Stool 3 Steps Portable and Foldab
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 DONGMAI Wall Light Nordic Wood Wall Lamp Industrial Loft Retro W Head Case Designs Officially Licensed Anne Stokes Inner Strength
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 MUSEDAY 4 Pieces Duvet Cover Bedding SetFarm Cute Cow with Fresh Aidelan 4Pcs Black Leather Door Panels Insert Cover Kit For VW T
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 Plush Knit Blanket Handmade Thick Wool Chunky Bulky Knitting Thr WTGG-Home Textile Latex Pillow - Natural Latex Pillow Thailand R
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: American Shifter 513355 Shifter Kit (2004R 12" E Brake Cable Tri (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 JKPOWER 2pieces Metal Iron Candlestick Hanging Wall Sconce Candl
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).