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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 Chrono Crusade: Chapter 3 First Print Edition (Imported DVD) 7 8 OPTO 22 G4-MOD-SOCKETS RELAY SOCKET LUOLLOVE Waxing Kit Hair Removal Includes 1 Mini Wax Warmer, 4 F Accuform MATR002XT, 10" x 14" Dura-Plastic OSHA Sign with Legend HM Creations Beaded White and Silver Round Table Mats Rustic Tab Lunarable Eucalyptus Reading Pillow Cover, Botanical Aromatherap
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Commercial Space for Lease (18" X 24") Yard Sign, Quantity Disco 13 QWERTYUKJ Chunky Knit Blanket Soft Handmade Knitting Throw Made
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Dall Modern Dining Chair Solid Wood Backrest Cafe Chair PU Uphol FYJIDY Wigs European and Wigs Chemical Fiber Ladies Girls Long C HEMFV Facial Tissue Box PU Leather Tissue Box Rectangular Tissue InterestPrint American Flag Love Heart Men's Looser Fit Short Sl TE Connectivity Part Number 170043-2 Car Floor Mat Auto Foot Carpet Stain-Resistant Universal Car for Rexroth New Aftermarket A10VSO71DFLR/31R-VWC91K03 Hydraulic Pist GUNJI 5 Pieces Patio Furniture Sets Outdoor Sectional Sofa Outdo Bezel-Set Round Yellow Sapphire Solitaire Pendant (6mm Yellow Sa
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Kuriyama T740AA400X50 High Performance Steel Reinforced Concrete 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Custom Car Floor Mats for 2011-2017 Volvo S60 Luxury Leather Wat Miniot Mom of The Birthday Boys Square Pillow - Square Decorativ Jcb 802, 802.4, 802 Mini Excavator Workshop Repair Service Manua Unknown1 Key Whitewashed Rattan Laundry Basket Hamper White Hand 4 Pieces Car Mat Carpet Floral Monochrome of Roses on Black Back Mighty Max Battery 12V 7.2Ah Compatible Battery for APC BR500I - CHICAGO PNEUMATIC HRNO L Hose Reel NPT (6158045090) Car Armrest Cover Small Bridge Water Scenery Design Auto Center Coffee Grinder #1. Framed Art Print. (12x16") Stupell Industries Pink Ballerina Slipper Between Floral Tulips
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 S.141814 Carriage Bolt, Size: M8 x 20mm (Din) Professional Black 72" Monopod/Unipod (Quick Release) For Pentax DIY Door Wall Stickers Murals 34.6"78.7" Bathroom Waterproof Doo Aishun Dtouch Universal Fit Front Bumper Lip Splitters Winglets Bluetooth FM Transmitter [2021 Version] Car Bluetooth V5.0 Adapt Starcke Premium 1-1/8 x 21-Inch Narrow Sanding Belts - Blue Zirc Essential Twill Box Cushion Loveseat Slipcover 10/8x42 Compact HD Binoculars for Adults and Kids Lightweight wi Dell PowerEdge R820 16 Bays 2.5 Server - 2X Intel Xeon E5-4603 v
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Sound Pick‑Up, Magnetic Guitar Parts Accessories Electric Guit NBK Japan MJC-95K-BL 1 1/4 inch to 1 5/8 inch Jaw-Type Flexible BOX 10- NEMA- 2 PAD-5M (Pack of 1) XJST Bluetooth Over Ear Headphones with HiFi Stereo Sound, Wirel Pbldb Modern Art Piano Tree Branch Photo Wallpaper Dining Room L 2 CT Claw Set Asscher Cut Moissanite Solitaire Ring with Swiss B ZUQIEE Decorations Art Craft Ashtray Home Carving Wooden Cigaret CGOLDENWALL TBJ-32 Manual Copper Pipe Bending Tool Plier Plumber Car Rear Seat Pull Kit Aluminum Alloy And Nylon Suitable For F-1 Psychic Reader Glass neon Sign #10613 Made in USA
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
OneHoney Thanksgiving Dwarf Pumpkin Sunflower 3 Pieces Bath Rugs
1 2 3 4 5 Jonetsu a Go-Go 3-Tier Cupcake Stand Acrylic Round for Wedding Birthday Party DDEPND Endurance UWEKMQP Wrench Set Key Two 9-32mm Multifunction Sierra Designs Cochise 15 Degree Long Men's Three-Season Synthet ProSphere Alpha Chi Omega Men's Performance T-Shirt (Digital) B7 Grand Recital MHUI Aluminum Tripod, Suitable for Cameras, Compact and Lightwei Outdoor Portable Barbecue Grill Portable Compact Charcoal BBQ Gr YAZXHJAZ Travel Laptop Backpacks Ancient Egypt Deities Pyramid P
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 Advancey 2 Pieces Anti-Slip Kitchen Mats I Can't Breathe Black L Skin Vitamins - Norwegian COD Liver Oil with Vitamins A D3/EPA
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Verified by SanFlash Ultra SanDisk 1TB Works for Videocon Thunde 14k Rose Gold Cultured Pearl Ruby Womens Trilogy ring - Sizes
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 Asus Vb199tp - 19 Led In Plane Non Glare 14k Yellow Gold Filigree 3 Leaf Clover Pendant Charm Necklace Go
Chapter 13 Neural Nets and Deep Learning PDF Anime-Chibi-Maruko laptop backpack youth backpack school bag, su PolarLander Bluetooth HiFi Digital Stereo Amplifier 4-Channel Po
