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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 ProSphere Utah State University Eastern Men's Performance T-Shir 7 8 Lilecear Carpet Non-Slip Area Rugs Bedroom Camping Soft Carpets Aleonun Pink Ribbon Breast Cancer Awareness Flag Windshield Dura Vol. 6-Cantates AddOn Juniper EX-SFP-10GE-DAC-1M Compatible 1M DAC Twinax Cable Tangyongjiao Phone Screen Replacement Dynamic AMOLED Material LC
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Rexroth New Aftermarket A10VSO45DR/31R-PSA61K05 Hydraulic Piston 13 Lunch Special King Windless Flag Pack of 3 Sign with Complete Hy
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Car Seat Cover Auto Seat Protector Cushion Comfortable Vehicle S Fabricom Luxurious Premium Quality 800 Thread Count Egyptian Cot Romance Collection V SanDisk Ultra 64GB MicroSDXC Verified for DragonTouch Vision 5 Kastar 2-Pack Battery and Smart USB Charger Replacement for Sony Thomas Collection Blue Throw Pillow - Double Sided Blue Taupe Pa LUMINTURS 6W LED Lamp Outdoor/Indoor Gate Door-side Garage Wall Jewels Obsession Gold Nautilis Shell Necklace | 14K White Gold N Corona RS 7265D RazorTOOTH Folding Pruning Saw, 10-Inch + Mechan
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 For Mitsubishi S4K S4KT Engine Caterpillar CAT E110B E120B E312 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Lands' End Women's 9" Quick Dry Elastic Waist Modest Board Short for Yamaha TENERE 700 Tenere700 XTZ 700 2019 2020 2021 Motorcycl Soft Area Rugs for Bedroom Summer Fresh Lemon Funny Skull Retro JQDMBH Bookend,Metal Bookends 1 Pair Portable Metal Bookends Boo Wddwarmhome Feng Shui Decoration Chinese Zodiac Dragon Resin Col Buckethead Travel Laptop Backpack, Business Slim Durable Laptops Cameron Sino Rechargeble Battery for Sony DCR-TRV10E (4200mAh) Sickspeed 20 Red/Neochrome Capped Aluminum Extended 60Mm Locking Area Rugs Kitchen Hallway Rug Runner, Non Slip Long Carpet Hall Non GMO Bulk Cosmos Seeds - Purity Cosmos bipinnatus (5 Lbs)
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Fujikura Daytona Speeder 6 XX-Flex Shaft + Taylormade Fairway Ti Steampunk Door Placemat Leather Table Mats Set of 6 Easy to Clea 12 Ring/Band Gift Boxes Jewelry Counter Case Display Centric 106.06620 Disc Brake Pad Transparent Round PVC Table Protector Waterproof Oil Resistant N Personalized Garage Floormat - 1/4" Thick, 18" x 26-5/8" Non-Ski American Shifter 458131 Shifter Kit (TH20010" E Brake Cable Clev Honda Genuine 82531-S9A-C32ZC Seat Cushion Trim Cover, Left, Rea Electronica Balear
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 AJM Packaging Corporation Paper Plates, 9" Diameter, White, 100/ Crazedigi 210D Oxford Cloth Black Umbrella Cover Waterproof Anti Bamboo Frame Laundry Hamper Durable Cloth Bag Clothes Storage Ba SVVOOD Penguin Circular Hamper Large Durable Capacity and Suitab NBK MJC-80-WH-15/16-1 5/8 Jaw Flexible Coupling, Set Screw Type, LKESWLE 40cm Woman Handbag Chain Black Solid Color Acrylic Metal Haikara (LP Miniature) HUF Men's Original Logo Pullover Hood Amazing Yellow Daffodils Flower Field - 1000 Jigsaw Puzzles for Opposuits – Jungle Jane – Crazy Suits with Funny Prints for Wome
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Evan-Fischer Tail Light Assembly Compatible with 2016-2018 Lexus
1 2 3 4 5 Cute Panda Animal Vinyl Wall Sticker Adhesive for Home Decoratio N/ A Decorative Mural- Mural Wallpaper Retro Nostalgia Window De zxb-shop Wigs for Women Straight Red Long Lace Front Human Hair CGOLDENWALL High Precision Electronic Lab Balance Counting Jewel 3.7v 600mAh 503040 Lithium Li-ion Polymer Battery Li-Po Battery Milwaukee 6536-21 Super Sawzall 13 Amp Reciprocating Saw FUFU Side Tables End Tables for Living Room Tables Side Tables B QIUMIN Women Sandals Summer Ladies Peep Toe Hollow Out Wedges Sh Sailing Ladies Delight Art Print (18"x24" Giclee Travel Poster A
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 Imperial Minit Years HARD EDGE DESIGN Unisex American Grown with Antarctic Roots Swea
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Apartment Decor Aquarium Background Picture Split Design with St American Shifter 462232 Shifter Kit (4L60E 12" E Brake Cable Tri
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 XXDTG Orange Fresh-keeping Box-refrigerator Storage Box with Lid Premium Dell PowerEdge R630 8 Bay SFF 1U Rackmount Server, 1x Xe
Chapter 13 Neural Nets and Deep Learning PDF Corolado Spare Parts, Crank Shaft Crankshaft W/Piston Pin Needle 8'1 x 8'1 Hand Knotted Black Gray Modern Abstract Oriental Rug W
