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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 Modern Round Area Rug 4 Feet for Bedroom, Non-Shedding Low-Profi 7 8 1967 Topps # 536 Cubs Rookies Joe Niekro/Paul Popovich Chicago C Gold Diamonds Jewellery 1.85 ct.tw Princess Cut Created Pink S Insulated Lunch Bag for Women/Men Marble pattern Leakproof Reusa LSJTY PU Tablecloth, Waterproof Oil Proof Table Cloth, Wipeable KnBoB Necklace Sunflower Shape Pendant Necklace with 0.45ct Gree
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Verified by SanFlash Ultra SanDisk 64GB Works for Samsung SM-T67 13 SoundQubed S1-1250 1300W RMS Car Audio Amplifier, 1 Ohm Stable M
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Household Storage Box, Cotton and Linen Clothes Basket Bag, Fabr Ryka Women's Echo Low Sneaker Epinki 18K Yellow Gold Women Rose Flower Necklace Necklace for W MagnaFlow 23556 Direct Fit Catalytic Converter (Non CARB complia BOERLKY Fuel Pump 1pcs For E7121MN for 4.0L Zjxxm Modern Wallpaper New Silk Material Hand-Painted Flowers Cu Wall Paper Mural Living Room Bedroom Custom Black and White Wate Wooden Handle Aluminum Water Spoon Water Scoop Household Kitchen 12 Pack Glitter Heat Transfer Vinyl HTV for T-Shirt,12 Colors 12
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Drillco Series 200 3/32" X 2 1/4" Black Oxide HSS General Purpos 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Officially Licensed NCAA "Basic" Plush Raschel Throw Blanket, 60 wangch Model Toy Car 1/32 Simulation Alloy Off-Road Vehicle Mode Prettyia Modern Egg Holder with Egg Holder - Red, 18x30.5cm Modern Simple Soft Short Pile Rug Extra Large Size Rectangular C YANGLIYU Motorcycle Windshield Spoiler Windscreen Air Wind Defle Caltric O-Ring Drive Chain Compatible With Suzuki Tt-R230 Ttr230 American Shifter 440956 Shifter Kit (4L60 6" E Brake Cable Clamp Galaxy Gold GG 14K Solid Gold Necklace with Diamonds and Amethys Unknown1 Artistic Home Tension Shower Curtain Rod 42-72 Inches S Zjxxm Custom Wallpaper Mural 3D Embossed Jewelry Flower Butterfl
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 American Shifter 499094 Shifter Kit (2004R 8" E Brake Cable Dips Hickory Hardware American Diner Cabinet Knob P2142-CH 1 3/8" Rou Accuform TCS342CTM PF-Cardstock Confined Space Tag, Legend"Dange 2800SCK-46 2.40ct Round Cut Halo Split Shank Solitaire Accent Natural Deep Vivica A. Fox SMWYK12 SMART WEFT 12 Inch Remi Human Hair Extensi Womenfocus Cozy Plush Doormats 24x35in, Absorbent Cushioned Kitc Teen Hooded Sweate Christmas Tree-4054 Sweate Sweatshirt Christm Xkun Double-Size attic Bed with 2 Floor Shelf Wood Low Attachmen
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 LIANGJUN Swinging Cafe Doors, Partition Home Decoration, Auto Cl CPU Stand PC Cart Holder Metallic Paint CPU Holder Under Desk Mo EMIAOTO Power Steering Pump for Hyundai Accent Kia Rio Rio5 2006 Funny Gnomes Garden Decor Outdoor Statues, Fairy Garden Gnomes D LSAILON 8pcs Front Inner Outer Tie Rod End Front Lower Ball Join PAINTSCRATCH Touch Up Paint Tricoat Pen Car Scratch Repair Kit - 1/4"-10-24 x 3" Coarse Thread Socket Shoulder Screw Alloy Steel aihanbaihuodian Wigs European and Fashion Chemical Fiber Front L Teerwere Paper Lantern Mid Autumn Spring Festival Wedding Creati Honda Genuine 81731-SZA-A42ZB Seat Cushion Trim Cover, Left, Mid
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
DIY 5D Large Diamond Painting by Number Kits,Watercolor Dog Adul
1 2 3 4 5 ZPTECH Drawer Organizers Underwear Bra Socks Panty Storage Boxes 2015 Topps Update Rainbow Foil #US174 Carlos Correa Baseball Roo Standard Process Catalyn Chewable - Foundational Support for Gen Grass Pattern Office Mat for Rolling Chair On Carpet for Rolling Baylis Harding Luxury Gift Basket, Fuzzy Duck Festive Mulberry Maracos Laundry Baskets-Laundry Hamper, Laundry Basket Dirty Clo Mural Wall Mural Photo 3D Modern flower-400x280CM YellowMaps Kenai C 3 SE AK topo map, 1:25000 Scale, 7.5 X 7.5 Mi 70 Inch Table Runner and Placemats Set of 6 for Holiday Party, C
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 Customized Name 3D Cap Hat Beautiful Clover Patrick’s Day Classi EILANNA Usb Backpack Carry On Bags 17 Inches,Cute Pastel Foods C
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 20cm Christmas Baubles Balls Ornaments for Xmas Christmas Tree - Gsypo Cushioned Anti Fatigue Kitchen Mat, Happy Halloween Haunte
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 Paint by Numbers Kits,DIY Painting by Numbers for Adults Kids, ProSphere University of Findlay Girls' Pullover Hoodie, School S
Chapter 13 Neural Nets and Deep Learning PDF Qajar girl plays Santour canvas print wall art with Persian call Camel Carpet Silk Oriental Rugs Hand Knotted Traditional Persian
