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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 Ac Adapter for IPL Unisex Mini Laser Hair Removal Device Beauty 7 8 Modquad Chain Guard Black Slotted for Yamaha YFZ 450R 09-10 American Shifter 493052 Shifter Kit (6" TH200 E Brake Cable Clam Rexroth New Aftermarket A10VSO45DFR/31L-VPA62K52 Hydraulic Pisto ZQSM for Yamaha FZ07 MT07 FZ-07 2014 2015 2016 2017 2018 2019 20 Pro Studio Solutions 140cm x 200cm (55.25in x 78.75in) Sun Scrim
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Bathing Body Powder Glass Canister Dish with Power Puff and Sift 13 YG-1 I3 Series Premium HSS Spiral Pointed Tap, Steam Oxide, Roun
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 wdcv Men's Denim Coat Nostalgic Long Sleeve Top Color Blocking H OFFTEK 32GB Replacement RAM Memory for SuperMicro X9DRW-7TPF+ (D Bicycle Laptop Backpack For Boys Daypack ​with Usb Charging Po COARBOR Outdoor Backyard Garden Fence Animal Barrier Temporary F Walk in Drive Out (Blue) King Swooper Feather Flag Sign Kit with Decal Stickers Multiple Sizes Rent to Own No Credit Check Red Bl QJTAO Sliding Closet Door Handles, Pulls for Cabinets and Drawer ProSphere Loyola University Maryland Men's Performance T-Shirt ( Heizlüfter Bathroom Shelves Bathroom Shelf Wall Mounted Hair Dry
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Wall Sign Vintage Antique Style Cast Iron Victorian Style Religi 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Rexroth New Aftermarket A10VO71DR/31R-VPA91N00 Hydraulic Piston AT LCC AC Adapter for Samson S-Monitor Amplifier S-Amp S-Phantom Wellness Natural Premium Canned Cat Wet Food Pate - 12 Pack Cans WHITE COTTON CARDS Day, Daughter Son in-Law Card Memort Book, Ambesonne Abstract Ottoman Pouf, Continuous Pattern Circular Sha Lenox China Jewel Kneeling Angel Lakkar Haveli Women's Wear Top Tunic Gold Print Kurti Blue Color Wigs Black Red and Yellow Gradient Long Straight Hair Wig Ladies KES Bathroom Sink Faucet 4 Inch Centerset Bathroom Hardware Se PJRYC Fashion Shoulder Bag Ladies Canvas Bag Embroidery Large-Ca
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 GYYlucky Warm Leggings Women Thermal Leggings Opaque Winter Legg Grandes Exitos American Shifter 515139 Shifter Kit (518 16" E Brake Cable Clamp Shower Curtain Tension Bathroom Rod 43in to 75in Polished White XYSQWZ HD Mini Binoculars,Compact Binoculars with Low Light 3 X AIMIXU LED Bright Flashlight, USB Super Powerful LED Flashlight Wild West Boots Mens #28190318 Wild Rodeo Toe Style Ostrich | Co 7' x 7' New Bessarabian Design Floral Hand Knotted Wool Rug - N1 Zokop 3.0 Cu.ft Upright Freezer with Reversible Single Door Comp
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Ab Roller Core Abdominal Muscles Training Built-in Spring Automa World of Tanks Gaming Mouse Pad All SizeRGB and Large Desktop Lo Yoidesu Metal Detector with All Metal DISC Mode,Outdoor Gold D Cushions Bed Back Backrest for Bed Bed Wedge Pallet Cloth Art Tr ZXCVB Ebony Wood Pipe Vintage Filter Curved Hand-Made Classic Bi Christmas Self-Adhesive Mural Merry Christmas Quote Cute Penguin JYX Pearl 18K Gold Inlay Diamonds White Mabe Pearl Pendant 14.5m 14k Two Tone Yellow Gold #1 Granddaughter Flowers Pendant Charm EBC Brakes DP42179R Yellowstuff Performance Brake Pad Aquatic Arts 3 Live Freshwater Pom Pom Crabs | Real Living Nano
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Bonamaison Coasters - Set of 4 -Premium Absorbent MDF - 9x9CM (E
1 2 3 4 5 CHUFZSD Flag Map of Guam Highly Accurate Smart Fitness Scale Wei QINGLOU Kids Bike Seat and Handlebars Kit, Bike Handlebar Extend Storage Basket Rectangular Desktop Snacks Sundries Makeup Home O OFFTEK 32GB Replacement RAM Memory for Microstar (MSI) GS66 Stea Diamond Painting,Diamond Art Kits Kids,Diamond Art Paintings,Dia Solid 14k White Gold Solitaire Blue CZ Cubic Zirconia and 1/5 Ct Removing Deburring Tool Precision needle design Air 19 Needle Sc Halloween Clothes for Boys King Clothes Funky Punk Prince Clothe HARD EDGE DESIGN Unisex Living In New York with Ohio Roots Sweat
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 Clhhsy Waterproof and Removable Hd Underwater World Tropical Fis YXYH Breathable Chunky Knit Throw Blanket Fleece Wool Warm Soft
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Jewels Obsession 14K Yellow Gold Fish Hook Pendant with 18" Neck Digital Microscope 4.3 Inch, 1-1200X Magnification Handheld Came
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 Simple Personality Wooden Deer Light Creative Fashion Glass Cove Metal Umbrella Clamp, Portable Durable Sun Shade Holder for Pool
Chapter 13 Neural Nets and Deep Learning PDF YJYGR Optical Axis Linear Guide Shaft 500Mm Linear Bearing Beari Carbon Fiber MX Style Front Bumper Lip Splitter Valance Chin Bot
