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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 Unisex Baby Monkey Costume 7 8 1965 Topps #140 Claude Gibson PSA 8 (OC) Graded Football Card Oa COLORSUM 2 Piece Non Slip Kitchen Mat Set Funny Elephant with Bu Rexroth New Aftermarket A10VO45DFR/31R-VUA11K02 Hydraulic Piston Hooded Towel Poncho Lotus West Java Indonesian Hooded Poncho Tow Champion Men's Big-Tall Fleece Pant
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 CHENZA Jigsaw Puzzles for Wooden, Puzzle for Family, Cardboard P 13 Wall Mounted Electric Towel Warmer, Rapid Heating Electric Towel
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Hand Painted Oil Painting On Canvas,Abstract Colorful Tree Fores My Hero Academia Folding Stool,Portable Chair Folding Camping St Thermally Conductive Epoxy Adhesive Black Alumina Filled Casting Music Notes Piano Backpack Set With Lunch Bag Pencil Case, Water The Robber (2010) ( Der Räuber ) ( O listis ) [ Blu-Ray, Reg.A/B Christmas Ball Set Diameter=10cm 12pcs/Pack Onion Sky Blue Hand Jewels Obsession Gold 3-D Telephone Necklace | 14K White Gold 3D Masham Handmade Updated Vintage 8' x 10' Area Rug SIZHINAI Bedside Storage Caddy Bedside Hanging Storage Bag with
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 American Shifter 405219 Shifter Kit (C6 10" E Brake Cable Clamp 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 KarParts360: For 2004-2006 Lexus RX330 / 2007-2009 RX 350 Tail L Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4640 V Lighthouse Decor Collection Aquarium Background Picture Californ Handheld Vacuums Cordless,Cordless USB Charger,Low Noise,Lightwe TE Connectivity Part Number 1-535542-6 Ambesonne Teal and Coral Fitted Sheet Pillow Sham Set, Ombre M WMMING Lover's Crystal Clear Plastic Table Cover,Waterproof PVC YYQ SHOP Chunky Knit Blanket Luxury Soft Handmade Knitting Throw Order of The Eastern Star Logo Case for Ipad 2020 10.2 Inch, Ipa Toyota 74112-AC010-A0 Ash Receptacle Door
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 DSWHM 30x60 Zoom Outdoor Travel Folding Night Vision Binoculars Custom Fit XPE Leather 3D Full Surround Waterproof Car Floor Mat ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with M University of Oklahoma Sooners Crimson School Letters Pendant wi Barstool-Cbin Wall Storage Rack with Holes, Butterflies Shape Ha Xinhen Real Hair Hair Fluffy Ear of Corn Black Style Long Hair F 3 Tier Step Style Plant Display Holder Flower Stand Sector Plant Curved Shower Rods for Bathroom, No Drilling Stainless Steel Adj Perlick RC-HP-R Replacement Controller, Hp
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Verified by SanFlash Ultra SanDisk 64GB Works for Asus ZenFone M QiyI Surfer Towel Poncho an Old Fashioned Carousel Robe Towel Po Bundle - 9 Items: Raceline Krank 14" Bronze Wheels 28" Roctane X Folding Cat Litter Box, Collapsible Portable Cat Litter Box Home Veri SanDisk Ultra 512GB MicroSDXC Works for Apple iPad 10.2-inc QDY Portable Outdoor Wooden Chess, Checkerboard Puzzle Board Gam LBHAUSE Bathroom Rugs Soft Plush Bath Mat, Farm Rooster Non Slip Hupery Bullfinch Laptop Messenger Bag Laptop Shoulder Bags Compu OneHoney Cartoon Gnome Sunflower on Farm Lattice Truck 3 Pieces Replacement Wheel Bearing and Hub Assembly Front
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Muesli Old Country (510g) Brand: Bobs Red Mill
1 2 3 4 5 American Shifter 461138 Shifter Kit (FMX 12" E Brake Cable Trim KEEN Unisex-Child Chandler CNX Hiking Shoe EAGLE THERMOPLASTIC WB-158 Weighing Dish, Natural, 1-5/8 in. L, Rexroth New Aftermarket A10VSO45DFR/31R-VUA12K52 Hydraulic Pisto Yiju 18cm Figurine of Pisa Statue Bronze Model Ornament Home Dec Best Gifts for Son Quilt - Tiger Mandala Quilt - I Believe in Yo Kids Duvet Cover Full Size, Abstract Pattern Soft Washed Cotton Optical Axis Linear Rail Shaft OD 8 10 12 mm 100-600mm + SCS8UU LTINN Portable Golf Practice Hitting Net | Choose Huge 2.13x 2.1
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 Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp Mr Mower Parts Lawn Mower Snow Blower Belt Made With Kevlar For
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Lutema Platinum Bulb for Epson PowerLite 720 Projector (Lamp wit Beck Arnley 016-1011 Cylinder Head Bolt Set
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 Clhhsy Waterproof and Removable Custom 3D Photo Wallpaper Modern 3/4-10 x 6" Carriage Bolts and Nuts Hot Dip Galvanized Quantity
Chapter 13 Neural Nets and Deep Learning PDF [2 Pack] Synvy Anti Blue Light Screen Protector Compatible with Arrowhead Pancake And Waffle Mix 24x 26Oz
