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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 Cookbook People Low Carb Multikeep Box - Decorative Bamboo Wood 7 8 Private Carabineer Regiment. France, 1812 Hand Painted Tin Metal 1/2-2 Carat 14K White Gold GIA Certified Asscher Cut Diamond Pen HomyDelight Ceiling Light Fixture, 5-Light Metal Drum Shape in R Schützks Binoculars for Adults and Kids 40mm Large View Eyepiece ProSphere Fresno State Graduation Men's Tank Top - Heather
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 ZHHRHC Car Steering Wheel Cover Accessories,Fit for Hyundai i30 13 Wigs Hair Wig Omber Purple Short Braided Bob 13x3 Lace Front Wig
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 CASURI Devil Back Art Artwork Muscle Built Blanket, Super Soft a 2021 New Anime Pretty Derby Kitasan Black Cosplay Costume Outfit Round Rugs 3.9 Ft Rugs for Living Room, Mountain View Climbing A Skechers Women's Foamies Reggae-Rainforest Sandal, Olive, 6 13.75" Multifunctional Stool Round Modern Comfortable Upholstere Medical Supplies and Equipment Cervical Neck Traction Medical Co OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo NYKK Yin Yang Mirror Lucky Chinese FengShui Dent Convex Bagua Mi YNFNGXU 3D Wall Brick Waterproof Anti-Collision Effect Self-Adhe
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Dirty clothes basket rattan woven large storage box with lid dir 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 DYB Cycling Shoe Covers Waterproof Rainproof Shoes Cover Non-Sli Trucks King Windless Feather Flag Sign Kit with Complete Hybrid US Jewels Ladies 14k Yellow Gold 16.5mm Genuine Diamond Cross Pe Anano Reborn Baby Doll 20 Inch Finished Bebe Reborn Doll Sleepin BAWAQAF Fit for Mercedes Benz GLB 2020-2021,Car Rearview Mirror HLL Trolleys,Foldable Shopping Trolley Bag on Wheels Push Tote C European Cityscape Decor Collection PVC Aquarium Background Aeri American Shifter 475617 Shifter Kit (4L6023" E Brake Trim Kit Fo LAOJUNLU A Pair of Pure Copper Antique Masterpiece Collection of Weather Rain Outdoor Patio Bag Easy Use Canopy Shelter Awning St
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 1.24 Ct Certified Emerald Statement Eternity Ring, Unique Brides Bathroom mirror makeup mirror toilet mirror wall hanging mirror Flags Signs Wholesale (2) Weed Mushrooms 420 50x60 Polar Fleec Faith Over Fear Reusable Large Lunch Bag Cooler Tote Insulated L WGLL Neck Massage Pillow,Kneading Massage Pillow with Heat for S Eldon James L6-8NK Natural Kynar Threaded Elbow, 3/8-18 NPT Thre Idaho Pool Rules Sign, Complies with State of Idaho Pool Safety American Standard AM00330400.006 Euro Frameless By-Pass Shower D QIAONAI sg816 6PCS Antique Bronze Cabinet Knobs Handles Dresser
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 YellowMaps Strang NE topo map, 1:24000 Scale, 7.5 X 7.5 Minute, Jewels Obsession Gold Seahorse Necklace | 14K White Gold Seahors Niviora Compatible with 1987-1992 1993 1994 1995 1997-2002 Jeep OE Replacement Hood Panel BUICK LUCERNE 2006-2011 (Partslink GM1 Nomad Men's Slaysman 1/4 Zip, Mossy Oak Bottomland, Medium AYTOYY Osomatsu-San Pattern Fashion Pu Leather Rivet Shoulder Ba Patanjali Divya Raj Pravartini Vati - 80 Tablets (Pack of 2) by Cute Unisex Lightweight Daypack Bag Bookbag Rucksack Thin Lizzy Machine Warning Light, Signal Tower Stack Lights Red/Green CNC M Steam Train Leather Placemat Heat Resistant Placemat for for Kit
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
ICI TG07TB Treadbright Aluminum Tailgate Protector
1 2 3 4 5 magFlags XXXL Flag Chelyabinsk Oblast  | Landscape Flag | 6m² | American Shifter 528429 Shifter Kit (727 23 Swan E Brake Cable C NEWSAIL Womens Gothic Steampunk Tailcoat Jacket Victorian Renais QTBH Monitor Arm 10"-32" Monitor Stand Adjustable Monitor Mounti ERRU Chinese Style Staircase Hallway Carpet Non Skid, Washable P HJSHG Kids Sleeping Bag Ginkgo Shrine Outer Garden Ginkgo Row Na Padma's Plantation Outdoor Paradise Ottoman With Wood Top Kubu G Ridgid 55080 Bushing, 87 ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with H
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 Case for Ipad Pro 12.9 Golden Hamster On Rock Protective Case Co Warm wax pearls with beeswax for electric waxing devices or in a
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Custom Car Floor Mats for Nissan Teana J31 J32 L33 2005-2007, 20 Crimson Tide Bow Baby Headband or Hair Clip (Headband)
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 HKDGHTHJ Bedding Double Bed Abstract Athlete - 200 x 200 cm Bedd 2009 Upper Deck Icons #155 Brett Gardner Certified Autograph Bas
Chapter 13 Neural Nets and Deep Learning PDF Arabesque : Colezo! Arabesque Insulated Lunch Bag For Women Men, Reusable Lunch Box For Office
