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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 Crayton PVC Tablecloth Table Cover Protector Transparent Tablecl 7 8 ZHYYDS Womens Roller Skates Indoor and Outdoor Canvas Roller Ska BJD Dolls 1/6 SD Fashion Dolls 10.7 Inch 15 Ball Jointed Doll DI LUBINGT Pet Clothes Summer Dress for Dog Pets Dog Clothes Handma Sickspeed 4 Pc Red/Blue Spiked Aluminum Extended Locking Lug Nut Blooming Soul 6 / Various
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Hardware Resources COR25-3RW Accessories 13 Personalized cutting board, Engraved cutting board, Custom cutti
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Pitbull Laptop Backpack For Travel Daypack ​with Usb Charging Practical Drum Accessory For Drum Lovers For All Drummers(black) Solar Brick Landscape Path LEDs Light, 8x4 Poly-crystalline Sili GLLP Natural Irregular Steak Bread Board Dessert Tray with Hangi Fox Wire Terrier Dog Chalk Art Mounted Print by Dan Morris Backpack Bags Leaves Black White Gray Bag with Lunch Bag Pencil Cuque July Summer Gifts Ear Tag, Livestock Ear Tag CoPlastic+Cop HUIXUJPN Denim Skirt Women High Wasit Jeans Skirt with Belt Plus DIY 5D Diamond Painting by Numbers Kit for Adults Kids Wolf Au
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Dr. ColorChip Road Rash Automobile Touch-Up Paint Kit, Compatibl 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Honda Genuine 81331-SZA-A01ZD Seat Cushion Trim Cover, Right, Mi YJRIC Wigs High Temperature Silk Black Small Curly Long Black Wi Bouge Yt92Pl@00 Mens Seedless Eggplant Athletic Sweatpants, Close Bott Great dreamer Wall Mounted Shelves Floating Shelves - Decorative TechMikeNY Server 2.50Ghz 24-Core 128GB 1x New 1TB SSD P440ar Pr 100% Cotton Jogger Sweatpants for Men, Mens Athletic Likable Uni Men's Classic Slip-on Canvas Shoe Fashion Sneaker Casual Walking Customized Name 3D Printed Cap Hat Custom Pn Skull Classic Cap P 3D Door Stickers Murals Ryutp DIY Vinyl Self-Adhesive Door Decal
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 MYOH The Guide, Oil Rubbed Bronze, 24" x 80" x 1", Brass 3D Board 6629 Floor Wallpaper Murals Wall Print Decal AJ WALLPAP Fifikoj 3D Wallpaper Night Sky Moon Tree Animal Squirrel Rabbit 600W Grow Lights for Indoor Plants Full Spectrum LED Growing Lam HGFHGD Self-Adhesive Photo Wallpaper 3D Underwater World Childre ZDFTCW Vinyl Leathercloth Upholstery Fabric Grained Faux Leather Replacement Part for TV TV LED Full Array Bar for LG32LB530A 32L Personalized Love Book Quilt Quilt Set Gift to Dearest Daughter Violin Parts Rare Model,Nice Adjustable Hard Glass Fiber White V
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Men Leather Jackets Winter New Male Fashion Motorcycle Jacket Co FENLERN Women's Steel Toe Shoes Ladies Lightweight Slip On Safet ILM Adult Kids Motocross Dirt Bike Helmet with Super Soft Liner Modern Wallpaper 3D Wall Murals for Living Room Ceiling Mural St Singingin Round Area Rugs for Kids Room Halloween Horror Pumpkin UDEAR Metal Garment Rack,Freestanding,Heavy Duty Open Wardrobe C Manon Lescaut R2104 Yakuza Dragon Tattoo Case Cover for MacBook Pro 15? - A170 GemAbyss Beads Gemstone Natural Arizona Turquoise, Sleeping Beau Flexible Electrically Conductive Silver High Temp Resistant Ther
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Replacement For Toyota Echo Year 2003 Parking Light By Technical
1 2 3 4 5 14k Gold Brushed and Polished Basket Weave Pattern Necklace 17 I Silvercartvila 0.92 Ct D/VVS1 Diamond Pave Circle Pendant With 1 DGHREAW Floral Pattern Soft Breathable Durable Twin/Full/Queen/K American Shifter 489178 Shifter Kit (AOD 6" E Brake Cable Clamp Smile Art Design Good Things Take Time Lettering Blue Background Military-historical miniatures KIT Teutonic Knights Tin Metal 40 56 Gallon Regular Duty Trash Bags - 0.7 Mil 100/Case (2 Cases) MOMO Prototipo 6C 350mm (13.78 Inches) Leather Steering Wheel w/ Society6 Midnight Matsuri by Surudenise on Water Bottle - 12 oz
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 QWERTYUKJ Chunky Blanket Knit Throw Contemporary Decorative for GLLP 304 Stainless Steel Cutting Board Anti-rust Chopping Block
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 OPOPOP Open-Ear Wireless Bone Conduction Headphones Gentleman Bl Tahitian Cultured Pearl Infinity Twist Pendant (10mm Tahitian Cu
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 Front Sprocket compatible with Suzuki GS 1100 E T/X/Z/D 1980-198 adidas Women's Ultraboost 20 Running Shoe
Chapter 13 Neural Nets and Deep Learning PDF American Shifter 489507 Shifter Kit (4L60 6" E Brake Cable Trim Cheeza Cheder cheese 50gx10
