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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 Mansion House Three / Various 7 8 XMSH Laundry Baskets-Laundry Hamper Dirty Clothes Basket, Clothe Camel Carpet 6'x9' Handwoven Oriental Silk Area Rug Vintage Rug gegecos Anime Comic Danganronpa 2 Goodbye Despair Cosplay Costum Sloane Classical Guitar Tuning Machines with Leaf Bronze Basepla 2 Tier Bowl Fountain
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Coca Cola Love Always Coke Pullover Hoodie 13 N/ A Decorative Mural- Wallpaper Modern Butterfly Photo Wall Mur
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 ProSphere California State University Fullerton Men's Performanc 4 Piece Shower Curtain Sets with Non-Slip Rug,Toilet Lid CoverB RAVPump LED Lighting Kit for R2D2 Blocks Model - LED Light Set C MUSEDAY 4 Piece Shower Curtain Sets with Non-Slip Rugs, Toilet L Dpliu Towel Rack, Wall-Mounted Double-Row Towel Stands, Made Bra Skulls On A Dark Backpack 3d Printed Casual Travel Laptop Backpa DELTA Products Natural HDPE 45/400 Bottle NUTW-31649 SS304 Metric Thread M14 M16 M18 M20 M24 M27 M30 Marin The City - Vinyl Home Art Multicolored Decor Sticker Hospital De
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Backpack Bags Colorful Cactus Collection Bag with Lunch Bag Penc 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 American Shifter 403562 Shifter Kit (904 10" E Brake Cable Trim 32 Pcs Caulking Finisher Tool Kit, Aulufft 3 in 1 Stainless Stee TYUT 6' |Soft Roll Up Truck Bed Tonneau Cover|Funda Tonneau para QADSJNH Windscreen Wiper car Accessories,for Chrysler Cirrus fro Lysee Screws - Wkooa M5 Thumb Screws Wing Screws Metric Bolts St Modern Large Creative Wall Mural 3D Dinosaur World Wallpaper DIY Global Focus Bedding Luxury Ruffle BedSkirt 800 Thread Count Sol Achysj 304 Stainless Steel Towel Bar European Antique Retro Towe GYZX Hair Comb Bamboo Airbag Massage Comb Carbonized Solid Wood Nursery Wall Decals - Jungle Animal Wall Stickers - Baby Room Wa
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Towel Rail Bar Holder Vintage Antique Bronze Bath Towel Holder H Atrapada Holland Bar Stool Co. L217-42" Chrome Wichita State Pub Table Bosphorus Cymbals T13HC 13-Inch Traditional Series Hihat Cymbals SGGFA 3D Printing Material Rack 608ZZ Bearing Rotatable for Fila KM 7/16 Super Primalloy Maintenance Length Drill Bit 6/PK (1 Pac Sculpture Statue Figurines For The Home Room Yard Patio Lawn Out Ocuvite Adult 50+ Eye Vitamin Mineral Supplement (90 Count) - AYTOYY Natsume Yuujinchou Anime Pattern Fashion Pu Leather Rivet
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Bathroom Safety Handicap Grab Bar, Handicap Grab Bars for Bathro The Road Trip Humidor combo set includes humidor and accessories Braylon Edwards Signed Multi-Inscribed Stats Michigan Wolverin CSCH Wall Stickers Murals Blue Tractor Field Sunset Sky Wall A 1 Yard Cotton Fabric Broken Ties in Black Width 42/44" - QYO267 Goick Fountain Ornament-Desktop USB Fountain Ornament Crafts Ind ninRYA Witch Hand Pedestal, Creepy Statue Resin Retro Creative W Murray 7029908YP Engine Belt Genuine Original Equipment Manufact Welsh Dragon Flag Mans Track Pants Jogging 1/2 Shorts with Pocke Nov. Compatible TN850, TN-850 Toners (10 - Pack)
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Replacement Carburetor,Replacement Carb Carburetor for Polaris M
1 2 3 4 5 My Hero Academia Midoriya Izuku 3D Printed T-Shirt, Cosplay Deku Yawaraka Na Hibi/Tokyo Brock Replacement Driver and Passenger Front Upper Control Arm C RR-0846, WH-846 Spirolox Internal Retaining Ring, Medium Duty, 8 DSWHM Storage Baskets, Layer Laundry Basket Multipurpose Laundry American Shifter 493724 Shifter Kit (8" 727 E Brake Cable Trim K L;IAN European Iron Plant Display Stand with Brake Wheel, Living Car Floor Mats for BMW 3 Series Convertible E93 320i 325i 330i 3 Mister Bear KanColle Collection Kumano Cosplay Costume Wig
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 OFFTEK 32GB RAM Memory 240 Pin Dimm - DDR3 - PC3-12800 (1600Mhz) 10-0 0 x 1 x .035 x 2/3H Band Saw Blade M42 Bi-metal 1 Pcs
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 BOSTANTEN Women Leather Handbags Fashion Satchel Bags Shoulder P Xinyu store Game Name : Marioparty1,This Cassette is Suitable fo
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 Wall Coat Hook Rack Solid Wood Hanger Partition Wall Mount Shelf Mister Bear Bubucos Cosplay Costume for Batman Joker
Chapter 13 Neural Nets and Deep Learning PDF Mission Del Rey Authentic Native American Hand Etched Painted LUYIYI Bohemian Tapestry, Wall Hanging Macrame Decor Cotton Rope
