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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 NGK Laser Iridium Spark Plug SILZKAR7B11 (4 Pack) Compatible Wit 7 8 GTYZD Handmade Macrame Wall Hanging Tapestry, Vintage Style Wi 10Gb PCI-E NIC Network Card, Single SFP+ Port, PCI Express Ether Unknown1 Champagne Hammered Stainless Steel Stemless Wine Glasse OhhGo Vintage Bohemian Area Rug Floor Mat Carpet for Entryway Be Rexroth New Aftermarket A10VO28DR/31L-PRA61K03 Hydraulic Piston
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 EMIAOTO Power Steering Pressure Hose Line for Hyundai Tucson 200 13 3D Door Stickers Murals Ryutp DIY Vinyl Self-Adhesive Door Decal
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Chutian Global Trading Wallet, Multi-Card Zipper Wallet Hair caps and wig Wigs 150% Density Highlight Body Wave Lace Fro Rugs America HY60L Area Rug, 2'6" x 4', Balboa Mist New 7701045864 Steering Column Switch For RENAULT Kangoo Express American Shifter 374682 Shifter Kit (TH200 16" E Brake Cable Cla ZHAOTARPS Bathroom Trays, Bathtub Tray Rack Over Bath Tray Bambo RedlineGoods Shift Boot Compatible with BMW 5-Series E28 1982-19 Rnwen Cabinet Metal Handle 10Pcs American Style Drawer Pull Hand Banded Just Go L/S Logo T-Shirt - Indigo
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 QRollator Car Cover Compatible with Audi S5 Sportback, Elastic a 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Mens 100% Polyester Rainbow Sandwich Macaron Beachwear, Fashion ERA Paints Automotive Touch Up Spray Paint Kit for Nissan Xterra "No Loitering -Modern Block" Premium Acrylic Sign Gatney Rugs Davidson Area Rug ENV995 Gray/Beige Bulbs Vines 9' x TOYOTA Genuine 71075-07131-C3 Seat Cushion Cover AntsGroup 6'6" Hard Trifold Tonneau Cover Truck Bed for 83540 Go Safety Helmets, Emergency Rescue Anti-Impact Fire Fighter Protec adidas Men's Climaproof BOA Golf Shoe JumpingLight Rainbow Flag Gay Pride Banner Striped Pennant LGBT Nebraska Flag 10X15 Foot Nylon
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Bizet Lalo: Symphony No. 1 / La Jolie Fille de Perth, Namouna / Kidde Smoke Detector, Hardwired Smoke Alarm with Battery Backup Rexroth New Aftermarket A10VSO28DFR/31L-VPC11K03 Hydraulic Pisto Accuform MELC653VA, 7" x 10" Aluminum Sign:"Caution Connect Grou DONGSHUAI 100ML Whiskey Decanter Whisky Glass Decanter, Lead Fre FVGKYS Mural Wallpaper 3D Self-Adhesive Wall Decals Blue Ocean F Rongxin Oil Paper Umbrella Women Ancient Craft Umbrella Photo De Vintage Bee Rose Insect Old Print Placemat Table Mats Set of 6 W For Chevy Blazer 95-05 Replace Driver Side Replacement Tail Ligh
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Flexus Women's Melba Slipper Sunflowers Backpacks School Bookbags Travel Laptop Daypack 3d Pr Lifebuoy Door Sticker Wall Paper-3D Door Mural Wall Decal,Marine Personalized Black Leather Stainless Steel Visol Cigar Case Original Fit for Huawei Honor 2 Glass Back Housing Replacement B Backpack Bags Black Branches On White Bag with Lunch Bag Pencil Zenkyokushu Ryogen No Okami-Wakaki Replacement For Ever-ready Evcal41bp Compact Led Area Light Flas AIKENING Steering Wheel Cover for Women Nativity Christmas Scene Mardi Gras Case for New iPad Pro 11 12.9 inch Case 2020,Premiu
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
3M 2E97 Protective Film Tape, 24" Width x 100yd Length (1 roll)
1 2 3 4 5 DTSGX Novelty Mug Coffee Tea Ceramic Cup/Fashion Creative Cup/Bi ENEVOTX Yellow Lemon Pattern Dacoration Bike Cover Wheel Mountai Insulated Lunch Bag for Women/Men Periodic Table Of Elements Lea SE61RNC / SE61RNC TANGIST Shower Kits, Concealed Shower hot and Cold Four-Function S-Center 10PCS Real Dried Flowers Decoration Bouquet Home Decor Oldschool Egypt Symbol Casual Backpack Bookbag Hiking Outgoing D JSTEL Emperor Penguins Laptop Shoulder Messenger Bag Case Sleeve EMIAOTO Power Steering Pump for Wrangler Cherokee 1996-2001 5208
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 Zabia Fashion Indian Tunic Tops Cotton Kurti Bottom With Scarf A HPS 3.5" ID, 6" Length, Silicone Hump Coupler Hose, Ultra High T
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 YiXunTong Bulk 10pcs Western Cowgirl Horse Flatback Resin Scrapb LICHUXIN Bike Wheelset 26/27.5/29 in Mountain Cycling Wheels Dou
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 Red Vow Painting by Number Kit DIY Oil Framed Canvas Paint-Ethni Pbldb Custom Wallpaper Interior Decoration Interior Background 3
Chapter 13 Neural Nets and Deep Learning PDF 2.11 ct Princess Cut Pave Solitaire with Accent Genuine Flawless Dremagia 13Pack Hawaiian Car Accessories Steering Wheel Cover+Ar
