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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 GYF Motorcycle Carburetor Set Carb Compatible for Shorty Big Twi 7 8 Blind SPOT DETECTORS Installed HERE Yellow Cursive (18" x 24") Y Bread and Circus Hadlee End Table with Storage, Top Material: Solid Wood, Drawer Greday Bath Rug 3 Piece Bathroom Rugs Set, 1 U-Shape Toilet Mat 1.8 Inch Mp3 Player Mp4 Media Fm Radio HiFi Music Player Walkman
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Capri Jogger for Mens, Slim Australia Flag Heart Love Cotton Swe 13 ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with D
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 AWSAD Patio Set Covers Rectangular Dust Cover with Drawstring An American Shifter 385935 Shifter Kit (4L60E 23 Swan E Brake Cable Gold Constellation Heart Star Navy Blue Placemat Leather Table M Puccy Privacy Screen Protector Film, Compatible with Acer ASPIRE HZYDD Office Chair,Home Office Desk Chairs with Lumbar Support,M Collapsible Large Laundry Basket,Dirty Clothes Organizers Hamper FRUDRIK Thermostat Wire - Solid Copper 18 Gauge - CL2- Power Cir Table Runner and 6 Pieces Placemats, 16"x72" Cotton Linen Kitche SuppliesMAX Compatible Replacement for Lexmark MS-317DN/MS-417/M
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Eduavar Hoodies for Women,Womens Fashion Long Sleeve Stripe/Gard 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 ZXC Chrome ABS Auto Gear Shift Knob for Peugeot 206 207 307 308 Ambesonne Antique Oriental Storage Toy Bag Chair, Vibrant Tones HDGZ Chunky Knit Blanket Knitted Blanket Chunky Braided Knot Thr Hoya 49mm Red Starscape Glass Filter eCarpet Gallery Large Area Rug for Living Room, Bedroom | Hand-K L-carnitine coq10 - L-CARNITINE 500MG- Increase Exercise Enduran ZPTECH Drawer Organizers Drawer Organizer Plastic Honeycomb Draw Tanktoyd Retro Industrial Wall Lamp American Loft Wall Light Gla Jewels Obsession 14K Yellow Gold Hound Dog Pendant with 18" Neck 29" Vanda Orchid Plant in Glass Vase Violet
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Hypeshops 1.5lbs Media Filter Ball for Swimming Pool (Equals 50 Exquisite Workmanship Drum Cymbal Accessories for Drum Players f Jigsaw Puzzle 3000 Pieces for Adults Brain IQ Developing Game Ow KAKAUTO 1PCS 47800-39000 4780039000 Coupling Assy 4WD Compatible 3D Leaves 5540 Floor Wallpaper Murals Wall Print Decal AJ WALLPA 8-18X1 Slotted Indented Hex Washer Self Tapping Screw Type B Ful Biscotti Girls' Shift Dress Party Petals, Sizes 4-6 HETHYAN Modular Pictures Framework HD Print Home Decor 5 Panel B Plus Size Fashion Dress Sexy Deep V Neck Lace Personality Perspe
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Custom Engrave Crystal Globe Employee of The Year Recognition Aw ZIMAwd Car Dashboard Sunshade Cushion Cover,for Toyota s180 2004 Cocosity Utility Plier, Metal High Stength Diagonal Flat Pointed ARTSHOWING Summer Area Rug, Decorative Non-Slip Carpets for Livi Beasts: Complete Series [Region 2] Kaneki Ken Cosplay Costume Coat Pants Whole Set Black Removable Large Sticker Foil Pinwheel Hand Drawn Pinwheels Child Catalina Rug Persian Rug Tabriz Wool Blue Floral 6x9 Hand-Knotte GUVICINIR Area Rug Large Floor Mat Pug Pet Dog Pink Bow Tie Over Rareelectrical NEW 12V 120 AMP ALTERNATOR COMPATIBLE WITH JOHN D
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
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1 2 3 4 5 Kimball - Resettable Brass Padlock Wallmonkeys Cute Pirate Shark Wall Decal Peel and Stick Graphic Sterling Silver Baby Badge with St. Frances Cabrini Charm and Ba ZQYYUNDING Rattan Basket,Portable Handmade Weave Container Stora YellowMaps Vaiva Vo AZ topo map, 1:24000 Scale, 7.5 X 7.5 Minute Don Parhaat 1990-2015 Qilmy Mermaid Children Hooded Towel Super Absorbent Soft Quick D Lunch Box Organizer 34L Picnic Cooler Bags Insulated Large Insul DIELUNY 6pcs Cabinet Door Knobs Printing Flower Drawer Handle Ha
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 NEW Headlights Assembly Compatible with 00-04 Excursion 99-04 F- Raw Material
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 eCarpet Gallery Area Rug for Living Room, Bedroom | Hand-Knotted JOYBASE Barber Chair, Hydraulic Salon Chair, Styling Chair, Beau
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 Protlex [Vinyl] Supermicro 6028U-TR4T+ 12 Bay LFF 2U Server with X10DRU-i+, 2X E
Chapter 13 Neural Nets and Deep Learning PDF 35" Octagon Office Chair Mat, Hand Drawn Style Instrument with G American Shifter 373034 Shifter Kit (TH400 16" E Brake Cable Cle
