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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 LuDa Electric Bike Conversion Kit 250W 24V Fits 22-28'' Modifica 7 8 InterestPrint Music Love Heart Men's Short-Sleeve Looser-Fit Cas ERA Paints Automotive Touch Up Spray Paint Kit for Nissan Armada Car Rear Door Speaker Ring Circle Trim Door Sound Audio Speaker DIY 5D Diamond Painting Kits for Adults Kids Full Drill Large Si MMC Silver Necklaces 0.01ct White Stone Jewelry Cross Gift Women
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 whbage Wall Stickers New Cute Wall Stickers Decals Kids Nursery 13 Pet Factory Beefhide Braided Sticks 78105 Made in USA, Handmade,
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 ELXSZJ XTZJ Wireless Earbuds, Bluetooth 5.1 Wireless Headphones 14k Dancing Unicorn Charm, 14 kt Yellow Gold FFLLAS Desktop Fan,Bladeless Fan,Tower Fan Cooling Fan Heating F YellowMaps Phoenix AZ topo map, 1:24000 Scale, 7.5 X 7.5 Minute, Scottish Retro Printing Women'S Lunch Bag,Portable Fashion Meal Floor Lamp Standing Light Vertical Lamps Lights 63''American Flo GemAbyss Beads Gemstone 5 Feet Labradorite Silver Pyrite Beaded CGSignLab 2470040_5absw_18x12_None |"No Parking -Classic Brown" ZHEYANG Faux Ivy Privacy Fence Screen Balcony Screen Garden Terr
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Cartoon Fox And Rose Laptop Backpack,Fashion Folding Lightweight 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Handcrafted Dainty Bezel Set Natural Labradorite Pearl Gold Fill 12PCS Colorful Crystal Glass Cupboard Wardrobe Cabinet Drawer Kn SUPVOX 4PCS 70MM Hot Melt Glue Gun Nozzle Steel Material Glue Gu Indoor Doormat, Front Back Door Mat 20" x 31.5" - Summer Beach P Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp Rexroth New Aftermarket A10VSO71DFR/31L-VPA42K01 Hydraulic Pisto Libec TH-650EX Video Tripod with Fluid Tilter Lysee Bolts - M3 M4 Thumb Screw High head Knurled Bolts Steps Sc Arcadia Home Hand Felted Wool Pillow-Brown Bear Silhouette on Cr ERA Paints Automotive Touch Up Spray Paint Kit for Suzuki Verona
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 OFFTEK 1GB Replacement RAM Memory for Asus M6846NEUH (PC2700) La Joe Exotic Quarantine Hero Poster Joe Exotic Poster Free Joe Exo HWCUHL Wall Stickers Kids Bedroom Christmas Lantern Decoration C Coasters for Drinks, Absorbent Drink Coasters Set Cool Bar Cup C Portable Electronic Scale 5kg LED Electronic Scale Postal Food B Clhhsy Waterproof and Removable Custom Underwater World Dolphin Opal Wig Remy Human Hair Straight Soft Bob Monotop Womens Petite RUHJICHU Children Socks 1 Pair Socks Boys Girls ins Cartoon Frui EBTOOLS Portable Tripod Stand, Aluminum Alloy Lightweight Adjust
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 OFFTEK 1GB Replacement RAM Memory for Packard Bell EasyNote A875 Yamako Shinto Gold Gohei (Wand Tipped with Strips) 4.7H Inch Camping Lantern, USB Rechargeable LED Camping Light Outdoor Tent To My Wife 14k White Gold Heart Silver Necklace Pendant Gift For Custom S?Well 12oz Stainless Steel Travel Mug - 100 PCS - .42 LAOJUNLU War and Han Dynasty Bronze Vase with Four Dragons Inscr LQIAN Kitchen Island Folding Portable Trolley Mute Can Bear 100 Cheese Nachos (18" X 24") Yard Sign, Quantity Discounts, Multi-P Hanshengday Tactical Dog Vest-Training Outdoor Breathable Harnes Obey Women's Crew Neck Knit Top with Elastic Bottom, Cropped Len
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Unskrl Hookah Set,Double Tube Arabic Shisha 21.25" Hookah - Suit
1 2 3 4 5 Beekeeper American Flag Double Wall Vacuum Insulated Stainless S 14k White Gold 4-Prong Basket Round-cut Black Diamond Solitaire Goldenwarm 20 Piece Soft Close Cabinet Hinges for Kitchen Cabine ZDSM Footrests for D-ucati 696 796 2009 2010 2011 2012 2013 2014 SMLZV Garlic Press,Mortar and Pestle,Easy to Clean Mini Garlic G 3 Tier Pink Mirror Acrylic Square Cake Stand 20cm 25cm 30cm Over Professional Dual Handle Aluminum 67" Tripod (Bubble Level) for Pump Kirsten Murph 2 Open Tip Sleeve Sheath Cage Girth Enhancer JewelryWeb 925 Sterling Silver 16-inch Green Jade/Lavendar Jade/
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 Advance Brush 81236 Wide Face Crimped Wire Wheel Brushes (2 Unit Liards Bronze Wreath Holder (Set of 2)
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 FAG NU330E-M1-C3 Cylindrical Roller Bearing, Single Row, Straigh Dozen set of Custom Self Inking Rubber Stamp Brass size: 17mm
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 Men Beard Grooming Wax Safe Beard Smooth Styling Balm 30g for Fa ACCL 30Ft Cat6A UTP Slim Ethernet Network Booted Cable 28AWG Blu
Chapter 13 Neural Nets and Deep Learning PDF YIXIN2013SHOP Desktop Fountain Decoration Creative Feng Shui Fou NUOBESTY Monitor Stand Riser with Storage Drawer Desk Shelf Rise