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 Chew Toys For Dogs Dog Toys Foam Ring Toy Soft Bite Ring Light D 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 ProSphere Xavier University Men's Performance T-Shirt (Heather) 7 8 Teddy / It's Time For Love Renaissance Pirate Shirt (XXL/XXXL, Forest Green) Flip The American Biker Bully Gnome Not Welcome Statue Garden Pa 3.54cttw Brilliant Round Cut Halo Solitaire Flawless Genuine Sim COFEIYISI Laptop Backpack College School Travel Backpacks,Digita
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 QAUBEN 4 Meters Optic Fiber Cable Car Ambient Lighting with RF R 13 HANTURE Patio Umbrella Cover Sunshade Parasol Covers Breathable
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Crystal Ball 3D Laser Engrave Dragon Figurines Paperweight, Glas Backpack Bags Geometric Shapes Bag with Lunch Bag Pencil Case Po Shop LC Jovie Grey Brushstroke Soft Jogger Pant Quick Drying Rel OFFTEK 16GB Replacement RAM Memory for Acer Aspire E5-553-11PT ( ZPTECH Drawer Organizers Foldable Drawer Organizers Storage Box ASICS Men's Official Polo Shirt 10k 7.5 Inch Yellow White Rose Gold Triple Strand Rope Chain Lad New Era Men's Purple Baltimore Ravens Omaha 59FIFTY Hat Custom Mural Wallpaper Wall Painting 3D Relief Rose Flower Wallp
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Nording Handmade 18 Tobacco Pipe 100-9828 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Solar House Garden Statues,Miniature House Decorations Fairy Res Ambiance LED Picture Light 6W Antique Brass (850 Lumens) Blancho Bedding Cross-Foldable Laundry Hamper Retro Collapsible Drasawee Hair Extensions Human Hair Curly Hidden Invisible Crown PEC 7116-012 4 Pc 12" 16R Cast Iron Combination Square Set-Non-R Metal Umbrella Stand, Round Umbrella Holder Rack T Stainless Ste GAIXIA Black Glass and Steel Kitchen Supplies Storage Rack Micro Sunfloral John-Mulaney Blanket Flannel Throw Blanket,Cozy Air Co Guitar Strap Lock, High Performance Guitar End Button, Stable Ru Happy Birthday (18" X 24") Yard Sign, Quantity Discounts, Multi-
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 American Shifter 460408 Shifter Kit (C6 12" E Brake Cable Clamp Wig Wigs Human Hair Full Lace Wig Style Brazilian Hair Straight Goodman 2.5 TON 14.5 SEER Air Conditioner Bundle with Furnace (G Dalyn Rugs Bella BL15 Rugs, 9X12, Beige,Gold Dust BDI160782 Beadings Natural A Grade Rainbow Flower Jaspers Round Jigsaw Puzzles 2000 Pieces Orangutan Large Puzzle Game Artwork D Pair Set 2 Inner Steering Tie Rod Ends Lemforder For W203 C215 C 14kt Rose Gold Womens Round Diamond Bridal Wedding Engagement Ri ZHBO 5D DIY Diamond Painting Flowers, Cross Stitch Kit Full Dril
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 HJPOQZ Car Center Console Armrest Box Cover Protective Trim,for Halloween Candle Holder Halloween Decoration, Creative Pillar Ca Dazzlingrock Collection 0.38 Carat (ctw) Marquise Diamond Ladies COLORSUM 2 Piece Non Slip Kitchen Mat Set Happy Thanksgiving Aut Micro-pure water hair turban pink XLEIQUISHJ Self-Adhesive Repair Patches Leather Artificial Leath Stainless Steel Rectangle Curacao Map Pendant Necklaces For Wome World Map Shower Curtain Planet Earth Picture from Space Satelli Button Down Shirt Women Business Casual Classic Ladies Blouses S ZIZO Aurora Z5 20W Portable Wireless Speaker - Black
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
ZXDHNS Photo Wallpaper Wall Mural - Green Animal Parrot W X H/16
1 2 3 4 5 Jewels Obsession Gold Cross With Shroud Necklace | 14K White Gol dsgsd Duvet Cover Queen Creativity Cartoon Game Handle 170×225cm A-Tech 8GB Module for HP 15-db0069wm Laptop Notebook Compatibl 4pcs 23250-74100 Injectors,ANGLEWIDE 2 Holes Fuel Injectors Sets Crystal Glass Cabinet Dresser KnobsPull Handle Drawer Knobs Hard XYSQWZ Storage Basket Fabric Folding Hamper Portable Storage Bas Handyulong Womens Hoodies Casual Long Sleeve Fluffy Zipper Hoode Norton 66261131454, Paper PSA Disc Rolls, A275 No-Fil, 5in, 400 séxy-Dolly for Women Full Size Realistic for Adults Toys for séx
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 12 613 Blonde Straight Wig 13X4 Lace Front Human Hair Wigs Brazilia AQ89 Womens Casual BlouseWomen's Button Perforated Denim Jacket
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Battery Replacement for L13L4A01 IdeaPadM4450A,IdeaPadN40,IdeaPa Quick Cable 7410-2001 Switch-To-Starter Cables Black, 10" Long,
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 HQBL 55cm Round Cocktail Table for Drinks, Marble Tall Bar Table 2-Pack Animal Figurines Reindeer Figurines Deer Figurine Animal
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: Cosplay Costume Loki Cosplay Costume Whole Set Cosplay Costume H (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 Ambesonne Nursery Bedspread, Colorful Rabbits Pattern in Childis
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).