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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 ZJLX Tutu Princess Dress 7 8 Motorcycle Brake Clutch Lever Motorcycle Accessories Adjustable Summer Tropical Theme 3Pcs Bath Accessories Set Includes Bath Ru Backpack Bags Navy Red Stars American National Holiday Bag with ProSphere California State University Channel Islands Men's Slee Women's Autumn 3/4 Sleeve Round Neck Solid T Shirt Blouse Casual
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 FVGKYS Wall Art Mural Custom 3D Wall Stickers Cartoon Santa Self 13 QBLDX Cereal Containers for Storage with Lids,Plastic BPA Free K
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 CRTTRC Country Style Table Cloth PVC Tablecloth Washable Waterpr Reebok Women's Classic Nylon Sneaker Hope [12" VINYL] 1 Pc of Transformer Variable AC Voltage Regulator 0~130V Over-Vo Critical Mass SHENYF-Hua 10pcs Set 3.175mm Shank V Shape PCB Engraving Bit Set New Handicrafts Jungle Elephant with Eggskin Shells Figurine 10" Danmar Percussion 206 Classic Bass Drum Beater (Standard) 5/16-18X2 1/2 Carriage Bolt 18 8 Stainless Steel Fully Threaded
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 12' x 17' Jaipur Maroon Durable Fine Quality Handmade Indian Woo 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Mediterranean Seaside View Castle Photo Mural Wallpaper Jumping 15-3 7/8 x 1 x .035 x 14N Band Saw Blade M42 Bi-metal 1 Pcs SH-CHEN Pilers, Bender Manual Rapid Steel Bending Tools Shaping TSHAOSHUNHT 3.5CH Helicopter With Remoter Control Rc Helicopter XINGZHE Christmas Wreath Creative Autumn Decoration Festival Hot American Shifter 436166 Shifter Kit (700R4 23 Swan E Brake Trim dailymall 3 Pack Wooden Tea Canister Box Organizer Bottle for Ho Quiksilver Men's Kaimana Apex Boardshort OFFTEK 8GB Replacement RAM Memory for HP-Compaq Pavilion Noteboo Ombra Laptop Shoulder Bag Day of The Dead Floral Flower Sugar Sk
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 TRUSCO Plastic Knob TPB32-8BK Charlotte Home Furnishings Inc. 'The Feast' French Small Tapestr Gremlins NF Corp. Wideband Current Amplifier SA-607F2, Gain 10GV/A, DC to amscan Locked n Loaded Adult Costume 5D Diamond Painting Kits, Rose Tower (100x100cm/40x40in) Ful KEEPREA Cute Sloths Astronauts Towel Wrap with Dry Hair Cap He American Shifter 390254 Shifter Kit (45RFE 6" E Brake Cable Trim Baylor University Newborn Baby Striped Bootie Sock
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Cafe Swinging Doors Indoor Saloon Swing Door with Auto Close Fea Zziyj Wall Light Industrial Designer Copper Fitting with Brass S AINIYF Umbrella Stand- Metal, Irregular Geometric Umbrella Holde Soft Tri-Fold Roll Up Truck Bed Tonneau Cover Replacement for Ni FHW Desk Chairs Beauty Stool Barber Shop Chair Hair Salon Swivel Wallpaper Sticker Wallpaper 3D Mural Chinese Ink House Boat 300c TE Connectivity Part Number 1-1318300-9 srv - Meerschaum Pipe - Autograph Series Reverse Calabash RC Bas YONGLI 4 SizeUltralight Garden Awning Canopy Sunshade Beach Sun ZSMPY Water Bottle Bottles Large 900 ML Cycling Running Sports F
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Restokki Leakage Sensor Wired Overflow Leakage Sensor Water Leve
1 2 3 4 5 Vietnam Combat Veteran Us Army Vietnam Usarv Men's Pullover Wint Domesis Bolker Dining Bench, Denim Blue MACURCO CD-6G - White Housing-Carbon Dioxide CO2 Fixed Gas Detec YHMY Outdoor Pendant Light Telescopic Rod LED Fishing Outdoor Ca Greday Bath Rug 3 Piece Bathroom Rugs Set, 1 U-Shape Toilet Mat Sale King Windless Flag Pack of 3 Sign with Complete Hybrid Pole New Replacement for OE Hood Latch Lock Coupe Sedan fits Honda Ci Iron Hollow Anti-rust Egg Rack Kitchen Restaurant Fridge Eggs Ho Animation - The Irregular At Magic High School (Mahoka Koko No R
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 LUYIYI Underwear Storage Box, 4 Foldable Bra Storage Bag for Und Natrol Easy-C Immune Health, Supports Immune Health with Vitamin
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 DIY 5D Diamond Painting by Number Kit,Full Drill Cityscape(90x18 Yajomi Car Interior Accessories fit for Suzuki Jimny 2007-2017 I
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 Mural Wall Mural Photo 3D Modern Rose flower-450x300CM American Shifter 484354 Shifter Kit (700R4 23 Swan E Brake Cable
Chapter 13 Neural Nets and Deep Learning PDF 4 Pieces Bedding Duvet Covers with 2 Pillowcases Flat Sheet Magi XTX Xtreme Torque Snowmobile Belt Fits 2010 Ski-Doo Skandic 550F
