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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 WYSRJ 6 Pcs Christmas Napkin Rings, Jingle Bell Napkin Rings Chr 7 8 LAAN Cylindrical Pillow, Large Candy Pillow Boyfriend Long Sleep changshuo Hairpin Big Hollow Geometric Gold Alloy Hair Claws Cir CGSignLab 2571147_bnro |"Halloween Decor Trick or Treat Festive" Gercutter´s Store: 15"x12" French Thermo Vinyl “QUICK FRENCH” He Sunshine Live 10
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 HIZZOA Womens Corduroy Button Down Shirt Oversized Blouses Tops 13 HUIGE Solar Pathway Lights 4 Pack Supper Bright Up to 12 Hrs Lan
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Serenity Prayer Art Print. 60 Colours/6 Sizes. Motivational Insp WGLL Gaming Headset for PS4 with Mic,PC,Xbox One,Laptop,Surround ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with D ZQYR Convenient, Portable Separation Rod HoleUltralight Golf Bag 1.79ct Brilliant Round Cut Solitaire halo Genuine Natural Vivid FXLYMR Tea Cups Kettles Home Tea Kettle,Household Ceramic Tea Se ProSphere Upper Iowa University Men's Performance T-Shirt (Splat ADSVMEL Mini Christmas Tree Table Top Ornaments Gift Glass Cover XiaoCha Sky Clouds Buildings Steps 3D Self-Adhesive Wall Sticker
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 16 x 72 Inch Table Runner with Placemats Set of 6 - Starfish Sea 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 NYKK Locker Basket Golden Storage Basket with Pulleys Can Move F New All Balls Fuel Pump Assembly - 2014 Polaris Sportsman Tourin Kingston GO! Plus Works for Samsung SM-A500M 512GB MicroSDXC Can Casual Backpack Lightweight School Backpack Black Girl Magic Afr 16 Pink/Polished Spiked Aluminum 60Mm Extended Tuner Lug Nuts Wh Tiger Queen Adult Hooded Sweatshirt Duvet Cover Set Full,Washed Comforter Set Soft 3 Piece Bedding S Anime Overlord RGB Mouse Pad Computer Led Non Slip Gaming Access Rexroth New Aftermarket A10VSO45DFR/31R-VRA12K68 Hydraulic Pisto "KnifeKniveS" Terminus XR OD Green G10 Folding D2 Folding Knife
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Belwith HH74632-14 Pull 128mm ctr Bright Nickel (10) Overstock F Scott Fitzgerald Star Attraction Champagne Designer Armani Collezioni Men's Multi-Color Silk Striped Long Sleeve Shi Electronics Household Batteries Lithium-Ion Battery 18650 Rechar AWSAD Terrace Chair Cover Large Round Terrace Furniture Cover, R Insulation Shopping Basket Outdoor Portable Foldable Picnic Bask Omix-Ada 11811.40 Back Seat Lock Clip, 1 Pack Seat Cushion Protectors Universal Ethnic Tribal Texture Made in Veri SanDisk Ultra 64GB MicroSDXC Works for Maxwest Android 4000
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Dandelion Wall Covering Minimalist Modern 3D Wallpaper Living Ro klm 2 Pieces/Halloween Realistic Hairy Spider Suit, Halloween Sp ASUS ROG Gladius III Wireless Gaming Mouse ROG Scabbard II Ext 1.55ct Round Cut Halo Pave Solitaire Split Shank Accent Flawless LI-J Smart Scale, Body Fat Scale, Wireless Digital Bathroom Scal XStyles18 - Welcome to Dragon World V2 Hawaiian Shirt Split Shank Ring, Wedding Ring Set, Moissanite Wedding Band,14K Arumowicz - Last Name History and Coat of Arms from Poland Print DSG at Synchronize Electronic Display Gear Shift Knob Shift Leve Cleveland C33302 HG-4B High Speed Steel Single End Multi-Flute C
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
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1 2 3 4 5 JYDQM Wood Piggy Banks- Coin Box Storage Tank Porch Storage Box Kromekote White Paper - 23 x 35 in 12 pt Cover Glossy C/2S 400 p ATWAX Fridge Storage Containers, Food Storage Containers Box wit Diamond Products 04717, BDH1500 Dry, Long Life Saw Bit (Pack of GXYAWPJ Glass Bento Box Glass Meal Prep Containers Set - Glass F Design with Vinyl JER 1742 2 Hot New Decals You Will Forever Be Schuck 48V1000W Electric Bicycle Conversion Kit 20" 24" 26" 27.5 Tender Feelin's Kaze Wo Atsumete
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 Trillion Peridot Solitaire Pendant with Diamond Swirl (5mm Perid Caster Wheels,Office Chair Wheels(5-Piece Set),Replacement Caste
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Kingston 512GB Nokia 8.3 5G MicroSDXC Canvas Select Plus Card Ve Freestanding Laundry Hamper, Household Simple Foldable European
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 American Shifter 499049 Shifter Kit (TH350 8" E Brake Cable Clam YJREDH Comforter Cover Set Teens Black Animal Horse Head Bedding
Chapter 13 Neural Nets and Deep Learning PDF Case 1085C Cruz air Excavator Parts Catalog Manual - Part Number 1R120X135X40 - NTN - Needle Roller Bearing - Factory New
