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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 Cityscape Hot Air Balloon Firework Leather Table Mats Set of 6 W 7 8 Car Window Sun Shade Front Rear 4 Piece Magnetic Privacy Sunshad HJSHG Kids Sleeping Bag Cute Monkeys Embracing On Tree Nap Mat w 2021 Personal Handheld Electric Massager, Prostrate Massagefor M St.CHIU Folding Camping Tent, Waterproof Multipurpose Outdoor Ea MGPRO New Replacements Front Bumper Cover Compatible with w/Park
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Front Rear Brake Pad Set Kit For Caddy DeVille Seville Europea 13 CGSignLab |"Blank -Ghost Aged Brick" Premium Brushed Aluminum Si
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 St. Patrick's Day Yard Sign Outdoor Lawn Decorations | St. Patri VINISATH Front Rear Car Mats Set of 4,Aviation F-111 Fighter B CYLINDRICAL ROLLER BRGS American Shifter 387581 Shifter Kit (700R4 23 Swan E Brake Cable Greatest Hits DBG Ventures 1967 Chevy El Camino Concours Master Body Bolt Kit JIE KE Display Racks Wooden Hanging Shelves,Home Decorative Di Rexroth New Aftermarket A10VO45DR/31L-PPA62K04 Hydraulic Piston Vegetable Dye Brown Floral Peshawar Chobi Area Rug Hand-Knotted
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Table Runner Bamboo Table Runner, Non Slip Bamboo Place Mats, 30 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Mis Quince Anos Birthday Crown Heart Guest Book with Pearl Rhine Artificial And Dried Flower Soft Blossom Willow Garland Home Par SUNBELT- Tire, Carlisle, Gripping Performers - Stud (4.8/4.0 x 8 3D Stream 1611 Floor Wallpaper Murals Wall Print Decal AJ WALLPA ProSphere Tulane University Girls' Zipper Hoodie, School Spirit Husqvarna Clutch Drum Part # 503932472 HP DL380 G9 24-Bay 2.5 Server - 2X Intel Xeon E5-2660 V3 10-Core N\C USB Handheld Fan Portable Power Bank Handheld Mini Fan Foldi ML Kishigo 1576 Brilliant Series X Back Safety Vest - Yellow/Lim Right Passenger Side Manual Remote Door Mirror TO1321160 8791004
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Kube KLD36LINEAR Kube 35.5" Linear Drain with Linear Grate Bavaria Lions Crest Country 12x18 Bunting String Flag Banner (8 TANGIST Corner Table Stand Flower Stand Stainless Steel Storage Shazam Car Seat Covers Interior Mat Cushion Pad Accessories Supe Newfly Children's Swimming Pool, 3-Circle Inflatable Pool -Suita The Simpsons backpack Casual outdoor travel laptop backpack Unis SXYY Armrest Box for Hyundai Elantra Touring I30 I30cw 2007-2011 YLHAPPY Windshield Windscreen Double Bubble Acrylic Compatible w DBS UK Desk Lamps Lamp American Retro Small Table Lamp Bedroom B
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 CAHOME 3-Tier Shoe Rack Bench, Entryway Shoe Organizer, Bamboo PIPE WGZ- Solid Wood Men's Retro Old Fashioned Portable Dry Toba Dalyn Rugs Transitions TR19 Rug, 12' x 15' , Brown Neerttily Black Soft Roll Up Tonneau Cover Fit 00-04 Comaptible Jxfrice Deck Railing Umbrella Mount - Umbrella Stand Parasol Hol Wall Sticker 3D Great Falls Wall Murals Stickers Decal Breakthro Rainbow Six Siege Merch Bedding Set with Two Pillowcases and Qui Paint by Number Kits DIY Oil Painting Canvas for Kids Students A American Shifter 368393 Shifter Kit (PG12" E Brake Cable Trim Ki JYXJJKK Coffee Cup Set,Home Afternoon Teacup-A
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Screen Protector for Galaxy A6 2018, Bear Village HD Tempered Gl
1 2 3 4 5 150% Density Short Natural Wave 13X4 Lace Front Wigs Human Hair MYYINGBIN Cute Cartoon Rotating Hippo Music Box Handmade Ceramic YINLAN Bathroom Tray for Bathtub Bathtub Caddy Tray, Bamboo Bath Koyo NA4919 Needle Roller Bearing, Precision Ground, Steel Cage, IndianShelf 16 Piece Handmade Grey Stone Oval Dresser Drawer Cab Rear Sprocket compatible with Suzuki GSF 650 Bandit 2005-2006 48 Afro Girls Camping Stool Portable Lightweight Folding Stool for Diamond Art for Adults Kits Beauty Horse DIY 5D Disney Rhineston 24 Pc M14x1.5 Flat Blue Spike Lug Nuts 4.5" Tall Solid 1 Piece S
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 Jiahezi Mens Womens Water Sports Shoes Quick-Dry Lightweight Bar GXT Dirty Hamper Storage Basket Bathroom Dirty Clothes Storage B
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Ping Bu Qing Yun Night Light - Glass lampshade, Simple Modern Cr Washer Reservoir For Mercedes-Benz 98-03 E320 4Matic 96-03 E320
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 Baby Hair Trimmer Cutting Machine Multifunctional for Home Use GM Genuine 19260048 Door Name Plate, Front
Chapter 13 Neural Nets and Deep Learning PDF Levi's Men's Messenger Short SHUMACHENG2020 Plant Watering Can Plastic Watering Can, Lightw