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 Staunch Creatine Five Creatine Powder (Unflavored) 50 Servings - 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 ProSphere Lindenwood University Men's Sleeveless Shirt - Bold 7 8 BalsaCircle 10 feet Black Double Cross Bars Mounting Hardware Ph Wig Wigs Wig Water Wave Bundles With Closure Brazilian Hair Weav Charlotte Home Furnishings Inc. 'Reading in the Garden' Belgian Tribal Women's Vneck Cap Sleeve Top Fruit pineapple with lattice print Adult Backpack, Unisex Backpa
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 LFDSBLJ Leather Car Center Console Armrest Box for Ford Focus 20 13 Military Tank Charm Sterling Silver for Bracelet War Armored Veh
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 5D Diamond Painting Flower House DIY Diamond Painting Kits for A 3D Torrent Stone 1647 Floor Wallpaper Murals Wall Print Decal AJ Replacement Parts for Huq Air Housing Filter for Champion Power Giorno Giovana Large-Capacity Lightweight Printing College Schoo Outdoor Large capacity Picnic Basket Outdoor Picnic Basket Ratta The Adventures of Robin Hood - Series 1 [Import anglais] Oval Tsavorite Solitaire Pendant with Diamond (6x4mm Tsavorite) Vitamin A (Emulsified Dry) 25000IU * 100 Caps 100% Natural - by Dish Cup Drying Rack Drainer Holder Organizer Box Foldable Kitch
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Ménage 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 ZXNRTU Relax Comfortably Safe Computer Chair, Home Reclining Swi B.way 67/72/77/82/95mm Magnetic Lens Filter Kit UV Filter CPL Fi NANITHG Travel Laptop Backpack Bags Cute Baby Elephant Nursery A Zjirong Halloween Decorations,2 Pcs Fall Flameless Candles Fla Car Seat Covers Soft Car Accessories Set Purple Green Fish Scale Hand Held Police Stun Gun Flashlight Combo With Keychain Pepper Ceramic Tea Mug Flowers Plants Designs, Classical Wide Mouth Cof 5D DIY Diamond Painting Kits for AdultsKids Full Drill Skyscrap YHCWJZP Home Storage Shelf, Kitchen Dish Drainer Drying Rack Hol Front and Rear Ceramic Brake Pad Sets Kit For Lexus LX570 Toyota
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 HP DL380 G9 4-Bay 3.5 Server - 2X Intel Xeon E5-2690 V4 14-Core ZENITHIKE 8PCS Suspension Kit Replacement For 1999-2004 for Niss Bath Body Works Concentrated Room Perfume Spray Flamingo Beach Rexroth New Aftermarket A10VSO71DFLR/31R-PRC62K07 Hydraulic Pist Belstaff Classic T-Shirt in Red Ochre Pump Kirsten Murph Mood Pleasure Discreet Male Massage Stimulati Family Reunion (18" X 24") Yard Sign, Quantity Discounts, Multi- Solid Gold Engraved Women Eternity Stacking Band Ring, Antique B Ionic Hair Dryer Seamless Background with Butterflies Hand Drawn
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Jewels Obsession Gold Cat Necklace | 14K White Gold Cat Pendant Erin Brockovich/Primary Colors Better 1 Piece Art Craft Repair Tool Hot Melt Glue Gun 20W Elect Chen-love1 Hanging Shelf,Wall Mounted Shelf, Items Storage Rack Zokop Barbecue Grill Portable Lightweight Simple Charcoal Grill Arista Compatible QSFP-40G-SR4 40GBASE-SR4 QSFP+ Transceiver | 4 ZYF Wine Rack Whiskey Decanter 7 Piece Whiskey Decanter and Glas TOPBATHY Plastic Underwear Storage Box Foldable Travel Cloth Div Wallpaper Sticker Wallpaper 3D Mural Hand Drawn Forest Vintage F La Mouette Women's Plus Size Flattering Viscose Dress - Availabl
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Car Floor Mats for Chevrolet Captiva 5seat 2007-2012 Custom Leat
1 2 3 4 5 01 Drumstick Bag, Durable Drum Stick Holder, Practical Oxford Cl Garden Arch Widened 40cm,Garden Arbor Trellis Pergola for Climbi Racing Car Flag Wall Sticker Boy Room Kids Room Checkered Flags KEEPREAL Women Bath Wrap Towel with Adjustable Closure, Seashell Chris Brown Travel Laptop Backpack,Business Durable Laptops Back Lidengdeng Chunky Knit Blanket Luxury Knit Chunky Throw Blanket, Tessitura Pardi Uva (Grapes) Plum Rustica Linen Tablecloth 67" x PLENTOP Women's Sandals, Vintage Flip Flop Wedges Zipper Shoes L Decal Stickers Multiple Sizes Liquidation Sale Blue Red Industri
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 LAZNG Plastic Storage Bin Plaid Pattern Storage Basket (Size : O CGSignLab 2463726_mbsw |"Cash Only -Nautical Wave" Premium Brush
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 ERA Paints Automotive Touch Up Spray Paint Kit for Oldsmobile Ei Wyoming Flag Crest Men's Sweatpants Shorts Cotton Joggers Shorts
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 Seeing Red Women's Plus Size Bone Appetit Skeleton Long Dress Co NBCVD Ashtray Ashtrays for Indoor Ashtray with Lid Ashtray Home
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: A-Certain-Magical-Index Pillow Blanket Travel Blanket and Pillow (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 Perfect Fit Group REPC960301 - C/ K Full Size Pickup Catalytic C
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).