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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 Vintage Floral Laptop Backpack Travel Backpack Unisex Extra Larg 7 8 LICHUXIN Chunky Cable Knit Throw Blanket, Super Bulky Hand Made Blue Viper Jack Russell Dog Buried in The Sand Spring Summer Rec 4 Pieces Duvet Cover Bedding SetHappy Valentine's Day Cute Dwarf Dazzlingrock Collection Ladies Bridal 3 Stone Engagement Ring, A J.Crew Men's Slim Slub Poplin Cotton Shirt
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 LORBAY Artwork Wall Stickers Drink Alcohol Men Bar Whiskey Rum C 13 Resin ornaments Garden sculpture decoration Garden Resin Craft C
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 HSJA Customize Wall Mural Wallpaper Wallpaper Photo Background H ADSIKOOJF Foldout Triangle Seat Cushion with Ties 17x17inch Eco- XKun Bathroom Safety Orbital Handrail Stars of British Rock LLSRTE Handmade Braided Rattan Napkin Buckles Napkin Rings Natur LAHappy Robotic Vacuum Cleaner with 2000Pa Power Suction, Up to WJ 400ML Wood Grain Aromatherapy Diffuser, Ultra-Quiet Essential chenchen Carbon Fiber Car Interior Door Pull Handle Cover Trim C WFW Chinese Bamboo Ceramics Tea Tools Set Teapot Spoon Clip Need
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Basketball Texture Leather Table Mats Set of 6 Washable Non-Slip 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Statues Sculptures 2 Pack 12.2 Inch Resin Crafts Realistic Duck ranrann Kids Boys Blazer Lapel Collar Long Sleeve Formal Wedding AIKENING Car Soft Steering Wheel Cover Butterfly Blue Purple Cya Twilight's Last Gleaming [Region 2] Motorcycle Grips For Honda ST1300 ST 1300 2002-2009 2003 2004 20 Stretch Sofa Covers for 2 Cushion Couch with Pillow Case,Thicken XUEMEI Automatic 4 Person Camping Tent 3 Seconds Set up Tent wit ZQDMBH Headset Holder,Headphone Stand Headphone Stand Black Waln Fevas G1'' Air Filter Combination,air Filter Unit,air Source Tre Ferrari Arrighetti Our Lady of The Miraculous Medal Garden Sta
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Jewels Obsession Gold Cockerspaniel Dog Necklace | 14K White Gol Rexroth New Aftermarket A10VO28DFR/31R-PKA11K03 Hydraulic Piston milady adult halloween masquerade costume size large WFLAMPS Minimalist Rainproof Sconce Surface Mounting LED Wall Li Video Projector, Support 1080P Full HD, 12000 Lumens, 200-Inch L White Bindweed Fairy Figurine Flower Fairies Ornament Eyeglass Nose Pads Air Chamber Air Bag Anti-Slip Upgraded Soft S Premier Womens Short Sleeve Poplin Blouse - 30 colours / Size 6 Very Last Shop Redemption 2 Western Gunslinger Arthur Costume Co
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 WBBNB Motorcycle Foot Footpegs, Pad Pedal for Yamaha YZ85 / 125/ Riiai Outdoor Camping Sleeping, Camping Air Mattress,pad Fast Fi YSSDZYYMXD Motorcycle Handle, for Dirt Bike Aluminum Gas Rocking IndianShelf Handcrafted 20 Pieces Round Iron Golden Artistic Doo Stunning Large 11x18 Antique Navy Blue Traditional Floral Area R Mini Memory Stick, USB Flash Drive 32GB, Thumb Drive USB 2.0 Pen Cutting Board Cutting Board, Double-sided Stainless Steel and Si Society6 Japanese Blue Wave Seigaiha Indigo Super Moon Pattern b HiEnd Accents Turquoise Floral Horse Shoe Cross Wall Decor Two Step Beginner-Intermediate-Advanced
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Cell Phone Screen LCD Display LCD Screen and Digitizer Full Asse
1 2 3 4 5 Carburetor Carburetor Kit,Carburetor Carb Replacement Fits for H prAna Women's Ribbon Tee Kingston GO! Plus Works for HTC XV-690 512GB MicroSDXC Canvas Ca Trophies Golden Sports Award Trophy Meta Match, Gold-Plated Resi Elegant Disposable Plastic Bowls 120 Pcs - 5 oz Heavy Duty Fancy BD-17366 DIY Beads Natural Blue Onyx Stone Beads Charms Oval Cab Placemat Geometric Patterns Simple Style Distinctive Placemat Ta ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with M Weed Smoking 420 Stoner Casual Backpack Bookbag Hiking Outgoing
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 Niocaa Umbrella Base Weight Bag with Handles Detachable Canopy S 2 Pairs Transition Photochromic Bifocal Reading Glasses Sun Read
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Squeeze Bottle, Anti-slip Comfortable Ketchup Bottle Salad Dress Stella Tropical 2'3 x 8' Hand Tufted Wool Runner Rug in Ivory/Bl
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 Search4Toner Compatible Replacement for Canon 040 040H High Yiel Spatulas Caulking Nozzle, Silicone Caulking Finisher Tool and Sc
Chapter 13 Neural Nets and Deep Learning PDF Plutus Brands Plutus Paprika Jam Luxury Throw Pillow, 20" x 36" Mighty Max Battery 12V 7Ah SLA Battery Replacement forAPC Back-U
