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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 Women'S Pants Drawstring Elastic Waist Sweatpants Casual Long Pa 7 8 The Jungle Book by Emma Tate Osg Tap, Right Hand, Spiral Flute, 5/16", 18 Pitch, High Speed S ZOE GARDEN Bathroom Rugs and Mats Sets, Small Plaid Black Load o Begonia Megawatt Red Grn Leaf 1,000 Seeds LELEGO Christmas Tree Forest Deer Bird Laptop Bag Laptop Shoulde
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 kufu01 Polyethylene Sunscreen Shade Fabric,Green Sunblock Shade 13 Custom Microfleece Jacket Embroidered Full-Zip Sherpa Lightweigh
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 HARTING - 09210253101 - Heavy Duty Connector Cable Mount 25 Cont William Morris Pak Persian Consuela Wool Area Rug - 6'0" x 9'3" Search4Toner Compatible Replacement for Lexmark 60F1H00, 601H, 2 Jacquelyn Latch Hook Kits Latch Hook Kits for Beginners DIY Latc Taylor-Crown Coal 5' 3" x 7' 6" Rectangle Machine Woven Rug Kytuoqe Space Grilled Cheese Pattern Large Size Storage Bins wit Laptop Backpack Angry Shark Travel Business Daypack With Usb Cha GXT Reflective Armbands, High Visibility Reflective Wristbands R Kingston GO! Plus Works for Fly Chat TS111 512GB MicroSDXC Canva
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Computer Stands for Laptop Monitors for 10-Speed Height Adjustme 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 21-inch Wig, women’s Wig, Long Wavy Curly Hair, Natural Female D Kingston GO! Plus Works for LG MS323 512GB MicroSDXC Canvas Card Contemporary Series Head Shower 8" WZHIJUN Doormat Indoor Silk Loop Carpet Non-Slip Entrance Carpet Digital Alarm Clock for Bedrooms Kitchen Office 3 Alarm Settings Prokofiev: War Peace Breeze Decor BD-SW-GS-115128-IP-BO-D-US18-BD 13 x 18.5 in. Fiest Blank Tag, 5-3/4 x 3 In, Wht, PK25 KOMATSU Air Filter KO660360-9 VANAUX 3.5mm Audio Cable Male to Male Stereo AUX Cable [24k Gold
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 SignMission Designer Series Sign - No Parking Do Not Block Entra Milf: Man I Love Frogs Sticker, Funny Frogs, Decorative Stickers African Woman Backpacks School Bookbags Travel Laptop Daypack 3d Jewels Obsession Gold Florida Necklace | 14K White Gold Florida Momoe Sawaki Cool Girls Blue Sweater Pants Full Set Cosplay Hall Without Wall Stickers for Living Room 3D Wall Decor Resin Angel Quiksilver Boys' No Destination Volley Youth 15 Boardshort Swim 14K Gold .71ct Round Genuine Natural Tanzanite Pendant with Diam Jewels Obsession Gold Crucifix Necklace | 14K White Gold INRI Cr
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 MOLIH Towel Rack Freestanding Towel Holder, 4 Bar Metal Stand Al Xmas Balls Decoration Plastic Shatterproof, 30/40/50cm Large Out Jigsaw Puzzle 2000 Piece Black Swan Jigsaw Puzzle Game Toys Gift The Lemon Song - 11x17 Framed Soundwave print artizan Hands Free Masterbrators for Men Automatic Blówjobséx Má Dell PowerEdge R630 8 Bay SFF 1U Server, 2X E5-2697A V4 2.6GHz 1 DEPLEE Wooden Puzzles for Adults Eagle Wooden Jigsaw Puzzles Uni MOLVGOC New-Replacement Air Filter ET-RFL300 Rexroth New Aftermarket A10VSO28DFR1/31R-VKA11K03 Hydraulic Pist Verified by SanFlash Ultra SanDisk 64GB Works for Samsung SM-G36
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
G'Scheites Und Blodes
1 2 3 4 5 West Mountain Tractor Wall Decal Art Decor 3D Farm Sticker Mural QTSM 8MM for CBR300R 2014-2018 Motorcycle CNC Aluminum Swingarm Dr. ColorChip Road Rash Automobile Touch-Up Paint Kit, Compatibl THINK GREEN (W/GRAPHIC) CHENBAI Square Solar Wall Lantern Outdoor Auto On/Off Solar Porc Niubiyazwl Storage Cubes, 1Pcs Foldable Closet Organizer Clothin SYYUN Wall Sticker Wall Sticker Snake Smashing Wall Decal Graphi ZPTECH Drawer Organizers 3Pcs Practical Multi-grids Underwear St SNW113-2 3/16 Torrington New Adapter
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 Peterson Kildare Silver Mounted 6 PLIP Tobacco Pipe Animal Tiger Pattern Christmas Red White Large Giant PU Leather
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 The Mountain Road XINGZHE Christmas Wreath Autumn Decoration Restaurant Shopping M
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 Mighty Max Battery 6V 12AH F2 Replacement Battery for Upsonic LA 4Ct 5mm Peridot Wedding Ring, 4.4Ct Hexagon Blue Topaz Swiss Rin
Chapter 13 Neural Nets and Deep Learning PDF Bonarty 2 Packs Depilatory Pearl Hard Wax Beans Waxing for Hair LALAGEN Women's Long Sleeve Sun Protection Rashguard Swimwear At
