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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 Blank Inkjet PVC ID Cards, Double Sided Printing (200) 7 8 3D Door Stickers Murals Ryutp DIY Vinyl Self-Adhesive Door Decal 2 Pairs Eyeglass Leg Cover Anti-wear Ear Accessories, D07 LLCY Shade Cloth 85% Sunblock Shade Cloth Net Black Resistant - Jobber Drill,#54,Cobalt -6 Pack Wall Sticker for Bedroom Living Room Golden Retriever Young Pedi
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Queenker 3 Pieces Bath Rug Set Toilet Seat Cover White Anchor Co 13 Animal Decor Lightweight Super Soft Blanket Ballerina Dancing wi
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Rossi Sitting 644 Tobacco Pipe Fauge Folding Humidifier Fan Desktop Can Shake Your Head Desktop Threadart Metallic Foil Red Heat Transfer Vinyl Film, Iron On 20 AdoDecor Astronaut Moon Cushion Cover Balloon Square Star Peach HWCUHL 3D Wall Stickers Mural Artistic Red Flower Wallpaper Mura Fragrant Yellow Daffodil Bulbs - NarcissusYellow Cheerfulness - DIY 5D Diamond Painting by Number Kit Full Drill Crystal Rhinest Fevas Bearing 81220 9220 81220M P5 P6 100X150X38mm Cylindrical R WoJogom Summer Women Sandals 3 Color Stitching Sandals Ladies Op
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Anime Fairy Tail Car Seat Covers,Front Seat Protector Compatible 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 The Tree of Life Handmade Hand Embroidered Customizable Floor Wa Goujxcy Adjustable Laptop Desk,Office Home Movable Table Bedside 3D Flower 8621 Floor Wallpaper Murals Wall Print Decal AJ WALLPA Emerald and Diamond Pendant 14K White Gold 1.00 CT TGW Axis Scientific Mini Human Skeleton Model with Metal Stand - 31" AX Armani Exchange Men's Bermuda EKDSPW Retro Candle Holder Iron Candle Holder Square Candle Cup 1.60ct Emerald Round Cut Pave Halo Split Shank Solitaire Accent EZON-CH Pirate Husky Dog with Hat Watercolor Background Bedding Ochoos Funssor 5pcs/lot NEMA 23 Metal Rubber Stepper Motor Vib
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Peterson Silver Cap Sandblast 68 Tobacco Pipe 100-1723 ETTSSMKKDWYLLK U.S. Army Air Forces Mens Swim Trunks Summer Cool 13 4 Lace Front Human Hair Wigs for Women Natural Color Brazilia Backpack for Teens Men Women Storage Packet,Floral Cherry Blosso Rexroth New Aftermarket A10VSO45DRG/31R-VUC11N00 Hydraulic Pisto Kimball 24" Green Works Floor Broom (Block Only) We Are Angels - Complete Series - 4-DVD Box Set ( Noi siamo ange 1/2/4PCS INSIDE INTERIOR DOOR HANDLE Fit FOR HYUNDAI ELANTRA 200 Figurine Pop Manga Straw hat Shape Man Snake with Four speeds Lu
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Vietnam Veteran Da Nang Canvas Backpack Adjustable Laptop Bookba 5in LED Ring Light Selfie Ring Light with Tripod Stand, Lamp Adj Fingerprint Lock,Electronic Smart Drawer Fingerprint Cabinet Doo LFLQEW 1pc M161.0/1.25/1.5/2.0mm HSSM35 Co5% Spiral Flute Machi We Hunt Together: Season 1 | Eve Myles | NON-USA Format Region 4 Gemonite Flower Inspired Primrose 2.0TCW Marquise Cut Stud Moiss Cape Craftsmen Metal Basket Display - 16 x 16 x 13 Inches Chemglass CHEMG CG-510-02 QINGMEI Motorcycle Windshield Pare-brise Naked Motorcycle Access 1 CT Solitaire Ruby Ring, 5.5 MM Princess Cut Engagement Ring, S
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
RUYII Handmade Macrame Wall Hanging Woven Wall Art Handmade Bohe
1 2 3 4 5 VinMea Car Seat Covers Set of 2 Tucson Buffalo Stripe Turquoise Jigsaw Puzzle for Adults Switzerland The Matterhorn Zermatt Puzz Bungou Stray Dogs Backpack Lightweight , Multi-Function Travel Anderson Brush 11110 Stringer Bead Knot Wire Wheels-STCM Series- Baldwin EN.ELL.TSR Ellipse Keyed Entry Single Cylinder Knobset w LIMEI-ZEN Tabletop Globe explore the world Educational Swivel Gl for Mermaids Shelf Sitting Figurines Set of 2 Resin 10 Inches Su Wallpaper Sticker Wallpaper 3D Mural Hand Drawn Chinese Style Wo Sri Sri Tattva Raktashodhini Vati 500Mg Tablet - 60 Count
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 LIFEMUSION Area Round Rug for Indoor Outdoor Modern Orange Smear Verified by SanFlash Ultra SanDisk 1TB Works for Karbonn Fashion
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 SDKFJ Camping Tent Instant Cabana with Carrying Bag Tent Outdoor Kagero
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 WUTMVING Kawaii Funny Cartoon Octopus Baby 2 Pack Microfiber Bea Synvy Privacy Screen Protector, Compatible with 31.5" Philips 32
Chapter 13 Neural Nets and Deep Learning PDF PLJSKJ Motorcycle Accessories 146Pcs Auto Bumper Fastener Rivet ScottDecor Watercolor Flower Home Decor Aquarium Background Mead