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 Bright Sunflower with Green Leaves Case for iPad 8th Generation 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 Moab Lasal Exhibition Luster 300, Archival Luster 300 GSM, 11 mi 7 8 Women's Mini Dress, Women's Summer Dress Casual V-Neck Short Sle KUANGQIANWEI Air Flow Sensor Mass Air Flow Meter Sensor 22680-6N Activane Water Leak Sensor, Smart Flood Detector Wireless Water ERA Paints Automotive Touch Up Spray Paint Kit for Toyota Camry 18k Rose Gold Cultured Pearl Garnet Womens Vintage Pendant C
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 n6112 - Classic Zeigler Rug (Wool and Silk) - 10' x 14' 13 QVIVI Stainless Steel Potato Masher Ricer, Heavy Duty Baby Food
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Plutus Brands Moda Capella Double Sided Standard Luxury Throw Pi Pear-Shaped Sapphire and Pave Diamond Halo Pendant (8x6mm Blue S American Shifter 343760 Shifter Kit (6" E Brake Cable Clamp Clev ProSphere Southern Wesleyan University Men's Performance T-Shirt 3x5' Oklahoma Flag Set, Includes Indoor Flag, Base, Pole, Spear Watercolor Ocean Whale Coral Grass Leather Table Mats Set of 6 W ZPTECH Drawer Organizers Closet Drawer Divider Underwear Organiz CGSignLab 2470425_5mbsw_27x18_None |"No Loitering -Victorian Got Mouse Pads Anime Girl Gaming Mouse Pad Computer Large Gaming Gam
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 2.82 ct Round Cut Halo Pave Solitaire with Accent Genuine Flawle 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Silicone Powerful Speed Vibration Wireless Cordless Massager,Han Ping Bu Qing Yun Underwear Box-PP Underwear Box Three-Piece Manu Lunarable Retro Bedspread, Surfer Girls Silhouettes in Swimsuits Wall Clocks Clock Brown Petals European Wall Clock European Crea GUOCAO Dirty Clothes Bucket Storage Bin Family Indoor Storage Se Marvin The Martian Universal Steering Wheel Covers,Anti-Slip Ela Deerlux Traditional Oriental Persian Style Living Room Area Rug ZYF Wine Rack Whiskey Decanter Wine Decanter Lead-Free Crystal G Hair Styling Wigs, Hair Replacement Wig, Wig 13x4 Lace Front Wig 3D Throwing Blanket Peter Pan Basketball Star Sofa Blanket Sherp
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 SUMERSHA 100 Pieces Resin Daisy Flowers Flatback Daisy Embellish Disguise Men's Halo Red Spartan Muscle Costume Do You Believe in Gadd 14k Two Tone Yellow Gold Reversible 5mm Omega Extender Chain Nec KM 5/16 Solid Carbide Drill Bit Modern Simple English 3D World Map Photo Wallpaper Printing Mura Jiulong Black Gold Rose Men's Summer Beachwear Shorts Beach Pant Araca LMP-H200 Replacement Projector Lamp for Sony VPL-VW40 VPL- Toshiba FT-8259BK Cordless Phone Battery Combo-Pack Includes: 5
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 ZeDanKelvy Compatible withSedan S Sedan 2008Sport Power Driver S 5D DIY Diamond Painting Kits for Adult/Kid,City Night View Diamo Safavieh Crystal Collection CRS798D Modern Abstract Non-Shedding 3x5' South Carolina State Indoor Flag Set with 3x5' United State Corolado Spare Parts, Switch 651956-6 for Makita 6519566 651956C KTS Heavy Trendy Bracelet Chain Fitness Stainless Steel Silver C Olympus E-M10 Mark III Case, BolinUS Handmade Genuine Real Leath 3/8"-16 x 5 1/2" (FT) Coarse Thread Carriage Bolt Stainless Stee ERA Paints Automotive Touch Up Spray Paint Kit for Oldsmobile Al Panihari Biotrex Nutraceuticals Apple Cider Vinegar 1200 mg - 60
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
FAG NJ2204E-TVP2-C3 Cylindrical Roller Bearing, Single Row, Stra
1 2 3 4 5 GAKIN 1 Piece Set Car Vacuum Cleaner Powerful Suction Portable V MLHlover Cute Animal Dog Puppy 16 inch Laptop Shoulder Bag Carry 0.44cttw Round Cut ideal VVS1 Conflict Free Gemstone Solitaire G Case for Ipad Pro 12.9 Bright Graphical Handdrawn Sunflower Plan Verified by SanFlash Ultra SanDisk 1TB Works for Canon PowerShot Halls Defense Vitamin C 16 Drops Bag Šá¹‚ Sex tǒys ànal plûg čombǒ Set bûndled Bondage àlternative Marchul Gravity Water and Food Bowls Cat, Cat Dog Tilted Water a Garden Flower Case for Ipad Pro 12.9 in Case 4th Gen 2020 Tablet
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 GLOBALWIN Women's Knee High Riding Boots Monsters inc Shirt, Add Any Name and Age, Monsters inc Birthday
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Rexroth New Aftermarket A10VSO45DFR/31L-VSA62K52 Hydraulic Pisto OFFTEK 8GB Replacement RAM Memory for HP-Compaq Pavilion Noteboo
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 Stainless Steel Dish Drying Rack Dish Rack Tableware Rack for Ki Kotton King Pom Pom Tailored BedSkirt 100% Egyptian Cotton 800 T
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: 5D DIY Diamond Painting Kits for Adults Pink Fairy Diamond Embro (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 M61310EX Linkbelt New Cylindrical Roller Bearing
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).