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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 ZHANGW Knitted Throw Blankets Super Chunky Knit Blanket Super La 7 8 YYDD Ant Habitat Bug Cage Ant Nest Farm - Gypsum Core Breeding C ProSphere Clark Atlanta University Men's Performance T-Shirt (He Fitness Bath Towel Microfiber Quick Drying Home Travel Beach Surya Forum Home Decor Area Rug, 12' x 15', Light Grey Blank Blue Tags - 100/PK (1 Pack)
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Brass Fengshui Zodiac Myth Dragon Beast Statue (16" H x 40" L x 13 GUOCAO Hand Shower Pressurized Water Saving Shower Head Abs Plas
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Large Hanging Planters for Outdoor Indoor Plants Hand Made Green Jewels Obsession Gold Bird Necklace | 14K White Gold Duck Pendan 2 Layer Monitor Stand, Computer Screen Monitor Stand Monitor Ris Honda Genuine 82131-TM8-J01ZB Seat Cushion Trim Cover, Rear Universal Plain Easel Pad with 50 Sheets, 27" x 34" - pkg. of 2 Genuine Real Leather Half Camera Case Bag Cover for Canon EOS M6 Bolo Bracelet Gold, Gemstone Bracelets for Women, Bridal Bracele 9EzTropical - Philodendron Split Leaf Monstera deliciosa Folage 0.59 CT October Birthstone Pink Tourmaline Necklace Women’s IGI
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 NMC D704P, Sign"Danger, Silica Dust Hazard" (Pack of 100 pcs) 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Maayong Edelic Tapestry , Abstract Naked Girl Lying On Trippy Mu JLDNC Chair Pads, Seat Cushions with Ties Slip Resistant Durable Wine and cheese gift - Wines of France Burgundy Alsace Bordeaux LBHAUSE Bathroom Rugs Soft Plush Bath Mat, The Sea Turtle Swimmi NiyoKE Comic Girls Moeta Kaoruko Anime Pillowcase Peach Skin 170 ZPTECH Drawer Organizers Underwear Closet Organizer Storage Box Sunmns Accessories Bundle Kit Set Compatible with Fujifilm Insta CS-YZC Electronic Bathroom Scales Measuring Scales Home Electron Shadow SH-SV2 Twin Disc Violin Pickup LSNLNN Towel Shelfs,Towel Racks Towel Bar Punch Free Punch Detac
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Hubgfeq Leather Wallet,Unicorn Print Wallet Genuine Leather Card Rexroth New Aftermarket A10VSO45DR/31R-VKC12K04 Hydraulic Piston Australia Super Flag (Hardware Not Include-FI) (10) Motorcycle Clutch Grip Set For Honda CBR125R 2004-2010 2009 Moto Joveco Rectangular PU Storage Ottoman Bench Lift Top Ottomans Fo TJLSS Modern Rice Storage Box, Food Storage Container with Lid, NOVICA Cultured Silver White Mabe Pearl .925 Sterling Silver Coc 16 Piece Heptagon Blue Lug Nuts 12 X 1.5 Clhhsy Custom Wallpaper 3D Photo Mural Landscape Water Flowing W
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 3D Door Stickers Murals Ryutp DIY Vinyl Self-Adhesive Door Decal Jewels Obsession Gold 3-D Cowboy Hat Necklace | 14K White Gold 3 Kid Schoolbag Child Casual Backpack My Melody Backpack Personali Rexroth New Aftermarket A10VSO45DFLR/31R-VKA61K02 Hydraulic Pist Gloria Vanderbilt Women's Paperbag Straight Leg Cropped Jean for Ducati for Hypermotard for Monster 696 796 22mm 7/8 CNC CNC LIMEI-ZEN 41 in 1 Coated Handle Lead Sealing Plier Tool Set Seal WEIJINGRIHUA Sleeping Bags for Adults,Lightweight Backpacking Po Nuvo Lighting 60/2793 Two Light Flush Dome Wonderful Weddings! - The Bedbug Bible Gang
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Quality Gold Girl with Bow Charm, White Gold
1 2 3 4 5 59PVC00 16/3C+RG-59/U Camera Cable Dir Burial Sun Res - Qty of 5 Ur HQCC 8" LED Ring Light with Tripod Stand, Selfie Ring Light w Paint by Numbers for Adults by DIY White Lotus Adult Paint by Nu OSI QUAD Green 759 Window, Door and Siding Sealant 10-Fluid Ounc Clhhsy Modern Creative White Horse Photo Murals Wallpaper Living Full Color Boy and Girl Children Friendship Wall Decal Sticker S CGSignLab 2470434_absw |"No Smoking -Victorian Card" Premium Acr Computer Stand Gas Desktop Full-Action Sports 10"-27" Supports L Non-Woven Wallpaper Lights The World Trade Center Wide, 126 x 18
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 3dRose Golden California Poppy Flowers, California, USA Tom Norr erddcbb Jewellery Box,Faux Leather Travel Jewellery Box Case for
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 SSPT8 Nippon Bearing New Linear Bearing Computer Monitor Riser Laptop PC Stand Desktop Table Storage Org
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 Halo Diamond and Moissanite Engagement Ring 1.50 Carat Princess Bonamaison Coasters - Set of 4 -Premium Absorbent MDF - 9x9CM (E
Chapter 13 Neural Nets and Deep Learning PDF Bearded Iris Dashing | 10 Rebloọming, Re-bloọming Iris B'ulb Sojoy Summer Cooling Four Seasons Car Seat Cushions for Front Tw