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 YUCHEN CARPET 6x9 Blue Hand Knotted Persian Silk Rugs for Living 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 Manlon Technology Leather Auto Car Floor Mats for Maserati Levan 7 8 ARA Women's Loafer Flat Anti Fatigue Kitchen Mat Set of 2United States Downtown Chicago Camouflage Net White Camouflage Netting Sun Shade Sail Camo Awni Jewels Obsession Gold 3-D Dentist Chair Necklace | 14K White Gol ZWYGXL Covers for Garden Furniture 400D Oxford Cloth Large Ratta
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Goth Steampunk Women Rose Lace Tee Shirt Slim 3/4 Sleeve Tassels 13 Verified by SanFlash Ultra SanDisk 64GB Works for LG Lucid 3 Mic
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with F TIME80S LCD 3D Printer ABS Resin,Excellent Toughness and Strengt LOVEKUSH LKBEADS Green Emerald Ethiopian Welo Fire Opal Smooth R LoomBloom 8'x10' Hand Knotted Wool Agra Oriental Area Rug Aqua, Arch Memory 4 GB 204-Pin DDR3 So-dimm RAM for HP Pavilion dv7t-3 Cute Tumbling Cat TPU Case for New iPad/iPad Air/iPad Pro Genera Tolalo Bookends, Book Ends,Book Ends for Office,Bookends for She Advocator Dog with Cupcake Design Set of 4 Pieces Car Front Seat Sterling Silver 3D bat Charm - Jewelry Making DIY Crafting Charm
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Koolzap For 12-13 Versa 1.6L Front Hood Panel Assembly Primed St 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 14k 16mm Diamond Love Heart Locket and Gold Flashed Spring Ring HAWAIIAN MUSIC COLLECTION OF KUUIPO KUMUKAHI Cloth 3D Wallpaper Magnolia Watercolor Flower Hotel TV Interior "ATM Inside -Chalk Burst" Heavy-Duty Outdoor Vinyl Banner Precious Executive High Back Big Tall Leather Adjustable Computer Desk Twin Peaks Owl Cave Symbol Universal Car Armrest Cover Soft Auto feichang Vintage European Colorful Glass Metal Storage Tray Gold Charm Pendant Supply - Jewelry Making DIY - Bracelet Silver 50x7 Cat and Mouse Fit for Land Rover Range Rover Sport RR Sport 2018
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 wangqianli Ladies' Summer Seaside Hook Big Visor Folding Straw H Decorative Mirrors For Wall Decor,17.72 Inches In Diameter Feath Halloween Creative Horror Movie Zombies Dwarf Ornament Gnome Dec Panning For Gold Wild West Train Laptop Backpack For Travel Dayp GAiNViEW Jimmie Johnson Car Seat Covers - Auto Seat Cover Car Pr Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp Precision Brand 44728 13 Piece Assorted Plastic Color Coded Arbo Dogs and Socks Case for iPad 8th Generation 10.2 Inch with Penci 8GB (4GBx2) Team High Performance Memory RAM Upgrade For HP - Co
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Hair Trimming Scissors Professional Tool Dog Clippers, Trimming BAIXIAOBAI Night lamp Creative Bee Charging Nightlight USB Cute Christmas Self-Adhesive Mural Merry Christmas Quote Cute Penguin MemoryMasters New 8GB 4GBx2 Memory for Dell Compatible Latitude Advancey 2 Pieces Anti-Slip Kitchen Mats Abstract Science Fictio Womens Cute Hoodie Dino Bunny Frog Cat Ear Hoodie Plus Size Blan Pastel Porcelain Rose Wedding Unity Candle Set: Candle Color: Iv Boho Chic Ziegler TOI Beige/Tan Wool Rug - 6'1'' x 9'2'' Women's Long Sleeve Hoodie Sweatshirts Halloween Fshion Print Co July King LED Light Guide Brake Lights For Toyota Land Cruise FJ
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Vegetable Dye Geometric Red Kazak Russian Oriental Area Rug Wool
1 2 3 4 5 Geometric Authentic Oushak Turkish Oriental Area Rug Hand-Knotte Japanese Style 3D Wallpaper Custom Wallpaper Restaurant Sushi Re American Shifter 372227 Shifter Kit (4L60E 16" E Brake Cable Tri XWU Stainless Steel Ring, A120 Double Bead Male Lock Ring Health HARD EDGE DESIGN Personalized Stuffed Green Turtle with Embroide PRINZ Shelves 15" White Wash Crown Molding Wood, Contemporary Fl ASPZQ Clear Table Cover Protector No-wash Tea Machine Table Mat Together Forever Two Stone Diamond Infinity Pendant for Mom in P Ybrktl15-! Men's Campass N Jogger Sweatpants, Fashion Sport Pant
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 N/ A Decorative Mural- Wallpaper Green Forest Nature Scenery Mur IUPin Hair Straight Human Hair 3 Bundles 16 18 20 Inch Straight
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 9k Yellow Gold Natural Diamond Emerald Womens Band Ring - Sizes Society6 Christmas Starbursts - Atomic Age Xmas Holiday Pattern
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 Restroom Sign Male Female Down Arrow Safety Business Sign Decal Outdoor Emergency Bag, Portable Portable Emergency Bag, Durable
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: 1x Fuel Pump Module Assembly with Sensor Compatible with Hyundai (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 YUXO Area Rugs for Living Room Retro Bohemian Rugs Indian Nation
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).