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 YellowMaps High Rock Canyon NV topo map, 1:100000 Scale, 30 X 60 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 Jewels Obsession Silver Egyptian Pharaoh Necklace | Rhodium-plat 7 8 F A Dumont 14kt Gold Senora de Los Lagos Medal. Includes Deluxe New Era Men's MLB New York Yankees Basic 59Fifty Fitted Hat 3 Three Stone Marquise Diamond Charm Pendant Chain Necklace Adju CGSignLab 2455144_5absw_18x12_None New Year's Sale, Chalk Burst In N Out
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Rexroth New Aftermarket A10VSO28DRG/31L-PPC62K02 Hydraulic Pisto 13 Srhythm NC25 Noise Cancelling Headphones Real Over Ear Wireless
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Small Fan Rechargeable Office Desk Bed with USB Small Household Beautiful Beaches Grunge Car Seat Cover Front Seats Only Full Bu ZXY-NAN Router Bit 1/2" Shank, 15pcs Woodworking Cutter Set 1/2" Platinum 3mm Round Blue Zircon .03 CTW Diamond 18" Necklace Womenfocus Outdoor Table Runner and 4 Placemats, Kitchen Heat-Pr Kingston 512GB Samsung Galaxy A52 5G MicroSDXC Canvas Select Plu American Shifter 451900 Shifter Kit (727 10" E Brake Trim Kit Fo 1.5-6.5mm 13PCS/Set 1/4 Hex Shank HSS High Speed Steel Titanium Eiffel Tower Decor Collection Seabed World Backdrop Patisserie R
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 .08 Cttw Diamond Ring Band (Width = 2.3mm) 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Fellowes 8036601 Monitor Riser,w/Copy Holder,19-7/8-Inch x14-1/1 DIY 5D Diamond Painting Kits for Adults Kids Full Drill Large Si Animal Name Eagle Travel Laptop Backpack Sports With Side Pocket JDJD Bed Blanket Hand Made Chunky Merino Wool Blanket Thick Big Dante Zogratis Vanica Zogratis Zenon Zogratis Anime Backpack Uni Furniking Bookshelf Boards 4 pcs High Gloss White 23.6"x3.9"x0.6 A-Tech 32GB (2 x 16GB) RAM for ACER Aspire 5 A515-52 | DDR4 2400 Monitor Arms Monitor Stands Dual Monitor Stand Aluminum Alloy NBK Japan MJS-65CSK-EGR 19mm to 32mm Jaw-Type Flexible Coupling D Dinosaur Reusable Insulated Tote Lunch Bag Food Container Soft
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Yuzheng Digital Alarm Clock with Pictures Beautiful Cartoon Merm HONGFEISHANGMAO Floor mat PVC Transparent Soft Floor Mat Compute Burlap Table Runner Dresser Scarves 13"x120", Happy Birthday Gre Carriage Bolts 5/16-18 x 1 3/4"- Stainless Steel Carriage Bolt 1 InterestPrint Men's Lightweight Full Zip Hoodie with Long Sleeve Car Seat Covers Watercolor Jellyfish 2 Pcs Vehicle Front Seat Co 75 Sẹẹds Brịght Rẹd Blẹẹdịng Hẹạrt Sẹẹds D Kanye West Signed - Autographed Yeezus Concert 11x14 inch Photo GMB 580-2050 Fuel Pump Module Assembly
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Sterling Silver heart hammered pendant Bridal mothers Necklace v Rexroth New Aftermarket A10VO28DFLR/31R-PPA12K03 Hydraulic Pisto Jutdopt Cactus Flower on Desert Cliff Leather Ladys Shoulder Cro Globe Scientific 1740 Polystyrene UniPlast Serological Pipette, 3D Stream Stones 1724 Floor Wallpaper Murals Wall Print Decal AJ Mouse Pads Cute Girl Large Gaming Mouse Pad RGB Computer Accesso Ochoos M14 M16 M18 M20 M22 Male Left Right Hand Metric Threaded Blood Moon Student Bookbag With Pencil Case Children School Book Tayse Mabel Blue 9x12 Rectangle Area Rug for Living, Bedroom, or Womenfocus Cozy Plush Doormats 18x30in, Absorbent Cushioned Kitc
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Rexroth New Aftermarket A10VSO28DR/31R-VSA11K02 Hydraulic Piston
1 2 3 4 5 BD-24301 DIY Beads 15.5"/Strand Natural Prehnites Faceted Rectan CDXZRZYH Oxford Cloth Folding Laundry Basket Lstorage Basket Printedin3D Tuvalu Flag Magnetic Mailbox Cover for US Large Size XWU Couple Fun Products, Artificial Pen(is, Female Mast(urbation UHDE Beer and Ale Cerveza Lighted Wall Sign AWSAD Floodlight COB Super Bright 85-265V Durable Spotlight Used 100W Home Towel Drying Rack Radiator, Floor Stand S Shape Consta SAXTZDS Black Steering Wheel Cover Microfiber Leather,Fit for BM Complete Recordings
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 American Shifter 498675 Shifter Kit (TH350 8" E Brake Cable Clam Rexroth New Aftermarket A10VSO71DFR1/31L-VWA42K01 Hydraulic Pist
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 2.40 ct Princess Trillion cut 3 stone Solitaire Accent Red Simul LuiYninhuoJin Cutting Board Double-Sided,316 Stainless Steel and
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 ZPTECH Drawer Organizers 6PCS/Set Foldable Underwear Organizer B National Heritage Brands Men's RCAF Zip Front Sweatshirt, Canada
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: Startor Overlord - Albedo 2/Way Tricot Pillowcases Anime Body Pi (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 LIN-X Sword Art Online II Sinon Anime Hugging Body 2 Way Tricot
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).