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 Bluesugar 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 MagiDeal 1x Buffer Bluetooth 5.0 6J5 Tube Preamplifier with Treb 7 8 OneHoney Farm Thanksgiving Watercolor Pumpkin 3 Pieces Bath Rugs 35" Octagon Chair mats, Set of Seamless Checkered Vector Pattern 3 Boxes X Natural Herbal Abdomen Slim Belly Slimming Weight Loss Norton Round Shape 3 x 1/4" Size 800-900 Micron Grade Ultra-hard HANHJ 10cm Thick Garden Swing Bench Cushion Backrest Pad 2-3 Sea
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Pasargad Carpets Serapi Knotted Wool Area Rug 11'10" X 14'11" 13 Renovator's Supply Cornice White Urethane Dunston Simple Design
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Little DaVinci Mighty Vite, Fruit Punch, 30 Servings - Sugar Fre SIHL 3944 Supersorb S Photo Paper Satin 9 mil in 44"x100' Kuku Ornaments Retro Halloween Decorative Eyes Crack Open Book w M83536/10-027M, Electromechanical Relay DPDT 10A 28VDC 320Ohm Si Women's Hooded Coat Faux Fur Lining Coat Long Padded Slim Jacket Couch Cover,Modern Gray Round Polka Dot Simple Classic Super Str Shreem85 Steering Wheel Cover Steering Wheel Covers Leather Perf Blonde Highlight Ombre Color Body Wave Human Hair 180% Density F 3D Custom Wallpaper Universe Spaceship Silk Wallpaper Wall Treat
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 BESPORTBLE Tassel Wooden Bead 2PC Cotton Line Tassel Wood Beads 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Oil and Vinegar Dispenser, Olive Oil Dispenser Bot Bacon Grease Custom Banner Design 13 oz Banner | Non-Fabric | Heavy-Duty Viny PNdeid Icon Nostalgic The Strong Man with Tattoos and Muscles Ci Haowecib Breathable Sleeping Bags, Sleeping Bags Compact and Eas TPOKIM Gold Moon and Sun Car Seat Covers, Front Vehicle Seat Pro Ditooms Break Through Wall Decal Stickers Halloween Vinyl Wall D Zjxxm Custom 3D Wallpaper Abstract Photo Wall Murals for Living American Shifter 465351 Shifter Kit (PG 12" E Brake Trim Kit Dip TheCoolCube LCD Display Digitizer Touch Screen Assembly Replacem Zamtac LM40UU 40mmx60mmx80mm 40mm Linear Ball Bearing Bush Bushi
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 New African Elephant Herd On Migration Journey Figurine in Dark Lucky Box Mystery Boxes Mysteries Box, (Electronic Equipment) Ca Underwraps Ladies Dark Queen Costume LA Pop Art Men's Word Art Crewneck Sweatshirt - Ski rockingroker - RRMGOFP17Y Archaistic Yellow Modern Lightweight C SPRINGHUA Bathroom Products Copper and Cold Bronze Under Counter QPLKKMOI Breakfast Machine Home Toaster, Small Wide Slots Toaste Carlow Outdoor Dining Set - 7-Piece Rattan and Acacia Outside Pa KM 4-1/2" Medium V.S.R. Surface Conditioning Disc 5/PK (1 Packag
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 SHARS 1-1/4"x1-1/4" M2AL 6 Flute ROUGHING END Mill 404-9026 1} huanle Secondary Right Fuel Pump Assembly Compatible with BM81X7 Tosuny Camera Ring Light, Photography Dimmable LED Video Live St Suitable Welding Pliers, Hand Tools Type Clamp Pliers with Steel Massage Toys Leather Shaft Ring Ball Divider Male Enhancer Bli Case for Ipad Pro 12.9 Cute Cactus Cat Cartoon Protective Case C Ornament Collection Cancer Awareness House Flag Support Inspirat Modern Cabinet Drawer Handle Knob 2Pcs Leather Metal Hardware Dr Cartoon Santa Claus Leather Table Mats Set of 6 Washable Heat In UR-0343, VH-343 Spirolox Internal Retaining Ring, Light Duty, 3.
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Rug Pad War Plane Used in II World War Non-Slip Play Mat Baby Cr
1 2 3 4 5 Adult Children Kids DIY Digital Painting Canvas kit kit,(with Fr 10-16X1/2 6 Lobe Pan Self Tapping Screw Type B Fully Threaded 18 Wallet leather "Frandi" pearl gray satin. JF-XUAN Shear Tool Garden Grafting Tool Farming Pruning Plant Sh 20021121-00010T4LF, Minitek127, Board to Board Connector, Unshro WeatherBeeta Fleece Cooler Standard Neck (66, Giraffe Print) Happy Socks x Disney Kids Gift Box, 4 Pairs of Unisex Crew Socks 14k Yellow Gold Plain .035 Gauge Circular Engravable Disc Charm Synvy Privacy Screen Protector, Compatible with IRIS OHYAMA ILD-
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 Natural Dominican Larimar 925 Solid Sterling Silver Engagement R GTRB Wall Sticker Vintage Retro Old Tractor Wall Art Stickers Mu
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Sports Initial Engraved 15 ounce Beer Mug Glass, Letter O HDGZ Chunky Knit Blanket Knitted Blanket Chunky Braided Knot Thr
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 HAIPENG Very Long Runner Rug for Hallway, Triangular Pattern Ent ZENITHIKE Replacement Radiator/Condenser Cooling Fan Assembly 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: ZXDHNS Wall Murals 3D - European Palace Architecture Self-Adhesi (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 MZP Knit Chunky Throw Blanket Hand-Made Super Soft Warm Cozy Lux
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).