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 A Hero Never Dies 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 Alabama 8ft x 12ft Nylon Flag 7 8 Backpack Bags Damask Cat Bag with Lunch Bag Pencil Case Pouch 3 American Shifter 505775 Shifter Kit (TH350 10" E Brake Cable Cle 44” Extremely Durable Strong Steel Construction for Parks School Eurasia Handmade Hand painted Lord Ganesha Resin Figurine Sculpt Genshin Impact Kitchen Rug Sets,2 Piece Non Slip Kitchen Mat, Fl
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 WACKER NEUSON Pump-Fuel, Electric (5000117444) 13 Kids Hooded Beach Towel - Champagne Christmas Toddler Towels Kid
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 YUBIN 1.5mm Eco-Friendly PVC Tablecloth Wipeable Easy Clean Tabl Ultra-Max 4-1/2 x 5/8-11 40 Grit Ultra Max Flap Disc Stainless Steel Oil Filter Soup Separator Strainer Pot Kitchen C GG Scandinavian Bran Crispbread All Natural Bran Cracker Package 10kt Yellow Gold Womens Round Diamond Bridal Wedding Engagement MW Solid 14k Yellow Gold Scorpio Zodiac Symbol Pendant Necklace wit Gas Lighter,Jet Lighter,Torch Lighter,Retro Old Gasoline Metal L Front Sprocket compatible with Suzuki RS 175 1980-1982 11 Teeth
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 CASURI Digital Painting Ghosts Monsters Evils Blanket, Super Sof 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Legendary Voices Travel Fashion Toothbrush Cup Compact Personal Toothbrush Holder Freshwater Cultured Pearl and Diamond Infinity Pendant (9mm Fres Square Flower Personalized Name School Backpack Kindergarten Tra Pbldb 3D River Animals Painting Wallpaper Decal Dercor Home Kids Gaming Mouse pad Anime Neptune Girl RGB Computer Keyboard Mouse Spaceman Piggy Bank for Kids, Astronaut on The Moon Statue Décor Wigs Brown-Long Curly Hair Wig Ladies Handmade Lace European and Breeze Decor BD-FA-GS-110116-IP-BO-D-US18-WA 13 x 18.5 in. Memor Diamond2Deal 14K White 4 mm Milgrain Half Round Wedding Band Rin
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Camping Lantern Solar Rechargeable, LED Tent Light Ultra Bright 1 Pcs Replacement Bulb 8W T2 Fluorescent Tube F8T2-CW - EOV238 | xhz Solar Fountain Pump, 1.4W 150L / H Circle Solar Power Water Search4Toner Compatible Replacement for HP CF320A, Black, 652A, TJLSS Black Storage Box, Dry Food Storage Container Jar for Hous GR-Furniture Workout-Equipment-Perfect-Pushup-Handle-Cushioned-F WHEEL BEARING KIT FRONT WHEEL MIC37302WU TR, LDO Regulator Pos 1.24V to 5.5V 3A 6-Pin(5+Tab) T ProSphere University of Maine Men's Performance T-Shirt (Ripple)
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Halloween String Lights LED Halloween Bat Light String Light Str Epinki Women 18K White Gold Rectangle Knot 3.21ct Princess Ameth GEMS-WORLD Beads Gemstone 2 Strand Natural Brazilian Green Ameth MENGGE Led Plumeria Flower String Lights, Artificial Flower Deco Gesipor LED Full Length Mirror Wall Mounted - 60x22 Lighted Long Nose Stud 9K 14K Gold 20g Piercing Kazakh Ornament (14K rose sol Groovin Time Seamless Pattern With Trees Book Bag Lunch Bag Combination Unive Comforter Duvet Insert Home Quilt Happy St. Patrick's Day Lucky Bigfoot The Bashful Yeti Tree Statue Bigfoot Tree Hugger 3D Resi
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
18-20-22-24mm Shark Mesh Band Bracelet Compatible with Citizen E
1 2 3 4 5 1/4-20 x 2" Carriage Bolt - Square Neck - Grade 8 - Full - UNC - Lunch Bag And Backpack Combination Pack Black White Butterfly Bo Buibuhii Summer Coastal Wave Laptop Backpack With Usb Charging P 14kt Yellow Gold Round Diamond Bridal Wedding Ring Band Set 1/5 3.25 CT Moissanite Solitaire Ring with Created Tsavorite Side St ZfgG Seat Cushion Sofa Chair, Streamlined Design, Pillow Office Wigs Chemical Fiber Wig Cosplay Wig Ladies Short Hair Wigs Europ Pink Colored Eye Wash Cups for Effective Eye Cleansing - Eye Sha ENEVOTX Car Foldable Sunshade Bad Panda Gas Mask Sunshade for Ca
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 PN CLWB-2/0-516-78-4 CUCMP 2/0AWG 45DEG 11/32-7/8 TUL CSA (Pack DAGCOT Decorations Animal Statue Animal Statue Garden Ornaments
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 kikki.K Inspiration Designer Collection - Enjoy Book, Be Inspire GHKJ Backpack Sleeping Bag – Light and Warm and Cold Weather Sle
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 SUNONE Ultra-Light Hydrophobic Down Sleeping Bag, Fluffy and War wangqianli Men's Summer Straw Hat with Wide Ribbon Feather Jazz
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: Sferra Fiorita Decorative Pillow 22x22 - Nougat (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 Gem Stone King 2.34 Ct Blue Tanzanite Yellow Simulated Citrine 9
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).