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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 STANDARD LOCKNUT LLC PRW06 1.193"ID x 2-1/16"OD x 0.058"Thk Bear 7 8 3D Realistic Dinosaur. Kids Duvet Cover Bedding 3 Piece Set of C TFXDBZ Microfiber Beach Towels Cartoon Anime Flying Dragon 78.74 Classical Speed / Various Compression High Socks-Abstract Colorful Birds Flying With Flowe Dr. ColorChip Squirt-n-Squeegee Automobile Touch-Up Paint Kit, C
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 3D Stream 5347 Floor Wallpaper Murals Wall Print Decal AJ WALLPA 13 Posi Quiet Extended Wear Front and Rear Brake Pads Compatible fo
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Ybrktl15-! Men's Pink Little Piggy Athletic Sweatpants, Fashion Amymami LED Light Beer Bar Neon Sign 24in Miller Lite Palm Tree PAOPAOTANG Step Stools Solid Wood Step Stool Step Stool Home Cha Youth Boys Girls 3d Print Pullover Hoodies Geometry Marble Hoode Kircuit 65W US USB-C Adapter Charger Compatible with Lenovo Thin YG-1 I2 Series Vanadium Alloy HSS Spiral Pointed Tap, TiN Coated YQCX Barbecue Grill Stainless Steel Removable Charcoal Camping G CyCoShower Paint by Numbers,DIY Oil Painting Kit for AdultsKids (3 Pack Value Bundle) AVE68052 Framed View Binder With Slant Rin
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Customer Parking Down (18" X 24") Yard Sign, Quantity Discounts, 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Floating Shelves for Wall Floating Bookshelf for Kids Room Wall The Memory Company Philadelphia Eagles 20oz. Tie-Dye Stainless S Yoga ball HXF Thickening Explosion-Proof Fitness Ball Pregnant W Veri SanDisk Ultra 512GB MicroSDXC Works for Xiaomi MiPad by San Boys Athletic Hoodie Sweatshirt Smooth Pullover with Drawstrings BUHUOJIANGWU Soft Velvet Mat Silky Fluffy Carpet, Modern Home De Sublimation Blank Pendants Christmas Ornaments Pendants Sublimat HUBDEPOT 2PC Chassis products fit for 1997-2006 J-eep TJ 1997-20 Axiom 32GB DDR4-2400 ECC RDIMM for HP - 805351-B21 Keep Electric Panel Area Clear for 36 Inches Spanish Sign, OSHA
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 ChaoFeng 3D Printer Filament,Consumables,1.75mm PLA Filament(2.2 LSJTY Solid Wood Monitor Stand Riser, Ergonomic Height Wood Moni Safavieh Kilim Collection KLM951B Handmade Flatweave Wool Runner AD Weighing SB-200K12 Load Cell Platform 450lb / 220kg ArtPlaza Monet Claude - Trees in winter, look at Bennecourt Deco Part NO:TP-AR79941. AIR Cleaner Element Outer EMIAOTO MB922703 Power Steering Pump for Mitsubishi Pajero Monte DKNY Men's Classic Asymmetrical Faux Leather Motorcycle Jacket IRONANDGCFOXBOX Humor Large Wall Mural,So What Guy Meme Face Rem
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Animal Jigsaw Puzzle Wooden Adults Children Puzzles Gift for Adu American Shifter 343752 Shifter Kit (6" E Brake Cable Clamp Trim Vet Tech Unisex Leakproof Lunch Box Easy To Clean Lunch Tote Bag Old Newspaper Half Round Front Door Mat, Lavender Pattern, 20" x Pbldb 3D Mountain Valley River Wallpaper Decal Dercor Home Kids VISLONE Ring Light with Stand 10 Inch Selfie Lights Dimmable 3-C "Open 24/7 -Basic Teal" Wind-Resistant Outdoor Mesh Vinyl Banner ASICS Men's Lyte Classic Shoes ERA Paints Automotive Touch Up Spray Paint Kit for Nissan Xterra Multi Tool Bracelet,29 in 1 Stainless Steel Multifunction Brac
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Rexroth New Aftermarket A10VO45DRG/31L-VUA11K04 Hydraulic Piston
1 2 3 4 5 Chunky Knit Blanket Chunky Knit Throw Blanket Beautiful Home Dec American Shifter 524143 Shifter Kit (AOD 23" E Brake Cable Clevi Kenzo Flower By Kenzo For Women. Limited Edition Eau De Parfum S Area Rug Non-Slip Floor Mat Cozy Living Room Interior in Scandin Trans Am Firebird Adult Novelty Casual Sweatshirts Hoodies Pullo November Birthstone - Vintage Inspired Cushion Citrine Halo Pend Countryman B2DW4FF05BSLF B2D Directional Lavalier Microphone wit 3D Lake Stone 3412 Floor Wallpaper Murals Wall Print Decal AJ WA 7 MM Heart Shape London Blue Topaz Solitaire Engagement Ring, 1/
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 ZPTECH Drawer Organizers 3pcs Bra Socks Lingerie Ties Sundries D WEDDINGSTAR Disposable Camera with Flash-Silver Hearts, 4.5" (L)
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Erocalli Fashion Gothic Platform Oxfords Shoes Fashion Studded S N\C Solar LED Resin Welcome Sign Garden Birds Statue Sculpture D
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 Jalema 2550175600 Cash Columns Account Book A4 Self Copying Jewels Obsession 14K Yellow Gold Hand-cut Frame Plate Pendant wi
Chapter 13 Neural Nets and Deep Learning PDF kekafu Creative Dog Statues Flocking Dog Decorative Statue Garde New Mexican Mariachi Musician with Guitar 3D 925 Solid Sterling