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 1TB Works for Eten V900 Micro 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 Lztly bolo tie Denim Western Bolo Lace Tie Fancy Shirt Dress Dan 7 8 Marble Metallic Wallpaper Soft Pink Rose Gold Steering Wheel Cov The Tune Guys Long Sleeve Green Boston Pierce Garnett 08 T-Shirt YYLL Water-Proof Plastic Mat, 10 Pieces Hollow Non-Slip Mat for Veri SanDisk Ultra 64GB MicroSDXC Works for Sony SGP521 by SanFl ZMMZ Chair Folding Camping Chair Camping Furniture Travel Fishin
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Thomas Collection Exotic Siberian Husky Faux Faur Throw Pillow - 13 Tenacitee Pig Patio Side Table, Weather Resistant Outdoor Colorf
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Go-Parts - PAIR/SET - for 2002 - 2004 Lexus ES300 Rear Tail Ligh Spoons Swan Shape Long Handle Vertical Soup Spoon With Tray,mult 4.23ct Emerald Round Cut Solitaire 3 stone With Accent Flawless sararui Plastic Laundry Basket Storage Clothes Hamper Baskets wi Ridgid 74755 87 Bushing Black Plastic Sun Umbrella,Automatic Open and Close. with Waterp STVYtoy Summer Casual Shoes Men's Beach Sandals Man Soft Flat Sl Replacement Value Fuel Pump Module Assembly Killer Filter Replacement for WIX D40A03GBV
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Kristin High Stretch Sofa Cover Jacquard Couch Cover with Cover 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 LIUDSBFQINGR Smart Phone Touch LCD Display LCD Screen and Digiti Tu 22 LED Solar Powered Dual Light Flood Lamp Security Garage Motio Cabilock Antique Flower Round Vintage Dinner Charger for Plates Cheetah Pattern by Rose Gold on Modern Throw Rug - 6' x 9' Poetic Walk Lucky Star Konata Izumi Cosplay Costume Girl School CGSignLab 2463051_5gfxa_48x32_None |"Black Friday Blowout -Moder Sex ua paatoys More Fierce Reaistic Soft Sex Toy Electronic Masa Coxreels 1175-6-200-H Hydraulic Hose Reel: 1" I.D., 200' hose ca XXF-Shop Blue and White Porcelain Hollow Fruit Plate Tall Design
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 ZJING Selfie Ring Light with Tripod and Bluetooth for Live Broad YOFIT Shade Sail Hardware Kit 5inch for Triangle Sun Shade Sail DSMGLRBGZ Recessed Wall Lights Reading Lamp, USB Charge with Swi 3/4 Cttw Diamond Halo Clover Stud Earrings (13mm x 13mm) (.75 Ct Bald Eagle Us Flag Pictures Printing Women'S Lunch Bag,Portable Ring Iron Wedding Arch Props Background Round Arch Flower Outdoo YNX MLKCL Bedroom/Living Room Rectangular Nordic Fluffy Carpet C OMING Bookmarks Metal Bookmark, Creative Bookmarks,Bookmark Brahms: Piano Sonata No. 3, Rhapsodies, Intermezzo, Capriccio
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 12 Packs Kitchen Cabinet Knobs,Unicorn and Star,Pulls Cupboard H Synvy Privacy Screen Protector, Compatible with Dell Latitude 14 Vintage Multiplication Table Math Leather Table Mats Set of 6 Wa Binchil "Two Peas in A Pot Ceramic Salt and Pepper Shakers Weddi Men's Fleece Hoodies Full Zip Hooded Sweatshirt, Winter Thick Pu Laptop Backpack Skull Skull Demon Custom Backpack 17inch Small S Brown Geometric Peshawar Oriental Area Rug Hand-Knotted Wool Car ✷ HebeTop ✷ Men's Winter Full Button Thick Sherpa Lined Faux Fats Waller 1938 to 1939 Custom Mural Wallpaper 3D Hot Air Balloon Elephant Bunny Hand-Pa
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Cos-Love My Hero Academia Ochako Uraraka Cosplay Costume Women G
1 2 3 4 5 Susany 4 Piece Birdhouse Firwood Bird House Nesting Box Shelter Quick-Acting Office Intelligent Dock Dual USB Charing Port Power PN CLNB-500-38-1-9 CUCMP 500k 90DEG 13/32-1 T UL CSA (Pack of 1) OE Spec, Radiator Upper Hose 2095010282 compatible With Mercedes Bosch 67199 Electric Fuel Pump Solid Wooden Floating Shelves, Wall Mounted Shelf for Bedroom Li Minnesota Golden Gophers 19" LED Clock Primary Logo - Made in US RADIATOR UPPER HOSE USED TO AUTOMATIC GEARS For R52 / R53 1.6 17 Seamless Pattern Feather Book Bag Lunch Bag Combination Universa
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 CHASE WINOVICH AUTOGRAPHED MICHIGAN LOGO OFFICIAL COLLEGE PLAYOF Print Palm Tree Silhouettes 4-Piece Oven Gloves and Pot Holders,
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 sordiw Mysterious Blue Whale Planet Throw Blanket Super Soft War KOI Stretch 748 Women's Power Jogger Pant (Heather Navy, X-Small
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 meDKO Car Audio Circle Trim ,for Chevrolet Equinox 2017 2018 2 20PACK Wooden Hangers Suit Hangers Premium Hangers Clothes Hange
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: Dell PowerEdge R820 16 Bays 2.5 Server - 2X Intel Xeon E5-4650 v (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 Hoody Bomber Men Jacket Spring And Autumn Cargo Bomber Jackets D
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).