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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 Case for iPad Pro 12.9 2020/2018, Slim Shockproof Cover with Cle 7 8 KAROLA Table Runner and Placemats Set of 4 Happy St. Patrick's D Replacement For Vespa Gts250 150 Cc Year 2006 Parking Light By T CMMWA Outdoor Portable Barbecue Grill Fire Pit Barbecue Grill St Parts N Go 2008-2017 Grand Caravan Town Country Hood Hinge Rig Motorcycle Wind Deflector for CBR954RR CBR900RR 2002 2003 Motorc
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 14x22 Inch Bolster Cylindrical Pillow Insert Form 13 N / C Bathtub Tray, Food-Grade Stainless Steel Material, Large S
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4657L GOTOTOP Heating Shawl, Multi-Functional Electric Fast Heating Te DDEPND Particular 6Pcs Set Telescopic Gauge Set Micrometer Measu JumpingLight 3x5 USA Thin Red Blue Line Tennessee State 2 Flag W AIM Compatible Replacement for Porelon 11462 Lift Off Cassette ( Large Custom 3D Wallpaper Fresco Angel Carriage Reliefs Wall Wal jianzhong Right-Angle Wall Shelf Bracket Floating Shelf Triangle Rexroth New Aftermarket A10VSO45DRG/31R-VRC61K52 Hydraulic Pisto Tri-Mountain mens Soft
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 LEOCI Soccer Shoes - Turf Sole Men Women Kid's Academy Outdoor 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Z Spoke Zac Posen Women's Zac Sac Wallet For Lexus RX450h Tail Light Assembly 2016 2017 2018 Driver Side CGSignLab 2465229_5mbsw |"Free WiFi -Chalk Burst" Premium Brushe ZXC Leather Shift Gear Knob Fit for Skoda Fabia 1 MKI 2000 2001 Custom Car Floor Mats for Audi RS3 2013-2016, All Weather Automo HAODELE Slip Kids Mat 120x220cm Velvet Shag Soft Felt Underlay E (300) Comic Book Divider Cards - LESSER CUT - Black, Standard 30 LXING Garden Decorations Outdoor Garden Ornaments Outdoor Garden Earthworks PM40T-C Carrying Case frenma Wigs Half Hand Woven Linen Lace European and American Che
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Enet 01-SSC-9790-ENC 1000BASE-LX SFP 1310nm 20km MMF/SMF DOM Ena FAG NJ304E-TVP2 Cylindrical Roller Bearing, Single Row, Straight yaoyaoshop Feng Shui Chinese Bagua Mirror 2pcs Bagua Mirror Agai Threaded Stud, B7, Pln, 1 1/4-8x7-3/4, PK10-5CMJ1 Supermicro 1027GR-TRF 4 Bay SFF 1U GPU Server, E5-2697 V2 2.7GHz I'm The Mummy I'm The Daddy Mug Set Family Present New Daddy Mum Kupo Super Knuckle Vesa Monitor Mounting Plate (KG021711) Endangered Species Nyctalus Azoreum Camping Folding Stool Oxford Bird Address Metal Sign animal theme Wall Art Personalized Premi
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Bagnoon Hourglass Collar Dress – White, Cotton Knee Length Dress Shiny Crystal Charm Leather Bracelets for Women Rhinestone Beads Solar System Wall Mural, Educational Wall Cover for Kids Bedroom 0.50 CT London Blue Topaz Stackable Ring with Diamond,14K White 6-32X5/16X7/64 Hex Machine Screw Nut Zinc Yellow (Pack Qty 10,00 ZeniN Fasteners Hardware 84061 Antique Brass Keyed Entry Knob Death in Brunswick [NON-USA FORMAT, PAL, Reg.2 Import - Great Br Capri Leggings for Women High Waist Workout Capri's Yoga Pants H QDY Cow Print Rug, Animal Skin Area Carpet for Living Room Bedro ZQSM with Logo SV650 CNC Moto Brake Lever Clutch Lever Part for
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
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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 Kefir Fermenter: Container (210cc) for Kefir Grains with Two Gri SureKit Custom Car Floor Mats for Chevy Chevrolet Impala 2000-20
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Sichen Network Buttons 4000 DPI Wired Optical Colorful Backlight Carburetor Repair Kit Gasket Bottom Shell Float Bowl Seal Housin
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 Baroque Repertoire ProSphere University of Memphis Men's Performance T-Shirt (Heath
Chapter 13 Neural Nets and Deep Learning PDF Dorman 38641 Tailgate Hinge Bushing for Select Dodge / Ford / Li DaMohony Small Dog Cat Pet Puppy Animal Carrier Outdoor Space Ba
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 Puermto Fuel Pump Compatible with 4.5 70 Base 72 KV62Y9 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 Hands Free Masterbrators for Men Automatic Blówjobséx Máchine fo 7 8 American Shifter 499401 Shifter Kit (2004R 8" E Brake Cable Clev T-Shirt Alignment Tool, PVC Strong Elasticity and Tenacity Sewin Animation Soundrack FAMILYDECOR Abstract Brown Art Textured Kitchen Mats Cushioned F ProSphere University of Charleston Men's Performance T-Shirt (Gr