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 Four-Piece Bedding Set,Bedding Printed Comforter Set Microfiber 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 JDJD Hand Knitted Chunky Blanket Thick Yarn Weighted Wool Bulky 7 8 Back The Blue Banner Sign - 13 Oz Heavy Duty Waterproof Back The XYSQ Thick Chunky Cable Knitted Bedspread Throw Handmade Bulky K GYF Motorcycle ATV Carburetor Set Compatible for Yamaha Raptor 6 Rd Adjustable Die, Hss, 1/4-28 Shower Bar for Hand shower Handset Shower Column Adjustable Wall
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 XIAOLI Couch Cover Solid Color Elastic Sofa Cover for Living Roo 13 Handle Guard 7/8" 22mm Motorcycle Handlebar Grips Guard Brake Cl
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 American Shifter 457357 Shifter Kit (TH35010" E Brake Cable Clam SLIP-GARD FLOOR MARKING Yoga ball HXF Fitness Ball Thickened Explosion-Proof Weight Loss Daffodil Decor Fish Tank Background Glass Vases with Colorful Fl JYMBK Wigs Black-Yellow Gradient Wig Women's Handmade Lace Europ Mouse Pad Rubber Overlock Oversized Mouse Pad Suitable for Gamer Metro Tech Group Compatible Color Laser Replacement for Drum Uni Dell PowerEdge T440 8 x 3.5 Hot Plug Bronze 3104 2X Trays Six Co XStyles18 - Welder Professional Hawaiian Shirt
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Kastar 3-Pack Battery and LTD2 USB Charger Replacement for JVC G 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 MIOAHD Auto Dashboard Cover Pad Carpet Dash Mat Cape,fit for KIA Citrus Juicer Broken Wall Machine 800W,1.75L Home Heating Automa Jewels Obsession Gold Flower Necklace | 14K White Gold Flower Pe Green Vegetable Dye Oushak Turkish Hand-Knotted Area Rug Wool Or KEMEILIAN ZBSSH601 Leather Jewelry Box Display Ring PU Leather U 3D Black Gray Pattern 7135 Floor Wallpaper Murals Wall Print Dec Rexroth New Aftermarket A10VSO45DR/31R-VPC11K02 Hydraulic Piston SELX Women Pockets Relaxed Fit Plus Size Bib Printed Casual Deni TIanshXY Private Mode Magnetic Bluetooth Earphones Stereo Blueto IC Test Programming Adapter Module QFN28 to DIP28 (A), 28 Pins,
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 HUIJK Living Room Chairs Red Arm Chair Button Back Spring Seat U WDWL Plush Toys Car Cushion Waist Pad Cartoon Doll Home Furnishi Parker Triple-Lok - 45° Swivel Nut Elbow 37° Flare / 37° Swivel Society6 Aureate by Angela Rizza on Wall Hanging Tapestry - 88" Replacement Part for TV 32" LCD CCFL Lamp Backlight Tube 704MM W Baiyun flyin Mai Computer Monitor/TV / Printer Widescreen Liftin Rexroth New Aftermarket A10VSO28DFLR/31R-PKA11K68 Hydraulic Pist Custom Photo Wallpaper Modern London Telephone Booth Rose 3D Wal Manchest TF TR-3T6 3800LM Tactical Flashlight,5 Modes High Brigh
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Bookcases Children's Cartoon Pattern Floor Bookshelf for Kinderg Replacement For Ibm 92p1009 Battery By Technical Precision Puccy Privacy Screen Protector Film, Compatible with NEC EA271 / Laptop Stand Computer Monitor Bracket Office Desk Storage Shelf Lakabara Fire Truck Decor Dining Tablecloth, Children Fire Fight Wiha 32804 8-Inch Bent Nose Pliers with Cutters Greday Anti Fatigue Set of 2 Kitchen Rug Sets Dwarf Buffalo Plai Lucky Box Mystery Box Electronics Mystery Boxes Random Birthday Outdoor Wall Sconces Exterior Light Fixtures Modern Simple Wall Monitor Stand WGZ Computer Screen Shelf Desktop Desktop Rotating
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Anime Toilet-Bound Hanako-Kun Car Seat Cover, Universal Car Seat
1 2 3 4 5 Leather wallet 'Frandi' orange nubuck (european). LA LEELA Women's Tropical Hawaiian Shirt Blouse Tops Shirt Dress Check in Up (18" X 24") Yard Sign, Quantity Discounts, Multi-Pac Rexroth New Aftermarket A10VSO28DFR1/31L-VPA12K40 Hydraulic Pist Kastar 4-Pack Battery Replacement for JVC GR-AX2U GR-AX200 GR-AX Cal. King Comforter Covers Sets Countryside Line Intersect 4 Pie Alina Natetkova - 35" New Fabric Panel - David Textiles Digitall 3D Pattern Texture 3213 Floor Wallpaper Murals Wall Print Decal European 3D Embossed Pink Rose Flower Wall Mural Photo Wallpaper
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 Dickies Dynamix Men Scrubs Pant Natural Rise Jogger DK040 Jewels Obsession 14K Yellow Gold Hot Air Balloon Pendant with 18
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Grand Slam Adult Costume - X-Large FEANG Girl Crystal Ball Music Box Mechanism WindUp Resin Glass B
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 Silent bedside clock desk clock no tick desk clock alarm clock b Wuyuana Carpet Carpet Living Room Sofa Coffee Table Cushion Bedr
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: Jewels Obsession 14K Yellow Gold Horse Head Pendant with 18" Nec (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 SignMission Designer Series Sign - No Parking - During Snow Emer
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).