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 Couture Couture by Juicy Couture Eau De Parfum Spray 1.7 oz / 50 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 5 304 Stainless Steel 25mm OD Hose Barb Sanitary Elbow Pipe Fittin 7 8 Garden Statue Figurine Decorative Collectibles Household Boxwood SantosAtkins Man's Zip-Up Black Jacket Jack Johnson Sweatshirt L Simple Nordic Adjustable Table Lamp, Button-Type Eye Protection N / A Cabinet Safes Safes, with Keys and Mats, 30cm Electronic P JBL Reflect Aware in-ear sport headphones with lightning (blue)
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Kids Beach Towels 1st Birthday Kids Hooded Beach Towel Poncho Vi 13 Growing Lamps LED Grow Light 25W 45W AC85-265V Full Spectrum Pla
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with H Fullmetal Alchemist Anime Flamel Cross Ipad Pro 12.9 Case 2020 I HyiFMY Cute Cat Toys, Pet Chew Toy Interactive Puppy Molar Train Front Sprocket compatible with Suzuki SV650 S 1999-2009 15 Teeth Tacos De Camaron Windless Flag With Complete Hybrid Pole set- Pa WANM for Jewelry Making 12pcs Twelve Constellations Zodiac Charm ZLLAN LED Headlamp Headlight Head Torch - Lightweight, Comfortab 18k Gold Round Diamond Solitaire Bezel Set Pendant (1/5-1 cttw, Y'a Une Route
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 18k Gold Round Diamond Solitaire Bezel Set Pendant (1/5-1 cttw, 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 SYHML-SHOP Lathe Boring Bar Turning Tool Holder Set SNGR10K07 SN Tribal Custom Blanket 60" x 80", Dry Brush Ink Artistic Print Pa mouse pad New Thickened Mouse Pad, Soft Wrist, Comfortable Suppo Fuxwlgs Sofa Cushions Simulation Yellow Cushions Bedroom Sofa De Lazar Berman, Claudio Abbado: Rachmaninoff - Piano Concerto No.3 Piano Trio E Flat ChabaLine 11" x 15.75" Dream Act Believe Achieve Inspire Lift Bohemia Hollow Raffia Handwoven Women Handbags Embroidery Flower Marine Phytoplankton Plant Based Omega 3 Supplement Capsules 1,0 4'x5'6" Ivory Special Kazak Tribal Design Pure Wool Hand Knotted
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Blue's Clues: Blue's Room - World Travelers American Shifter 386971 Shifter Kit (TH400 23 Swan E Brake Cable PANFU Summer Women Beach Cowboy Hat Sun Hat Hat Hair Ball Fashio Personalized Baby Nursery Name Wall Decor metal signs Kids Room HPO Black Bear Costume, Boots, Paw Gloves Bundle - Long Synthe ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with N Chilechuan Large Capacity - Includes Upholstery and Floor Brush XIAOSAKU Modern Floor Lamps Living Room Fishing Lamp Floor Lamp A-Tech 16GB Module for HP ProLiant ML10 Gen9 G9 - DDR4 PC4-21300
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Osg Tap Right Hand Spiral Point 6 32 Pitch High Speed Steel Brig Amell Artsy Rainbow Box Blanket, Technique: Woven, Material: Pol Clhhsy Custom Photo Wallpaper 3D Simple Luxury European Pattern Dining Stretch Soft Chair Slipcover Set of 6 PCS, Ombre Turquois OE Replacement Step Bumper Assembly RAM DAKOTA-RAM Hi-Line Gift Ltd Gazelle Statue MARMONT HILL - Handmade Basenji Bathroom Print on Wrapped Canvas 20-20 SLVR/SIERA HD BSELITE RE Diamond Art Painting Kits for Adults Kids, Blue Light Flower Lar 5/8"-1/2-13 x 4" Coarse Thread Socket Shoulder Screw Nylon Pelle
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Professional Kingston 512GB for Samsung SM-N986U1 MicroSDXC Card
1 2 3 4 5 Lewmar 185TT 3.0 Kw 4HP Gen2 12v Bow Thruster Rendering Student Bookbag With Pencil Case Kids School Bookbag C JIUYECAO 6/12/24pcs Color Changing Mug Unique Heat Sensitive Cer Six Senses ProSphere Abilene Christian University Men's Performance T-Shirt ZHZHUANG Alarm Clock Chargeable Alarm Clock Easy Setting Digital Society6 Gingham Black/White by 10813 on Water Bottle - 12 oz 35 ZHANGYH Digital Telescope Gift Binocular Telescope, 10x34 Handsf POTO Long Sleeve Tops for Women, Womens Round Neck T Shirts Stri
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 Omron Industrial E2JJC4A Misc Products KATARINA Diamond and Oval Cut Sapphire Double Halo Pendant Neckl
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 American Shifter 383277 Shifter Kit (518 23 Swan E Brake Cable C Lowell WMS-CPU-4 Shelf for Computer Tower, 4-Inch Depth
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 Replacement For Bmw R1200c Montauk 1200 Cc Without Clear Lens Ye IOIOA Portable Wood Swivel USB 2.0 Memory Stick U Disk Drives fo
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: Ochoos KK Series Radial Needle Roller and cage Assembly Needle R (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 AINIYF Umbrella Stand Umbrella Racks Commercial, Black Large Cap
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).