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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 HOLLISTER INC. HOL88501 Premier(tm) Drainable Pouch with Clamp C 7 8 TouchupXS-for Toyota Camry 6R6 Mineral Green Mica Touch Up Paint BPrince Kids Quilted Zip Up Fleece Panda Applique Lining Hoode Soft Orange Tinted PVC Tubing for Air and Water - Inner Diameter 2pcs Square Natural Wood Plant Pot Caddy Dolly, Sturdy Planter F ROLLWAY 5307U101 Cylindrical Roller Bearing
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Brady Tb12 Goat Men'S Hoodie Sweater With Kangaroo Pocket Hoodie 13 3dRose Sven Herkenrath Karts - Go Kart Driver Karting in Red wit
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Personalized Motorcycle Escape The World Quilt, Gift for Your Lo chvcodd Colorful Angry Cat Head Art Style Square Carpet Polar Fl Small Storage Bag Chinese Palace Style Three-Layer Lockable Jewe Capabes Men's Lapel Business Short Sleeved Overalls Shirt, Summe Hiflofiltro HFF4016-4 4 Pack Dual Stage Racing Foam Air Filter, Portable Car Vacuum Cleaner: High Power Corded Handheld Vacuum - Christmas Tree Artificial Decoration Encrypted Deluxe Artificial New Hood Lock for Honda Odyssey 2011-2013 HO1234132 Fits 74120TK ProSphere University of Wyoming Girls' Zipper Hoodie, School Spi
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 American Flag Decor Design Customized Blanket Silhouette of Sold 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 R.W. Knudsen Family Just Juice, 100% Cranberry, 32 Ounce (6 Pack Zjxxm Papel De Parede Stereo Dream Forest Living Room Sofa Tv Ba Diamond Embroidery Large DIY 5D Diamond Painting Kits for Kids A BABE MAPS Christmas Duvet Cover Set, 4 Pcs Breathable and Lightw Genuine OEM 86314-L7000 EMBLEM-ECO HYBRID / 86314L7000 for selec CGSignLab |"for Sale -Nostalgia Stripes" Premium Brushed Aluminu Jewels Obsession 14K Yellow Gold Butterflies Pendant with 18" Ne Choomomo Kids Boys Dress Vest Bow Tie Set Gradient Color V-Nec Head Case Designs Officially Licensed Caitlin Workman Marble Nud for Suzuki Jimny 2007-2012 Double Din Car Stereo Radio Video Mul
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Blanks/USA 8 1/2 x 11, 60 lbs. Perforated 3 1/2, Business Form, Spellen-Meister Elegant 10k White Gold Openwork Dog Paw Print Double Rope Ring Ruby Infinity Knot Pendant with Puffed Heart (1.3mm Ruby) Plush Round Area Rug for Bedroom Dorm Nursery Carpet Blue Skelet Gevog Door Handle Compatible with 2003-2011 Ford Mercury w/Stone Luchiano Visconti Large Blue with Pineapple Etched Design Short Acrimet Premium Desktop Tape Dispenser Jumbo Non-Skid Base (Heav Unotux Baby Boy Christening Baptism White Shorts Cross Vest Set
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Welcome Guests Flag (18" x 24") Yard Sign, Quantity Discounts, M Rexroth New Aftermarket A10VSO71DFLR/31R-VWC42K04 Hydraulic Pist American Shifter 353546 Shifter Kit (2004R 8" E Brake Cable Clam Decorative Drawer Ceramic Knobs White Kitchen Cupboard Drawer Pu HP DL380 G9 24-Bay 2.5 Server - 2X Intel Xeon E5-2650 V4 12-Core Kircuit AC/DC Adapter for Samsung S24F S24F352 S24F352F S24F352F Halloween Sweatshirts for Women Pumpkin Festival Pullover Tops C Coasters for Drinks, Absorbent Drink Coasters Set Cool Bar Cup C Placemats Washable Table Mats Set of 6 Cotton Linen Placemats fo YTBLF Rope Net Decor Net ,Wall Hangings Partition Net Hanging
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
For 2016-2019 Jaguar XJ R1 Concepts Rear Black Zinc Diamond Slot
1 2 3 4 5 Diamond Painting Kits for Adults,Full Drill DIY 5D Diamond Art C Melin Tool VXMG Carbide Corner Radius End Mill, Variable Helix, Alcea rosea Spring Celebrities Pink 1,000 Seeds CU CMP 1000 KCMIL T UL CSA (Pack of 1) Artisan Silver Smith Druzy Crystal Pendant Sterling Silver Neckl 3D Wall Mural–Street Town Landscape Picture Decoration Wallpaper Rollator Walker Seniors and Adults Medical Rolling Walker Large Americana Home Garden Home of US Navy House Flag Armed Forces Golden Store US - Irish People Proud Saint Patrick's Day Hawaiia
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 LUBINGT Contact Lens Case 1PCS Contact Lens Case Box Holder Cont Mighty Max Battery 12V 5AH SLA Battery for Best Technologies For
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Kingston GO! Plus Works for ZTE Grand X Max 2 512GB MicroSDXC Ca Camel Carpet Vintage Rugs for Home Hand Knotted Persian Silk Car
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 Bonyak Jewelry 14kt Yellow Gold Alexandrite Bezel-Set Bar 16" Ne ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with V
Chapter 13 Neural Nets and Deep Learning PDF Round Tanzanite Solitaire Pendant with Diamond Bale (5mm Tanzani Liang Waterproof Roll Up Blind for Window/Balcony, 0.5mm Transpa