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 WREATHES RED Chrome (18" x 24") Yard Sign, Quantity Discounts, 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 [email protected]. 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 Solid 14k White Gold Solitaire Emerald Solitaire Charm Pendant C 7 8 American Shifter 405739 Shifter Kit (AOD 10" E Brake Cable Trim Amymami Beer Bar You Only Live Once Pink Neon Light Lamp Sign 17 Accuform MELC647VP, 10" x 14" Plastic Sign:"Check Battery Acid B ZSH Air Fryer High Capacity,5.5L/1500W Fast Heating Air Fryers HARD EDGE DESIGN Girl's Youth American Grown with Pitcairn Islan
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 ZLLY 2pcs Mario Kart Racing Steering Wheel 13 KYCHDY Explosion Ladies Black Small Curly Hair Lace Front Wig Eu
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Surya Harlow 20" x 20" Pillow Kit, Beige, Cream, Black CHHCYH Slumber Bag, Sleeping Bag – Lightweight, Comfortable, Wat Inflatable Anàlès Pl'ùgs Massager T'oy Soft and Comfortable Sili SHF Artificial Pe^NIS, Mastu^rbation Device, Interest Products, MOOCOM Screaming Demon Orc Heavy MetalEngulfed in Flames - Three Dell PowerEdge R730 Server | 2X E5-2670 v3 = 24 Cores | 256GB RA PREMIERS SOINS (FRENCH) N\C Hand Blown Glass Dog Figurines Animal Sculpture Gift Desktop Oil and Vinegar Dispenser, Olive Oil Dispenser Bot Ceramics Disp
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 (10 pcs) 1/4"x4" Carriage Bolts - Zinc ("The best fasteners") 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Cisco UCS 5108 Chassis with 4X B260 M4 Blade Server, Per Blade ( JumpingLight 12x18 12"x18" State of Oregon Stick Flag Wood Staff DONGMAISM Lawn lamp 1/4PCS Solar Light Outdoor Waterproof Ground KAETZRU Laptop Backpacks with USB Day Dead Dog Colorful Skeleton Clhhsy Waterproof and Removable Custom 3D Wall Murals Wallpaper Oil and Vinegar Bottle Oil Vinegar Bottle Pot disp Oil Dispenser 3 Pack (C+Y+M) Compatible Drum Unit Replacement for Brother DR22 ZXMDP Folding Shopping Cart with Tri-Wheel, Heavy Duty Stair Cli Personalized Night Light Custom Photo Lamp Bluetooth Night Light Dell PowerEdge R630 8B 2.5" SFF - 2X Intel Xeon E5-2680 v3 2.5GH
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Ilsco CLWD-1/0-14-1 1/0 AWG Copper Compression Lug- Pack of 5 CL-ZZZ SUS304 Stainless Steel Double Towel Bar Rail, Polished Si Loo-ney Tunes Area Rug Bedroom Living Room Non Slip Rugs Super S ZYLE Yoga Wheel Dharma Wheel Yoga Circle Stovepipe Open Back Fit 14k Yellow Gold Flashed 925 Sterling Silver Oval Shaped Photo Lo 2pcs Gaming Mouse Pad The Promised Neverland Soft and Large Mous 6 Cans of Purina Beyond Duck Sweet Potato Pate Recipe Grain-Fr PictetW Black Clover Asta Car Seat Cover,Universal Cozy Car Sear Savannan Duvet Covers 3 Pieces Set Twin Size, Life is Better Und
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Dashboard Cover for Audi A4 B6 B7 2002-2007 2008 Lhd2 Layers Car YCDJCS 1.3L Outdoor Kettle Portable Folding Stove Top Teapot Pic by Unbranded Beach Palm Tree Wood Sign 12×12 inch Farmhouse Deco SUPVOX Guitar trapeze tailpiece for jazz archtop guitar replacem 2 Pieces Anti Fatigue Kitchen Floor Mats Non Slip Waterproof Kit Hetalia Axis Powers Russia Ivan Braginsky Pink Dress Cosplay Cos Hsxcci Biden Sucks Foldable Car Windshield Sun Shadefits Windshi Interesty Emergency Car Glass Hammer,2-in-1 Window Escape Glass Goujxcy Adjustable Laptop Desk,Office Home Movable Table Bedside Joe's Jeans Lara Kenora Mid-Rise Straight Ankle Cut Jean
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Rugrats Chuckie Youth Bag Canvas Cloth Laptop Backpack School Co
1 2 3 4 5 Womens Lug Sole Platform Ankle Boots Elastic Chunky Block Heel N zlw-shop Professional Dynamic Microphone UHF Wireless Microphone Hootie Blues Fuel Pump Hanger Assembly Compatible with Ford E-150 Econoline 4 200x150cm Portable Polyester Cotton Hammock, Hammock Swing Bed ProSphere Colorado Mesa University Men's Performance T-Shirt (En Sheath Tie-dye Print Small Dress Ladies Summer Women Drawstring Tulane University Green Wave NCAA Ghost Tee T-Shirt 3Com Switch 5500G-EI PoE PSU 24 - Power Supply (3C17266)
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 LIMEI-ZEN USB Microscope 1000x USB Digital Electronic Microscope Rembrandt Charms Maltese Cross Charm
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Summer Men's Loose Large Size Men's Casual Five-Point Pants Wear CGSignLab 2463817_absw |"for Sale -Modern Gradient" Premium Acry
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 American Shifter 396150 Shifter Kit (PG 6" E Brake Trim Kit For Naturally Queen Iii by Dacre8iveone on Laptop Sleeve - Laptop Sl
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: ZCXBHD MTB Bicycle Wheelset 26/27.5/29 Inch Mountain Bike Wheel (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 Women Electric Shaver, Painless 4-in-1 Hair Trimmer Removal Tool
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).