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 WangMaZi Towel Rack Toilet Rack Bathroom Corner 304 Stainless St 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 4-24X1/4 Phillips Flat Undercut Self Tapping Screw Type A B Full 7 8 YAYONG Wall Mounted Folding Bath Chair, Foldable Square Shower S Sentinel Premium Super B Complex with Liver, Iron and Vitamin B- Trying to Describe Oneself ( Tentatives de se décrire ) [ NON-US ERA Paints Automotive Touch Up Paint Kit for Ford F150 2006-2008 Hair Replacement Wig, Ombre Blonde 4/27 Colored Highlights HD Tr
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Octopus and Electric Guitar Car Seat Cushion, Ice Silk Car Drive 13 11'10"x11'10" Gray Transitional Design Jacquard Handloomed Wool
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Digital WATCHDOG DW-VA1P1612T 16-Channel 5MP Universal HD Over C Caliper Thickness Gauge, Professional Pointer Thickness Gauge, D Jewels Obsession Gold 3-D | 14K White Gold 3D, Moveable Straight Noblecos FF14 Alisaie Leveilleur Cosplay Costume Halloween Party Kids Area Rugs Classic Vintage Seamless Pattern with Polka dot T Photo Wallpaper Western Pizza Restaurant Background Mural Custom American Shifter 389350 Shifter Kit (PG 23 Swan E Brake Cable Cl Jean-Pierre Duret Andrea Santana Collection - 2-DVD Set ( Roma South Sea Cultured Pearl Pendant with Diamond Studded Crown (9mm
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Florida Maniac Pre Workout Fruit Punch 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Veri SanDisk Ultra 64GB MicroSDXC Works for Samsung SM-G530H by SuppliesMAX Compatible MICR Replacement for HP Laserjet Pro M203 AdirOffice 40 Keys Cabinet with Digital Lock - Electronic Key Sa Kewpie Mayonnaise - Japanese Mayo Sandwich Spread Squeeze Bottle For Hyundai Tucson Outer Tail Light 2005 2006 2007 2008 2009 Dri KAVU Women's Sloan Skirt Shih Tzu Chinese Lion Dog Breed 3D 925 Sterling Silver Charm Pen GTS Elite Molded Foam Kayak Seat with Water Bottle Pack, Kayak L Rexroth New Aftermarket A10VO28DFR/31L-VPA62K40 Hydraulic Piston Autumn Leaves Men Beach Short Quick Dry Swimming Trunks
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 1PC Heating Blanket Heated Pad Heated Seat Cushion with Adapter DSQK Statues Ornaments for Outdoor Ceramic Tiger Sculpture​​ Plutus Brands Plutus Polar Bear Luxury Throw, 60" W x 96" L HCHL Outdoor Rug, Indoor Door Mats, Printed Pattern Doormat, Hal Siser EasyWeed Heat Transfer Vinyl HTV for T-Shirts 12 Inches by 1.95ct Round Cut 2 stone love Solitaire Flawless Natural Black O Large Doormats for Outdoor Entrance Home Summer, Farmhouse Washa wroadavee Carbon Fiber Roof Front Reading Light Cover Trim for B WYJ Giant Knit Blanket Chunky Knit Luxury Throw Blanket Large Ca
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Retro Space Invaders Video Game Microfiber Towels (2 Pack) - Qui Oregon Cordless LM300 Lawn Mower Kit with R7 6.0 Ah Battery and Wangl Nokia Spare LCD Screen and Digitizer Full Assembly for Nok YFZN Rectangular Shade Netting, Brown Shade Sail, 95% Encrypted Anatolian 15" Ultimate Regular Hi-Hat GemAbyss Beads Gemstone 1 Strand Natural Red Sapphire Faceted Ro 09-16 BMW K1300S: Dynojet Power Commander Fuel Controller Endangered Species Megadontomys Cryophilus Camping Folding Stool Cisco UCS 5108 Chassis with 4X B260 M4 Blade Server, Per Blade ( Vintage Style Ruby Pendant with Diamond Halo (6x4mm Ruby)
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
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1 2 3 4 5 PNY 32GB (2x16GB) XLR8 Gaming Epic-X RGB DDR4 3600MHz Desktop Me Ambesonne Cherry Blossom Reading Cushion with Back Pocket, Japan Corolado Spare Parts, Ryobi for RSE-1250 RSE 1250 RSE1250 Armatu ADKHF Sun-Resistant Summer Running Woman's Ice Sleeve Arm Sleeve LC_Kwn Cute Mouse Piggy Bank Girl Child Boy Creative Piggy Bank AMDXD 18K Rose Gold Necklaces for Women, 1CT Flower Ruby with Di Ạdụlá¹­s Tọỵs Vịbratiṇg Machịnẹ, Vibrạtor  fá» 208 Book Bag Lunch Bag Combination Universal Backpack For Boys A Furniking 2-Seater Garden Sofa with Tea Table Poly Rattan Black
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 NEWKOW 2 Pc Set Seat Covers for Cars Front Seats Black and White Genuine Stingray Leather Business Window Card Men Black Bifold S
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Keep On Jumping Society6 Aqua Pearlescent Gold Mermaid Scale Pattern by Tanyad
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 Wood Plaque Wall Hanging Sign for Kitchen Bathroom The Scenery o American Shifter 372713 Shifter Kit (4L80E 16" E Brake Cable Tri
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: Resin Plant Caddy, Heavy Duty Plant Stand with Caster Wheels, Ou (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 EMIAOTO Power Steering Pump for 1997-2003 525I 528I 530I 21-5065
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).