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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 BXJPN Laptop Shoulder Pouch 10.1 12 13.3 14 15.6 17.3 Messenger 7 8 You Can't Fool Me Dennis [Vinyl] Ceiling Lights E14 Modern Luxury Adjustable Chandelier with Glas New Integrity Two-Sided Heart 925 Solid Sterling Silver Charm Pe Brady 145438, 18"x12" Handicapped Parking Sign - Premium Fibergl Rexroth New Aftermarket A10VSO45DFLR/31L-PPA62K68 Hydraulic Pist
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Razor Dirt Quad Replacement Batteries. Reuse Existing Connectors 13 Clean Ultimate Perfume By Clean Eau De Parfum Spray Indoor socia
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Diamond Painting Large Size Abstract Art DIY 5D Diamond Art Embr ZPTECH Drawer Organizers Cat VIP (Color : Black, Number of Cells OLINDA Compatible with 2006 2007 2008 2009 2010 Hyundai Sonata P JN Bathroom Mirror, Ornate Modern Home Bedroom Restroom Vanity D GDYJP Roll Up Dish Drying Rack, Over The Sink Tainless Steel Fol Fifikoj 3D Wall Mural Wallpaper 3D Stereoscopic Relief Murals Wh SignMission Designer Series Sign - Reserved Parking for Priest U PDGJG Real Capacity Usb2.0 Creative Leather 64GB USB Flash Drive Disposable Aluminum Foil Moisture Balance Pans - 5" Diameter -Ca
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 2.75 Carat LAB GROWN DIAMOND Channel Set Baguette 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 MWKLW Telescope Zoom Optical Binoculars Wide Angle Camping Teles YSJJJBR Night Light Designer Mouse Resin Night Light Desktop Dec Blaupunkt BOSTON 100 CD, MP3 and FM Car Stereo Receiver with USB Fitted Round Table-Cloth, 70 Inch Round Washable Table Cover for Metal 3-Tier Hanging Plant Stand Planter Shelves Flower Pot Orga HRKDHBS DIY Painting by Number Kits Snow Scene 40X50Cm (with Fra STAYTOP 3PCS Wrap Bath Towels Set for Women, Fashion Yellow Leop Replacement For Moto Guzzi V7 1200 Cc Year 2011 Parking Light By Puccy Privacy Screen Protector Film, Compatible with SKNET SK-DT Jendco - Safety Sign: Emergency Eye Wash 7" x 10" - MFSD983XP10
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 American Shifter 439804 Shifter Kit (C6 6" E Brake Cable Clamp T Beethoven: Symphony No. 6 in F Major, Op. 68 ("Pastoral") (Georg ERA Paints for KIA (STM - Satin Metal Metallic) Exact Match Aero Our City Sleeping Bag XMYYHH It's Portable and Lightweight for 3-4 Season Tabletop Mini Rockery Indoor Small Rockery Fountain Desktop Moun siqiwl Halloween Decorations Indoor, Wreath Door Hanging Decorat Japanese Anime Shoes for Men Women Custom Cartoon Running Shoes Egg Per'Fect Egg Timer
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp HPC Optics Compatible with Dell EMC SFP-10G-BX40-U 10GBASE-BX-U LKW Homesick Tripod, Portable Mini SLR Camera Tripod 360 Degree HEALLILY 100Pcs Microfiber Glasses Cleaning Cloth Screen Camera Contemporary Abstract Area Rug Hand-Tufted Wool Carpet 10x13 (10 Replacement For Suzuki Grand Vitara V6 2.7l 700cca Year 2004 Sid American Shifter 386875 Shifter Kit (TH400 23 Swan E Brake Trim GUBEI Portable Electric Heated Foot Warmer USB Feet Warmers Wash Diamondrensu 3.29 CTW Cushion Colorless Moissanite Hidden Halo E Waist cushion WGZ Cushion Integrated Office Sedentary Hip Pad Me
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Contemporary 20-inch Stainless Steel-Finished Rectangular Bar Ca
1 2 3 4 5 Lace Front Wigs Human Hair Bob Wigs 13X4 Lace Closure Remy Human Unisex Fashion Lightweight Laptop Bag College Bookbag John Denve HXR Laundry Baskets 3 Section Laundry Basket Wrought Iron Toy Cl SHIJIANX Portable Folding Camping Chair,Lightweight Stool Beech 4 Pcs Replacement Bearing Compatible with Troy-Bilt 1185574, 118 Smile Art Design Cute Rabbit Raccoon and Quote Blue Background 3 14k White Gold Textured Polished Engravable Holds 2 photos Love 3D Golden Pattern 6758 Floor Wallpaper Murals Wall Print Decal A for - The Four Seasons - Winter Tags Double-Sided Cardstock 7 pc
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 LBHAUSE 3 Piece Bedding Set Comforter/Quilt Cover Set Queen Size Voyages to Newfoundland and Frostbite Sailing
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Replacement For Apc Su2200xlnet Ups Battery By Technical Precisi CAMPMOON Patio Chaise Lounge Covers Outdoor Waterproof, Heavy Du
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 ZHM Halloween Outdoor Lights Outdoor Solar Ground Lights, 10 LED Clara Pucci 2.6 ct Brilliant Asscher Cut Solitaire Stunning Flaw
Chapter 13 Neural Nets and Deep Learning PDF Pastel Color Bedding Set Comforter Soft Queen Size Cover 3 Piece ANGOU LED Ring Light, Ring Light with Standing Phone Stand, for