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 YonCog Creative Welcome Sign Garden Bird Statue Small Sculptures 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 European Style Creative Hand Blown Transparent Glass Candlestick 7 8 Self-Adhesive Wallpaper - Kissing Fish - Square Format 288 x 288 Daesar Bedroom Curtains Eyelet, Thermal Curtain Panel Set of 2 B Ceramic Candle Stand Candlestick Candle Holder without Candle Cr 5/8" A Brand ADO-TRS High Feed 3-Flute Carbide Drill, EgiAs Coat Holly Hobbie Travel Laptop Backpack, Business Slim Durable Lapto
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 No Salt Lemon Pepper- 3.3 oz. Cube -You won’t even miss the salt 13 QJTAO Sliding Barn Door Handles Black, Closet Door Handles Pull,
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Modern 3D Large Mural Wallpaper Living Room Sofa Box 3D Cube Wal CURANI Casual Backpack I Love My Third Grader 6 School Bag Lapto Camera Frame Cage, A6 Metal Protective Housing Shell Frame Cage NONOYES Windshield Sun Shade,Buildings Bottom View,Designs Auto SOLO DCCP200BLK Polystyrene Portion Cups 2oz Black 250/Bag 10 Ba Abnana Protable Travel PU Double Layers Jewelry Box Display Orga Dowco Marine 680282-14NSNL Custom Fit Bow Cover: Tahoe, Black MAXIMUM IMPACT Synthetic Lace Front Mono-Top wig 5PC Bundle: Wig TOYOTA 75374-33010 Side Panel Emblem
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Kitchen Floor Mats Stain-Proof PVC Home Door Mats Absorbent Carp 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Social Value 18K Yellow Gold 6 Stone Natural Diamond Cross Penda Berlato IP65 Waterproof Pillar Landscape Lighting Pole Light Out Multi Tool KTZMT75 Ombre Textured Blue Printing Women'S Lunch Bag,Portable Fashion S.141661 Carriage Bolt, 5/16'' - 18.00 x 3'' No Hole Beagle Dog - Laser Cut Out Unfinished Wood Shape Craft S 2000 Pieces Jigsaw Puzzles for Adults (Cat) Puzzles for Adults 2 TSSM Computer Monitor Stand 3.0 18W Fast Charge Multifunction La MS Imaging Supply MICR Replacement for HP CE255X (Black, 3 Pack) COOLLL Toilet Brush, 304 Stainless Steel Toilet Brush Toilet Bat
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 XXIOJUN Bamboo Floor Mat Shower Slatted Non-Slip Waterproof Dura Belkin F6C325 Regulator Pro 325VA UPS LFDSBLJ Car Centre Console Armrest Box for March Micra 2011-2016 TGhosts Miniature Dollhouse, Dollhouse DIY Miniature Room Set-Wo Kids Room Wall Paper Children's Room Bedroom Wall Painting Carto Personalized Softball Flower Quilt, Gift for Your Lovers Quilt S Vinod MT30 Nonstick Flat Multi Tawa 30cm, 12-Inch, Black M10-1.5X35 Metric DIN603 Carriage Bolt Full Thread A2 Stainless Telescopes Science Binoculars Small Binoculars High-Powered High
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 SARO LIFESTYLE Aries Collection Dalmatian Print Goat Fur Throw P Portable Shave Soap Cup Mug Soap Foam Mug Stainless Steel for Be Dell PowerEdge R630 8X SFF 1U, 2X Xeon E5-2650v3 20-Core 2.30 GH Bathroom Rug Mat De-mon-SLA-yer Anime Ultra-Soft Floor Mat for B pot Shower Curtain Rods, Adjustable Shower Tension Rod, Never Ru 925 Sterling Silver Rhodium-plated Dolphin Post Earrings Hot Selling Kitchen Accessories Door Mat Carpet Thin Anti-slip K EANSSN Jewelry Display Rack, Metal Plating Earring Rack with Met Diamond Embroidery Large DIY 5D Diamond Painting Kits for Kids A Full Lace Wigs 22" chinese Hair 100% Remy Human Hair Wig Yaki St
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
WeiX Car Dog Cover Back Seat,Dog Car Seat Covers Back Single,Car
1 2 3 4 5 THE MOUNT STORE TV Wall Mount for Toshiba 50” Class LED 2160p Sm Society6 2020 by Ia Po on Wall Hanging Tapestry - 88" x 104" Nut 4400mAh Battery Replacement for Asus U47C U47 U46SV-WX036V U46SD Zenda New York Yankees House Flag Licensed 28" x 40" Soup Spoons 6 Pcs Teaspoons Ice Cream Spoon Stirring Spoon, 7.4 1.54ct Princess Cut Halo Pave Solitaire with Accent VVS1 Ideal C FotoTech Metal 10FTx8.5FT Adjustable Photography Background Fra CUJUX Kitchen Cooking Tools Set Premium Silicone Cooking Utensil
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 KarParts360: For 2004 2005 2006 Kia Spectra Tail Light Assembly Lama Chile Flag PU Leather Luggage tag Rectangle ID Labels Set o
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 XStyles18 - Beer Hawaiian Shirt, Big Hawaiian Shirt, Best Gift f Bmaller Transparent Ant House Fill Clay Sand Ants Farm Insect Ne
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 Rexroth New Aftermarket A10VO28DR/31L-PWC11K02 Hydraulic Piston Dolphin Paradise Custom Beach Shorts Swim Trunk Mens Swim Shorts
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: Pressboard 25-Pt. Classification Folder, Legal, Four-Section, Ea (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 Accuform MGNF908VP, 10" x 14" Plastic Sign:"Safety First Report
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).