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 Meat Cleaver Kitchen Knife Kitchen Boning Knife with Sheath, 7'' 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 Ant Factory,Ant Nest Insect Pet Ant Works Farm Ant House Ants Ca 7 8 Dell PowerEdge R720 8 Bay LFF 2U Server, 2X Intel Xeon E5-2680 2 Rebecca Vallance Women's Jame Midi Dress ZZL Fashion Pendants Photo Lockets S925 Sterling Silver Heart-Sh YINLAN Outdoor Garden Decoration Sculpture Creative Garden Decor Rough Guide to Salsa
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Mighty Max Battery 12V 7.2AH SLA Battery for Vision Budget Pro 1 13 Soho Square: Beauty The Beast
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 RHG 11-Piece Resistance Bands Set, Include 4 Resistance Bands, 2 12 pack HEPA Bags for Kirby Vacuum Cleaners All G models bag Letter G Chair Mat, Spring Inspired Foliage Nature Theme Butterf Thaisan7 Cabinet Drawer Hollow Stainless Stee Handles Kitchen Ba SALALIS Faucet Nozzle, Water Saving Device Infrared Sensor Meet Magic Music Alibi 8-Camera 2.1 Megapixel 65' IR HD-TVI Hybrid+ Outdoor Dome WOLDce Chrome Carbon Fiber Car Door Handle Cover Trim Car Stylin 0.22 Carat Pave Certified Diamond Cluster Round Disc Charm Penda
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Eprocase Custom Personalized Doormat Rubber Backing Non-Slip Out 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4603 v Tractor Zjxxm Custom Any Size Sticker 3 D Floor Tile Ground Floor Bathro Multi-Size Huge Anạl Plụg Toys Metal Diamond Bútt Pluĝs Tra Wireless Controller for Nintendo Switch - KINGEAR Kawaii Accesso Carriage Bolts Round Head Square Neck Part Thread A307 Steel Zin Camping Stool Beach Turtle Mini Folding Chair Portable Stool for NDISTIN Funky Horse Pattern Car Floor Mats 4 Pieces Front Rear NZQLJT Picnic Basket, Large Capacity Waterproof Picnic Lunch Bag Artistic Weavers Cadeo Vintage Printed Area Rug, 9'3" x 12', Pin
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Church Secretary Always Right Spun Polyester Square Pillow Iinger Carbon Fiber Style Car Console Air Condition Outlet Vent Heartmender Video Cable Pure Copper US Power Cord Cable Audiophile Power Cor Yanekop Womens Tummy Control Swimdress Tankini Set Slimming Swim MDKAZ Clothes for Pets Cute Dog Dress Dog Clothes for Small Dogs American Shifter 484165 Shifter Kit (TH400 23 Swan E Brake Cable Weld Racing 10 in Wheel Rim Mud Cover Beadlock Ring P/N P650-531 Relax
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Merrick Wet Food Topper Heart Key Pendant, Solid Gold Floral Key Necklace, 0.15 CT Round Easy to carry at home Umberllas Long Umbrella Men's Women's 16 B YJYDD Chaise Lounge Cushions Outdoor Chair Deep Seat Patio Pad 7 Large Soft Warm Fleece Cuddly Throw Sofa Double King Bed Blanket Oxford Cloth Aluminum Film Type Car Sewn Car Cover Car Cover Sun KISAD 5PCS/10PCS/15PCS Solar Lights Outdoor Garden Decorative Fl Green Silver Plated Triangle Pendant Necklace Women's Fashion Je 14kt White Gold Round Diamond Bridal Wedding Ring Band Set 1 Ctt Beard Grooming Care Kit, Beard Trimming Kit, Beard Shaping Tem
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
PAINTSCRATCH Touch Up Paint Pen Car Scratch Repair Kit - Compati
1 2 3 4 5 Antique Decor PVC Aquarium Background Sketch of A Classic Parlor The Waterford Collection Large Rose Bear with Box - 16" Handmade Pbldb Customized Large-Scale 3D Mural Wallpaper Modern Contracte Galeria Long Handle Bright Brush W N (14) Diamond Painting Kits for Adults,Full Drill DIY 5D Diamond Art C Alloy 4130 Normalized Chromoly Seamless Round Tube - 1 5/8" x .0 HWCUHL Wall Stickers Kids Bedroom Retro Cabin Canvas Art Wall De Triveni Art Crafts Indian Home Decor Antique Design Fine Kali Hit Parade One
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 Bomb 3D Printing Cover Twin Bedding Set Soft and Breathable 3 Pi 4 Pairs Soft Silicone Eyeglass Ear Hook Pads Cover Eyeglass Acce
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Anti Nausea Bracelet, Morning Sickness Relief, Designer Nausea B Personalized A Beautifull Imange About Service Such As Wine Quil
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 QPLKKMOI Spacious Sleeping Bag, for Backpacking,Hiking, Waterpro PATANJALI MUKTA VATI (120 TABLETS) (PACK OF 2)
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: NIdezuiai Mural Wallpaper Customize 4D Wall Decoration,Model Rom (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 Betsy Drake ZP1103 Throw Pillow, 20 inches x 24 inches, Multi
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).