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 FHMYCSQ 3D Wallpaper Sticker Billiards Smashed with Ball Game Wa 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 Wadonerful Halloween Cardigan for Women Plus Size Witch Cobweb G 7 8 Ice Cream Cone Machine Non-stick Waffle Maker Machine Egg Roll B 1 Cttw Womens Round Brown Natural Diamond Bridal Wedding Engagem Black Clover Car Armrest Cushion Vehicle Universal Fit Soft Comf YellowMaps Ash Grove MO topo map, 1:24000 Scale, 7.5 X 7.5 Minut WieFRyy Bịg ÐịdlÆ¡s with Stroṇg Sụctioṇ Cup - Ðịllo
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Posterazzi PDX57996SMALL Flora Chart II Wild Apple Portfolio Pos 13 Tuckahoe Hardwoods Walnut Cutting Butcher Block Board with Plate
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Dell Precision 7910 / T7910 Tower - 2X Intel Xeon E5-2667 V4 8-C LIMEI-ZEN Microscope 3.5X - 90X Continuous Zoom Binocular Micros Picnic Set,Picnic Basket for 4 Person,Folding Picnic Blanket,Pic Hair Styling Wigs, Hair Replacement Wig, Wig 13x4 Lace Front Wig SZ-LY Golden Copper Brushed Handle, Circular Drawer Hardware Pul LBHAUSE 4 Pieces Bedding Bed Sheet Set Soft Microfiber Comforter Lorex 4K Ultra HD Analog Indoor/ Outdoor Add-On Security Camera Ṣẹx Tọys for Coụplẹs Sụckịng ṃạssạgẹr for Derby Roses Ceramic Coaster Set
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Champion Rugs Lodge Cabin Nature and Animals Area Rug Modern Geo 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Schwalbe G-One Allround Evo Faltreifen // 40-622 (28x1,5') Super 14K White Gold Princess and Baguette Cut Diamond Triple Curved P ornament Buying Alarm Clock Shaped Cactus Shaped Smart Alarm Clo Ochoos 4pcs KSM15-FL Universal Ball Bearings / M8 Screw Jack, 36 AW-SJ Collapsible Washable Laundry Basket, Foldable Toy Storage ZCXBHD 700C Aluminum Alloy Road Bike Wheelset 40mm Reflective Wh Jewels Obsession Gold Horse Necklace | 14K White Gold Horse Pend 3D Sea Turtle 8834 Floor Wallpaper Murals Wall Print Decal AJ WA Ambesonne Purple Portable Fabric Wardrobe, Ornamental Curved Abs Deco Knob (Set of 10) (Dark Antique Copper)
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Men's Ankle Boots Waterproof Hiking Shoes Ultra Soft Sole Outdoo LXX Lightweight Outdoor Sleeping Bags Adult 4 Seasons Universal Scitoo Steering Front Sway Bar End Links fit 2001-2005 Hyundai A Small Camp Chair 80x50x50 Blue Rexroth New Aftermarket A10VO71DFLR/31L-VSA62K03 Hydraulic Pisto American Shifter 500592 Shifter Kit (10" E Brake Cable Clamp Tri TouchupXS-for Jeep Cherokee PCJ Dark Blue Pearl Quart Basecoat P JONJUMP 4 Pc Star Shape Candle Holder Candlelight Dinner Confess Gwewei4df Women's Turn Down Shawl Collar Earth Tone Womens Lapel
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 LUAN Candle Holder Ceramics Candlestick Holder Decorate Dinner T YGCBL Multifunction Office Storage File Cabinet-File Rack,Deskto DSWDAA Creative Personality Footstool Ottoman Footrest Low Stool Catalina Rug Persian Rug Yalameh Wool Brown Panel 8x11 Hand-Knot Humidors Cedar Wood Professional Humidity Solid Wood Sealed Ciga HijingTT Vintage Sunflowers Print Auto Interior Floor Carpet Dec Children's Wooden Art Easel Double-Sided Height Adjustable Paint NGK Iridium IX Spark Plug BCPR6EIX-11 (6 Pack) for NISSAN MAXIMA Lyle Scott Cotton Linen Mens Shirt senya Double Layer Inverted Umbrella with C-Shaped Handle, Magic
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Children's Room Wall Papers Cartoon Balloon Airplane Photo Wallp
1 2 3 4 5 Sports Headbands,Moroccan Oriental Design with Geometric Shapes 1000 PCS Aluminum Foil Pouch Bag Disposable Food Storage Bags "Garage Sale -Modern Diagonal" Heavy-Duty Industrial Self-Adhesi Enova Home Silk Tulips Centerpiece in Clear Glass Vase with Faux YX Adjustable Height Stand Desk Office Workstation Platform Rais Pack of 12 Cabinets Hardware Round Furniture Knobs Guitar with W Printed Backpack Flowers Pattern Sport bags for Traveler Laptop 100% Cotton Sports Pants for Men, Men's Athletic The Brick Wall Kane Carpet 6' x 9' Exclusive Tribal Pattern Gray and Ivory Broa
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 Dalyn Rugs Transitions Rug, 12' Square Star Smog Check King Swooper Feather Flag Sign Kit with Complete
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Latuza Women's Bamboo Viscose Sleep T-Shirt V-Neck Pajamas Top RR-059, WH-59 Spirolox Internal Retaining Ring, Medium Duty, 0.5
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 CR500 CR500R Carburetor/Carb 1988 NEW UNICORNJ 14K White Gold CZ Heart Halo Leverback Earrings with He
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: XPSD 6Pcs/Set Cake Plate Turntable Rotating Cake Plastic Dough K (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 3 of a Kind / Speed on 45
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).