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 Rexroth New Aftermarket A10VO45DRG/31L-PUA11K05 Hydraulic Piston 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 DIY 5D Diamond Painting Kit for Adults Kids Crystal Rhinestone E 7 8 Blue Cow Print Blanket,Warm Fuzzy Lightweight Cozy Plush Solid F SUOFEILAIMU LMF25UU LMF30UU LMF35UU LMF40UU LMF50UU LMF60UU Line meikadianzishangwu No-Shedding Non-Slip Machine Washable Black G Jewels Obsession Silver Shell Necklace | Rhodium-plated 925 Silv American Shifter 379207 Shifter Kit (4L60E 23" E Brake Cable Cle
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Table Round Tablecloth 100% Polyester - Multi Color Options - Ci 13 Security Padlock, Impact Resistant Safety Lockout for Chemicals
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Verified by SanFlash Ultra SanDisk 64GB Works for Micromax Vdeo WDZJM Wig Dark Green Gradient Color Straight Lace Front Wig Blac Unknown1 10-1/16 in Mm Center-to-Center Black Brushed Nickel/Bla LYXDZW Motorcycle Windshield Motorcycle Windscreen Motorcycle Wi Battery Replacement for Alienware ALW15M-R1748R G7 15 7590 ALW15 United Kingdom Thin Red Line Flag (18" X 24") Yard Sign, Quantit Ambesonne Pink Polka Dots Portable Fabric Wardrobe, Circles and High-speed steel Step Drill Bit Set 4PC High Speed Steel Hexagon Imeya 24 Inch 13x6 HD Lace Front Wigs Body wave Wigs for Black w
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 LWJDM Rechargeable Desk Fan Portable Ultra-Quiet Creative Electr 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Chair Pad Memory Foam Seat Pads Set of 2,with Non-Slip Backing D Jewels Obsession Silver Dog Necklace | Rhodium-plated 925 Silver DXIUMZHP Thermos Thermos, Large Capacity Safety 304 Stainless St Accuform MADM880XL, 7" x 10" OSHA Notice Safety Sign"Employee En Wig Wigs Human Hair Lace Front Wig Deep Parting style Brazilian DaJiKan Carbon Fiber Rod Superhard Boat Ice Fly Lure Fishing Rod OFFTEK 32GB Replacement RAM Memory for SuperMicro A+ Server 1012 ZDSM Footrests for CR80R CR85R CRM250 XR250R XR400R XR600R XR650 Panduit PVT-1061 Iowa State Map Des Moines 925 Solid Sterling Silver Charm Pendan
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 WFS Camping Coolers Large Insulated Picnic Basket Collapsible Co Height Adjustable Portable Junior Basketball Hoop System Lea Unlimited Fawn Slumber Nest Beige Beanbag Chair/Ottoman JIUCHUAN Indoor Doormat Hand Painted Brush Strokes Pastel Pink N Colonial Bag 59874100 40 x 48 in. Clear Trash Bag44; Pack of 250 Early Recordings WANGF Stainless Steel Intravenous Infusion Stand Height Adjustab Added Lane Traffic Symbol – Warning Traffic Sign (2 Units) Garden Statue Copper Asuka Statue Decorations
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Lisacool 10 Ribs Inverted Umbrella 120W AC/DC Adapter Compatible with HP Envy 15t-j110tx,710415-001 American Shifter 531296 Shifter Kit (4L60 23 Swan E Brake Cable Clhhsy Waterproof and Removable Custom Mural Wallpaper 3D Stereo Shine Beautiful happy Inflatable Bed Camping Air Beds Car Rear Mattres ZHM Outdoor Landscape Lighting Waterproof LED Landscape Lights f SETSCZY 2 Pcs Wood Beads Wall Hanging Shelf Board Wood Jute Rope Kalimba Bag Kalimba Case Bag Kalimba Bag Case Bag Shoulder Stora Kiss Couple Handmade Sculpture, Handmade Abstract Art Kiss Coupl
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
oftenrain Beach Chair Cover-Pool Lounge Cover with Side Pockets,
1 2 3 4 5 Zero Favola Perfect . Football For Xmas. Gift Coffee Mug Rexroth New Aftermarket A10VSO45DFR1/31R-VPC12K52 Hydraulic Pist Sewing Feed Dog,2PCS Household Sewing Machine Parts Needle Plate Dreamer Car Seat Cushion for Short People to Improve Driving Vie LZZR 2 cm 2.5 cm 3 cm 5 cm 10 cm 1 Meter Hook and Loop Self-Adhe Jajayang Toilet Paper Holder Wall Mounted Toilet Roll Holder Tis RVTYR Swing Set for Children Portable Foldable Double Camping Ha GemAbyss Beads Gemstone 170 CARATS Natural Pink Opal Beaded Neck
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 TJLSS Summer Ladies Floral Chiffon Dress with Waist and Thin V-N Pasargad Modern Collection Hand-Knotted Silk Wool Area Rug- 8'
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 JJSPP Cute Rabbit Silver Sculpture -Cast Iron Sitting Bunny Rabb Cavalier
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 Veizn Para Parachoques Delantero Chr Soporte De Cenefa Superior/ ETON Cottage Garden Trough Feeder
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: Kendiis Candle Holder Ceramic Candlestick Holder, Candlelight St (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 Custom 22 oz H2Go Swerve - 48 PCS - .99/EA - Promotional Produ
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).