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 Christmas Cozy Holiday Fire Tails Boxer Dogs Shower Curtain Ba 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 [email protected]. 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 Bonamaison Coasters - Set of 4 -Premium Absorbent MDF - 9x9CM (E 7 8 Panihari AL MASNOON QUST AL Hindi Paste with AJWA Dates Honey Jewels Obsession Silver Crucifix Necklace | Rhodium-plated 925 S Society6 Black and White by 10813 on Water Bottle - 12 oz 356 mL BERTY·PUYI Burger Press, Non-Stick Burger Press, Hamburger Maker Old Candle Barn Lemon Pound Potpourri - Perfect for Spring, Summ
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 SFGH Home Computer Chair, Study Bedroom Sofa, Lazy Chair, 60×98c 13 American Shifter 421391 Shifter Kit (4L80E 16" E Brake Cable Cla
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 TTJD Decorative Plates Painting Decorative Plate Beautiful Wall Diamond2Deal 14K Yellow 2.5 mm Milgrain Half Round Light Wedding BUYT Office Reception Room Club Table and Chair Set Round Dining DNP W110 General Purpose Wax Black Thermal Barcode Ribbons (6.5 Without Painting by Numbers Scenery Kits Handpainted Drawing On Betty Boop Sports Tote Salt Pepper Shaker Set University of Michigan Wolverines Blue School Letter Pendant wit Water cup ceramic cup, frosted ceramic coffee mug, mug, gift cup Laundry Basket WGZ- Laundry Hamper Home Nordic Storage Basket Pl
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Custom Counter Card from ABGPrint – Countertop Display Signs Wit 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 SOFMUO Baby Girls Boys Sparkly Bowknot Sandals Premium Soft Anti R2794 Black and White Striped Deer Gold Sparkles Case Cover for ppqq for Everyone Cartoon Animals Plush Long Pillow Plants Cushi Genuine 3ct oval 13mm Ethiopian Fire Opal cabochon Diamond silve American Shifter 374896 Shifter Kit (TH200 16" E Brake Cable Cla Harry Shops Halloween Kids Girl Green Christmas Wizard Costume Hconcet Fuel Pump Assembly Compatible with Ford Explorer Mountai TJLSS 10pcs Gold Color Napkin Rings Napkin Buckles Serviette Hol Christmas Shining red Snowflake Grunge Car Seat Cover Front Seat Imeya 24 Inch Yaki Straight Human Hair 13x6 Lace Front Wig Trans
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 QUINLUX WIGS Deep Loose Wave Human Hair Wigs 180% Density HD Tra OFFTEK 512MB Replacement RAM Memory for Fujitsu-Siemens LifeBook Tory Burch Women's Dark Sienna Leather Jessa Loafer Gold Buckle Rosebery Kids Twin Over Twin Storage Slat Bunk Bed in Chocolate Freshwater Cultured Pearl Drop Pendant with Diamond Ribbon (10mm Chair Cushions Large Outdoor Indoor Seat Cushion,Comfortable Flu Born in the USA Backpack With Usb Charging Headphone Port, Double Zipper Schoo CGSignLab 2463816_5mbsw |"for Rent -Stripes Blue" Premium Brushe
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Double A Premium A4 80gsm Copier Paper Ream - White (500 Sheets) 3 Rootéd ~Monstérạ Délịcịosạ~ Splịt Léạf Phịlodénd Couch Cushion Covers,Modern Dark Blue Constellation Stars Fashio Glaphy Cute Panda Backpack Laptop School Bag Lightweight Daypack POLICE Stun Gun 628-59 Billion Mini Rechargeable with Siren Alar DBTLAP Fan Compatible for Delta NS85C06-17K14 NS85C06-17K14 DC05 Under Armour Tech 2.0 Hoodie - Men's Tommy Hilfiger Boys' Short Sleeve Matt Ivy Polo Collared Shirt, Non Slip Shower Mat, Extra Long Bathtub Mat with Suction Cups Smile Art Design If You Can Dream You Can Do It Lettering Pink B
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Ecoable Baby Long Sleeve Thermal Cardigan Sweater, Organic Merin
1 2 3 4 5 Dogs Placemat Leather Table Mats Set of 6 Easy to Clean Heat S Synvy Privacy Screen Protector, Compatible with Crossover 2714UD WGZ- Medicine Box Household Medicine Box Medicine Outpatient Fir Pulls Golden Wardrobe Door Handle Cabinet Drawer Single Hole Cab Qisemi Womens Hooded Sweatshirts Cute Frog Print Zipper Mouth Sw Virginia Tech Hokies School Name on Plate Pendant Necklace in St CGSignLab |"Eat -Nautical Wave" Wind-Resistant Outdoor Mesh Viny TARAZON Green Shift Shifter Lever Arm + Shifter Peg Pedal for Ha SÉCURITÉ Avant Tout Porter UN ÉCRAN Facial EN UTILISANT UNE MEUL
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 Solid 14k Yellow Gold Solitaire Pink Tourmaline and 1/6 Cttw Dia Rexroth New Aftermarket A10VSO45DFLR/31R-PKC61K05 Hydraulic Pist
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 American Shifter 356563 Shifter Kit (C6 10" E Brake Cable Clamp CRTTRC Tablecloth Waterproof and Oil Proof Table Cloth for Kitch
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 Sequn Dinosaur Plush Toy Doll, Green Stuffed Dinosaur Soft Plush N+A Electric Fuel Pump Assembly fit for Range Rover Evoque 2.0L
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: DIN 931 Hex Cap Screw, Class 10.9 Steel, M24 x 330mm, Plain Fini (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 TUHFG Shower Shelves Bathroom Glass Shelf Glass Shelving Shelfs
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).