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 Puccy Privacy Screen Protector Film, Compatible with Toshiba PA3 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 YZQ Prince Castle 87-042S Fan 7 8 GemAbyss Beads Gemstone 1 Strands Natural Dark Blue Lapis Lazuli Replacement For Part-4411-920 Decal,hood-side-grn-rh Mens Wedding Toy Male Masturabator Toys Sûcking Massage Male Poc Ann Taylor LOFT Women's Mixed Media Keyhole-Tie Shell Tank Jammas 50pcs/lot SMD Warm White 3V Double Dual chip Mini Flashli
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 OFFTEK 32GB Replacement RAM Memory for SuperMicro X10QBL-CT (DDR 13 Rexroth New Aftermarket A10VSO45DR/31R-PUC11K68 Hydraulic Piston
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Make Auto Parts Manufacturing - Hood For Dodge Dart 2013-2014 - Jewels Obsession Silver Flip Flop Necklace | Rhodium-plated 925 McCall will help Denzel Washington Equalizer 2 Pack + Man on Fir Notebook,Na-ruto Binder Notebook Cute Leather Small Journals Not No Hole Beagle Dog - Laser Cut Out Unfinished Wood Shape Craft S Men's Plaid Suit Slim Fit Single Row one Button Business Wedding WORSY Desk Lamps Lamp European-Style Luxury Retro Bedroom Lamp T Coral Velvet Floor Mat for Bedroom {Color} Fuxwlgs Night Light Cartoon LED Snail Lamp Night Light Night Des
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 GPPZM 3/4pcs Set Nordic Seasoning Box Kitchen Salt Sugar Storage 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 ZJING Selfie Ring Light with Tripod and Bluetooth for Live Broad BUERYUZ Kid Halloween Copper Mountain Mobile Background - Americ XGCP Garden Floor Lights Led Small Chips Garden Light Solar Powe Wedding Wish Guest Book Box ZLDGYG WDSHY Smoking Storage Portable Cigars Tobacoo Case Box Ho Vintage Earrings S925 Sterling Silver Women Jasper South Red Inl Cowboy Hardware Boys Heather Navy Tough Vest 387100-484 Genuine GM 19256622 Fuel Pump Module Kit NUTW-49655 50pcs 4040 M4 M5 M6 M8 Carbon Steel Aluminum Profile Wall Murals,Custom Abstract Space 3D Spherical Mural Wallpaper
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Luandge Men's Trend Personality Pattern Printing Long-Sleeved Sh Front Bumper Chrome Face Bar Filler Pad Spoiler 2008 Duty 4WD hongbanlemp Monitor Stand PC Monitor Screen Increase Rack Solid L.A Confidential - A Perfect Murder -Special Edition Pack WARNING ELECTRIC SPARK HAZARD NO CELL PHONES W/GRAPHIC Makano USB Heating pad Warm feet Warm in Winter Heating Slippers HELLOWINK Bedding Comforter Duvet Oversized King Size-Soft Lig Holy Family Statue Catholic Standing Home Decoration, Mary Josep Rose Quartz Infinity Pendant with Diamond Accents (7mm Rose Quar
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Kircuit 65W AC Charger for Dell OptiPlex 7050 3070 D10U D10U002 Kimball - M7 Combination Wrench Allied Brass TS-50G 6 Pivoting 12 Inch Arms Towel Stand, Satin N Schützks Professional Binoculars Telescope with BAK4 Prism, 8 42 Breeze Decor BD-CY-GS-108221-IP-BO-D-US14-BD 13 x 18.5 in. Ghana s.Oliver Women's Loafers ProSphere Iowa State University Father's Day Men's Performance T 0.45ct Brilliant Round Cut Solitaire Brown Champagne Simulated D adidas Women's Essentials Hoodie Rexroth New Aftermarket A10VO45DR/31L-VUA61K03 Hydraulic Piston
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Personalized Heart Custom Necklace Sparkling Pink Crystal Pendan
1 2 3 4 5 Light Blue Chobi Peshawar Carpet Oriental Design Handmade Rug 12 Kastar 4-Pack Battery and LTD2 USB Charger Replacement for JVC G Mighty Max Battery 12V 22AH Gel Replacement Battery for Elgar SP American Shifter 362364 Shifter Kit (518 12" Trim Kit CHR Dual S NVRBTF Duvet Cover 3 Piece Set Blue Sky and Starry Sky Bedding S 1.96ct Brilliant Round Cut Solitaire Flawless Simulated Blue Tur Wigs Hair Wig Hot Pink Lace Front Wigs Human Hair, Ombre Pink Lo Wigs Dyed Long Curly Hair Ladies Europe and America Wig Set in T Vic Firth Mallets (M231H)
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 American Shifter 522361 Shifter Kit (45RFE 23" E Brake Cable Tri New Year of China Coffee Table Rug Home Bedside Round Retro Mats
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 ZQDMBH Piggy Bank Piggy Bank Money Box Cat Piggy Bank Resin Mode Retro Bathtub Shelf Bathroom Bathtub Caddy SPA Bathtub Rack Hous
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 School Backpack Bookbag Laptop Daypack Schoolbag for Women Girls Kastar 3-Pack BTH22 Battery 3.6V 2900mAh Replacement for Sharp V
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: WHXL Outdoor Camping Sleeping Bag Single 3 Season Adult Children (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 Arch Memory 4 GB 204-Pin DDR3 So-dimm RAM for Lenovo ThinkCentre
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).