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 ZJMK Janitorial Cleaning Cart Trolley on Wheels, Office Indust 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 CRTTRC 1 Piece Pastoral Grid Style Table Cloth Rectangle Wedding 7 8 NO-LOGO Cell Phone Parts LCD Display + Touch Screen Digitizer As Bezel Set 1.68ctw D/VVS1 (6MM) Round Cut Diamond Fancy Party Wea 5A Classic Maple Drum Sticks, Double Guide Rod Drum Stick Brush HDX Instrument Panel Dashboard Panel Cover Trim Cap ABS Compatib KicKee Pants Print Short Sleeve Pajama Set in Desert Rose Indian
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 New Feng Shui Goddess Arya White Tara Saraswati Buddha Seated On 13 35" Octagon Office Chair mat, Tiled Background with Oriental Orn
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 The Shonen Club Lunch Bag And Notebook Backpack Combination Bag Sri Sri Tattva Mehantaka Vati 1000Mg Tablet - 60 Count OMM Original Mountain Marathon Ultra, Blue, One Size ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with P Jungle Safari Animals Baby Boy Name Blanket, Tropical Leaves Gre Modway EEI-3598-GRY-WHI-SET Aura Outdoor Patio Wicker Rattan, So SANJIANG Bathroom Tower Shelf,Bathroom Space Saver,Over The Wash 18k White Gold Round-Cut Diamond Halo Pendant (1/2 cttw, G-H, VS Weight Slider Bar Ends Handle Bar Ends Grips 7/8" 22mm Motorcycl
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 14K White Gold 2 Carat LAB GROWN DIAMOND Vintage Milgrain Assche 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Jiji Pen Holder Pen Holder with Calendar Ornaments Desk Organize Super Summer Vibration Customized Design Scenery Living Room Wall Paper Wall Ceiling Mu Replacement Part for TV 8 PCS LED Backlight Strip for 42L6453B 4 TriJewels Emerald Cut Diamond Halo Pendant (SI2-I1, G-H) 0.79 ct Pasargad Home Modern Gemstone Hand-Knotted Silk Wool Area Rug- 03-09 RAM HD RED STEEL REAR Water cup ceramic cup, frosted ceramic coffee mug, mug, gift cup Mega Acerola Plus 1000mg 60 WFR Asvivid Womens Fashion Color Block Sweater Long Sleeve Crewneck
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 TYUIOYHZX Bird Feeder Pink Metal Bird Feeder Hai Tao Master Givi Gsypo Cushioned Anti Fatigue Kitchen Mat, Triangle Blue Gradient AIIOW Back Braces for Posture Correction Lower Back Pain Posture Gwendolyn Runners Corridor Carpet Non Slip Modern Kitchen Living University of Southern California Trojans Maroon SC Letters Pend Wall Murals Wallpaper City Night Reflection Wall Mural Wallpaper LIMEI-ZEN Microscope 4K UHD 50MP HDMI USB Industrial Video Micro Jopwkuin Steering Wheel, Steering Wheel Kit Widelu Applicable Ea YHRJ Sofa Slipcovers Solid Color Anti-Scratch Sofa Cover Towel,
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Plate Light 18 LEDs License Number Plate Light CANBUS for Vauxha Cigar Cutter with Cigar Punch Multifunctional Portable Cigar Cut POMNGYUIL Artificial Flowers,Peach Blossom Artificial Flowers,10 HAOLI Binoculars High Clarity Telescope 60X60 Binoculars Hd 3000 Angeleno Heritage Easter Wreath Garden House Flags Kit Spring Ha ZHIFENGLIU Heating Vest Far-Infrared Heat Compress, USB Charging Plush Toys,Plush Stuffed Toys,60cm Cute Baby Sweater, Panda Bear 8-18X5/8 Phillips Pan Full Thread Self Drilling Screw Zinc and B PEARL IZUMI Pursuit Attack Tights, Black, Small 10kt Yellow Gold Round Diamond Bridal Wedding Ring Band Set 1/4
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Iron Plant Pot Stand Plant Rack, Multi-Layer Flower Holder Simpl
1 2 3 4 5 Game Room Reversible Bedding Set King Size,White Keyboard Retro Seals Illustration Sea Lion Travel Daypack Student Rucksack Lapt Fits 2013-2018 Acura RDX Real Black Leather Center Console Lid A COOLLL Toilet Brush, Copper Toilet Brush Frame Set Antique Gold- WEIDMULLER - 9004050000 - Wire Ferrule 20 AWG 0.5 mm² Single Wir Wooden Calendar for Desk, Wooden Perpetual Desk Calendar, Wood V LSJI Disinfection Handheld Spray Gun Small Disinfectant Containe Gaming Mouse Pads New York Architecture Large RGB Gaming Mouse P TV Anti Radiation Film Matte Film for 65 Inch, Anti Glare Screen
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 Jutdopt American Stars Vintage Tricolor Leather Ladys Shoulder C Parade Birds Backpack School Book Bag Waterproof Student Laptop
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 MMC Womens Genuine Solid Red Ruby Jewelry Silver Pendants Neckla HD Transparent 13X6 Lace Front Human Hair Wig Ombre 1B/27 Highli
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 V-Twin 38-0185 Captain America 2.2 Gallon Gas Tank Handmade OEM R4 Keycap Bamboo Forest Resin Artisan Backlit Key C
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: TE Connectivity Part Number 102185-1 (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 American Shifter 396813 Shifter Kit (904 8" E Brake Cable Clamp
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).