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Advancey 2 Pieces Anti-Slip Kitchen Mats Cartoon Animal Shark wi 13 Jestyle Merry Christmas Tassel Christmas Tree Skirt, Christmas D
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 HONGkeke Men's High-top Work Boots for Men Genuine Leather Outso Hidden Pathways to Extinction (Fascinating Life Sciences) States US District of Columbia Garden House Flags Kit Regional U CXYGZLJ Floral Theme Adjustable Curtain Rods, European Princess RTR_GF 25 Pieces of Plastic Black Stainless Thumb Screw, 3/8" He NINENINE 3D Marble Pattern Comforter Bedding Set Queen Size for GYJWXM Towel Bars Wall-Mounted Towel Racks Concealed Towel Bar A Wall Decal Welcome Spring, DIY Wall Art Murals for Girls Teens K Mighty Max Battery 12V 18AH Gel Battery Replacement for Minutema
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 HangWang Umbrella Signs You Need A Vacation Travel Golf Sun Rain 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 NANDAOFENG ARDS Awareness Soft and Comfortable Bedding Brushed M 3D Wall Mural–Flower Landscape Photo Animal Picture Decoration W Clhhsy 3D Wallpaper Personality Space Expansion Bookshelf Mural Susany Bistro Table Acacia Wood Tabletop Garden Side Table Steel Spire Cute Simulation Penguin Wearing Clothes Red Lips Pillow So American Shifter 426941 Shifter Kit (AOD 23" E Brake Cable Clamp Tabriz Pak Persian Jewel Charcoal/Taupe Wool Rug - 10'0'' x 14'3 YJRIC Wigs Black Small Curly Hair Wig Full Hand Woven Real Hair Sectional Sofa Set, Modern Style Couch Furniture Upholstered Inc 14K Solid Rose Gold Cushion Cut Moissanite And Round Cut Natural
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Height Adjustable Standing Desk Converter 35.4" Tabletop Worksta Puffin Rock Oona-Baba Leather Place Mats Heat Resistant Stain Re SODIKA 2 Pieces Anti Fatigue Kitchen Floor Mats Non Slip Waterpr LXDZXY Towel Rails,60Cm Towel Rack Stainless Steel Thickening Fo Fate 100 x 34cm(39.9in x 13.3in) Peach Skin Pillowcases Anime Bo Petite Round CZ Swirl Pendant Necklace, Rhodium Plated Sterling pot Fruit Basket Rattan Storage Basket Home Gift Basket Bamboo P European Wall Paper Hand Painted Flower Photo Wallpaper Mural Li Lysee Nuts - wholesale 500pcs 20 series M3 M4 M5 M6 T Spring Nut
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Pete 2020 (18" X 24") Yard Sign, Quantity Discounts, Multi-Packs Tablecloth for Rectangle Table Merry Christmas Red and Black Buf ARTSHOWING Anti Fatigue Kitchen Rugs Set 2 Piece Autumn, Waterpr YXYH Chunky Knit Throw Blanket - Large Cable Handmade Warm Knitt Honda Genuine 81531-S84-A16ZC Seat Cushion Trim Cover, Left, Fro 4 Piece Shower Curtain Sets with Non-Slip Rug,Toilet Lid CoverB MINGJ Black Bat Jumpsuit Christmas Halloween Cosplay Costumes fo ERA Paints Automotive Touch Up Paint Kit for Honda City 1997-199 56 Gallon Heavy Duty Trash Bags - 0.9 Mil 100/Case (2 Cases) Baroque Masterpieces for
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Shoe Repair Now Open (18" x 24") Yard Sign, Quantity Discounts,
1 2 3 4 5 MUSEDAY 4 Piece Shower Curtain Set with Non-Slip Rug, Toilet Lid YQSHYP Folding Bamboo Laundry Hamper Bin Clothes Storage Basket LSAILON 9PCS/set Universal Car Seat Cover Cushion Fit Sedan Car "N/A" American Flag Bloomington Indiana Men's Shorts Home Summer Crush Unimagic Thin Laptop Bag Galaxy Star Moon Planet Laptop Sleeve C Digital Alarm Clock Led Clock Multi-Function LED Alarm Clock wit IndianShelf 20 Piece Handmade Golden Brass Football Drawer Knobs CarLights360: For Cadillac DeVille Tail Light Assembly 2000-2005
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 Ten 16" Strands Gemstone Bead Mix of Assorted Shapes, Sizes Ge Electric Piggy Bank Money Box Piggy Bank Piggy Bank Children Boy
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 ColdPruf Youth Basic Dual Layer Long Sleeve Base Layer Crew Neck 3D School of Fish 8620 Floor Wallpaper Murals Wall Print Decal A
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 Natural Round Brilliant Solitaire Diamond Stud Earrings for Wome The Diamond Deal 10kt Yellow Gold Womens Round Diamond Square Ki
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: LWL Entrance Doormat Floor Mats Door Household Coil Carpet Indoo (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 DIAOD Simple and Stylish Alarm Clock Electronic LED Backlight St
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).