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 LQX Sculpture Welcome Sign Resin Animal Statue Garden Sculpture 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 TongN Flute Chinese Dizi Bamboo Flute Beginner Adult Zero Profes 7 8 ZWYSL Rose Eye Light Luxury Table Runner Nordic Tea Table Runner American Shifter 517188 Shifter Kit (AOD 16" E Brake Cable Clamp JXEXF My Hero Academia 3D Printing Anime School Bags, for Boy Gi Kingston 512GB HTC One M9 Prime Camera Edition MicroSDXC Canvas NELife Car Ice Cushion - Stars Maple Leaf Automotive Interior Se
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 If You're Waiting for A Sign This is It Sign, 24x30 Inches, 3M E 13 German Flag Camping Stool Portable Folding Stool with Carry Bag
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Miniature Copper Decor Bronze Statue Guanyin of Old Copper Statu Fox Racing Men's Overhaul Fleece Hoody simhoa 10X Strap Button Guitar Lock Buttons - Black ProSphere Theta Phi Alpha Men's Performance T-Shirt (Camo) 70308 Harpy Motors 12oz Aerosol Automotive Spray Paint Compatible with Huntrly Men's Shirt Fashion Personality Lapel Stitching Denim Lo Long Runner Rug for Hallway Living Room Rug Entrance Door Mat Ma Round Area Rugs, Geometry Area Carpet for Reading Room Cloak Roo YZJC Creative European Cuckoo Clock Large Vintage Pendulum Livin
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Clarks Women's Sillian 2.0 Hope Loafer, Brown, 10 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 LED Rear Lights VR-830 Tail Light Assembly Tail Lamp 1 Pair Driv feiren Flower Potted Stands Crystal Glass Test Tube Vase in Wood Womenfocus Cozy Plush Doormats 24x35in, Absorbent Cushioned Kitc Genrics MMDGG Air Fryer, Electric Hot Air Fryers Oven Oilless Co WANMN Men's Sweatpants Casual Loose Fit Baggy Athletic Jogger Pa Fire Force Backpack fun , Multi-Function Travel Laptop Backpack Mediation Zen Metal Wall Art, Wall Decor, Home Decor Signs Bedro Chinese Ink Style Five Goblins Dream Catcher Small Bell Bedroom MuswannaA Rectangular Polyester Tablecloth Merry Christmas Carto Mighty Max Battery 12V 7.2Ah Compatible Battery for UPS APC Smar
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Claire Waldoff 1 SanFlash Kingston 512GB React MicroSDXC for Honor MOA-TL00 with Two Stone Freshwater Cultured Pearl Twist Pendant (8mm Freshwate (1000/Cs) Pre-Wired Fluorescent Shipping Tag #7, 13 Pt, A, B, C, NMC D268P, OSHA Sign (Pack of 50 pcs) AntsGroup 1pcs 6ft-4in. 76in.Bed Lock Roll up Soft Tonneau Cov Ultra-Slim Black Fixed/Flat Low-Profile Wall Mount Bracket for S 7.5' Portable Hexagonal Walk In Greenhouse 3-Tier Shelves Garden QTT Area Rugs for Living Room Super Soft Carpet Rectangular Floo
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 HWCUHL 3D Wall Stickers Mural Blue Ocean Landscape Wallpaper Mur Kingston 512GB Sonim XP5 Smartphone MicroSDXC Canvas Select Plus PG Beddings 3 Piece White Vintage Pom-Fringe Pompom Duvet Cover SHIJIE1701AA Home Ashtray Nordic Style Crystal Glass Ashtray Fas Hand Guards for K-awasaki 650 400 300 ZX-6R ZX6R ZX 6R Motorcycl Visual Edge Slant Board 2 Pack (Green/Yellow) - Homeschooling Sl Chanety Copper Wall Lamp Bedroom Bedside Lamp Aisle Staircase La SIGOUYI 4PCS Shower Curtain Set with 66x72Inch Waterproof Polyes PN CSWB-2-516-1-9 CUCMP 2AWG 90DEG 11/32-1 T UL CSA (Pack of 1) FRD220HM Barcode Ribbon
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
SupplySource 19V 6.32A Smart AC Adapter for ASUS Zenbook Pro UX5
1 2 3 4 5 HSSM Pit Dirt Bike for B-MW F700GS 2013 2014 2015 2016 2017 Moto Food Half Round Bath Mat, Melting Ice Cream Cones, 18" x 30" Bat LED Outdoor Spotlight COB Garden Lawn Lamp Light 220V 110V 12V O FREEDOH 238ml Grain Grinder Mill Multifunction Smash Machine 200 SZYW Chunky Knitted Blanket, Hand Made Throw, Arm Knit Blanket S Sailground 16'' x 72'' Table Runner with Placemats Set of 6 Happ ACK Automotive For Toyota RAV4 Tail Light Assembly Replaces Oem: ScottDecor Unique Ocean Aquarium Background Sticker Relax Beach Sweatshirts for Women,Halloween Pumpkin Cat Pullover Tops Casual
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 ZJZD 2pcs Happy Halloween Party Decor Theme Faceless Doll Hallow ELPLP39/V13H010L39 Replacement Lamp Special Upgraded Design Bare
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 ARA Women's Courtyard Sneaker, Blau Rot Met Blau, 6 UK Meng Women's Sandals Summer Platform Shoes Casual Outdoor Walkin
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 Diamond Painting Kits by Number Kits Full Drill for Home Wall De Spooktacular Creations Full Set Tunic Hooded Robe Cloak Jedi Cos
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: GIAOYAO 4pcs Brushed Brass Kitchen Cabinet Handles 96mm Hole Cen (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 Digital Alarm Clock for Bedrooms Kitchen Office 3 Alarm Settings
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).