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 5 Pcs Napkin Ring, Metal Napkin Buckle Holder, Romantic Wings St 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 USB Webcam with USB C Adapter, NexiGo 2K Zoomable Webcam with Mi 7 8 Heriz Geometric Red Oriental Area Rug Wool Handmade Dining Room WGLL Gaming Headset for PS4 with Mic,PC,Xbox One,Laptop,Surround BABE MAPS Animals Area Rugs, Extra Soft and Comfortable Floor Ca Dad A Sons First Hero Daughters First Love Man Pants Cargo Short Ultra-Slim Black Flat/Fixed Wall Mount Bracket for Samsung LH55U
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 World Awaits - Travel Themed Decorations for Women and Men - 6 B 13 Legends of Cuban Music
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 DXXWANG 30" Seat Height Swivel Bar Stool Traditional Decorative EORC Hand Knotted Wool Peshawar Rug, 9-Feet by 11-Feet 6-Inch, R PXLR4648-11-40L-QB-79 Fleurco Platinum In-Line Door and Fixed Pa Horses Floral Case for iPad 8th Generation 10.2 Inch with Pencil Identity V Uniform Suit Cosplay Costume Carnival Halloween Party Naruto Vol. 26 by Naruto Pivot Works PWFWK-H25-003 Front Wheel Bearing Kit Bang Olufsen Beoplay E8 Motion True Wireless in-Ear Headphones Digital Angle Finder Protractor, 0-360° 2 In 1 Digital Angle Gau
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Society6 Panel of Lions // Chauvet Cave by Thin Line Studio on W 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 3D Self-Adhesive Wall Mural Decorative Door Stickers, Watercolor guizhoujiufu Kitchen Mat Dish Place Mat Flower Decor Tableware D SDZFJT Women Wig, Lace Front Human Hair Wigs Straight Lace Front 4 Piece Shower Curtain Sets Love Gloves Pattern Include Non-Slip XCDY ACCC 70cm 10 Hooks Kitchen Multi-Function Wall Hanging Hold Creative Stool | Foot Stool Wooden Change Shoe Stool | Square Ot 14kt Rose Gold Pink Sapphire 1/6 CTW Diamond 18" Necklace LHHYY Wall Stickers Wall Stickers Bridge Sky Ocean Smashed Decal 4750mAh Replacement Battery Compatible with as VivoBook Flip TP3 Wigs European and Chemical Fiber Front Lace Wig Set Color Long S
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Tufted Chairs Pads, Cute, Super Soft and Durable Seat Cushion, E 508614 - Premier 1-Piece Drainable Pouch Precut 1-1/4 with Flext LZDZN Sandals Shoes For Men's Summer Slippers Leather Breathable GERCUTTER Store - 1 Foot (12" x 20") SISER METALLIC Heat Transfe 23136 K-MBW33/C3 MTK Dimensions: 180mm x 300mm x 96mm Factory Ne VAHIGCY Egg Chair Cushion Replacement, Outdoor Hanging Swing Cha HSSZ Wall Mounted Floating Shelf Set-top Box Multi-Function Wire Dazzlingrock Collection 0.85 Carat (ctw) 10K Round White Diamond WRDD Motorbike Grips Motorcycle Handle Ends Grips Bar Hand Handl
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Ramanlas Guitarist Dad Papa Guitar Player Storage Bins with Hand Motorcycle Accessories Handlebar Grip Rubber Motorbike Hand Grip Head Case Designs Officially Licensed Custom Customized Personal Nicwagrlxyl Laundry Basket, Silicone Laundry Basket Household Po Parachute Silhouette Car Steering Wheel Cover Universal Fit Most Red Vow Painting by Number Kit DIY Oil Framed Canvas Paint-Chris ZOKOP Mini Fridge, 26 litres Cooler and Warmer Compact Refrigera ZEFS--ESD Bathroom Sets Floor Drain for Bathroom Classic Drainer American Shifter 479497 Shifter Kit (PG 23" E Brake Trim Kit Dip Djeco DJ08487 Games, Multicoloured
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with T
1 2 3 4 5 Cartoon a Blanket Thickening Travel Supplies Bed Sofa Sofa Gift Personalized Throw Blanket And Pillow Convertible Merry Christma Alice in Wonderland Costume - X-Large Wuzhongdian Spice Rack Organizer 2 Tier,Rack Stainless Steel S Unknown1 Modern Glam Handcrafted Moroccan Mesh Nightstand Blue S Black Tilting Wall Mount Bracket for Sharp LC-37D40U LCD 37 inch Puermto Chrome Steel Front Bumper Face Bar Air Dam Compatible wi 27.6 X 27.6 Inch Black Square Glass Table Top 1/4 Thick Flat Pol Grey Boat Cover for Carolina Skiff Chaser 170 Bay Runner SEA 201
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 R2104 Yakuza Dragon Tattoo Case Cover for MacBook Pro Retina 13? HP DL380 G9 4-Bay 3.5 Server - 2X Intel Xeon E5-2680 V4 14-Core
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 tsp Picnic Basket Kids Cute Straw Bag Rattan Storage Box Outdoor Goldenoldiesclocks STAYNER Beer and Ale Cerveza Lighted Wall Sig
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 GemAbyss Beads Gemstone 5 Strand Natural White Opal Beads, White Rohde Women's Flat Mules
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: Unknown1 Christmas Reindeer Snowflake Flannel Fleece Blanket Twi (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 Anime One-Punch Man White T-Shirt,Saitama Unisex Cospaly Cotton
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).