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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 Clitoral Suckiṇg Vibrator Rabbit Vibrarator for Women Thrustin 7 8 Ilsco IK-2 Split Bolt Connector, Copper, 6-2 AWG- Pack of 5 JUN 15 Sets Rear Tailgate Trunk Liftgate Lift Support Struts Com SODIKA 2 Pieces Anti Fatigue Kitchen Floor Mats Non Slip Waterpr UQGHQO Women Sweatshirt Sexy One-Shoulder Pullover Tops Button T FVGKYS Wall Decals Art 3D Custom Poster Mural Retro House Buildi
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 4" Coasters For Drinksr, Colorful Splash Paint Art Black Backgro 13 AJIU LED Plant Grow Light, Full Spectrum Growing Lamp for Indoor
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Battery Replacement for T7B31AA ProBook645G2(T9E09AW),ProBook645 Personalized Baseball Eat Sleep Drink and Baseball Halloween Dec Six Toyssex Toys for Couples, Stimulator Suction Vibrartorfor Se Rexroth New Aftermarket A10VO45DRG/31R-PSC12N00 Hydraulic Piston Accuform MPLR706XV, 7" x 5" Safety Sign"Wood and Timber", Pack o Corn Light Dimmable 3W E17 2508 COB 200-300 Lm Warm White Cool W Humming Birds With Pink Laptop Shoulder Bag Waterproof Messenger Genuine Chrysler 1AMFP00142 Fuel Pump TOOWGM Car Ignition Coil Repair Kits OEM 6235037 9198834 9042448
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Holland Bar Stool Co. L211-36" Black Wrinkle South Florida Pub T 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Chunky Woven Blanket Polyester Fiber Throw Hand Woven Yarn Breat Daikokuten Sunshine and Sand Comforter Set Bedding Four Size – 3 3D Cartoon Cat 725 Wall Paper Print Decal Deco Wall Mural Self-A Parker 150F-6-2-pk10 Elbow, 3/8" Flare x FNPT, Brass, 90 Degree Keep Warm Back Brace Far Infrared Magnetic Therapy Lumbar Suppor YellowMaps White Patch Draw NV topo map, 1:24000 Scale, 7.5 X 7. MEIGONGJU Abstract Design Carpet 3D Printed Cloud Layer Nodic So R209C102 MRC New Cylindrical Roller Bearing Teranishi Chemical Industry permanent marker Magic ink dedicated Christmas Santa Claus Snowman Parasol Compact Rain Umbrella Rain
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Clhhsy Waterproof and Removable Custom Photo Wallpaper for Walls DIY 5D Diamond Painting by Number Kit Full Drill Crystal Rhinest Stack Nest Containers, 20 7/8" x 18 1/4" x 9 7/8", Gray, 3/Cas School Backpack Bookbag Laptop Daypack Schoolbag for men Teens B American Shifter 406739 Shifter Kit (4L60E 10" E Brake Cable Cla ppl Pine Floating Shelves Wall Mounted Shelves - Living Room Dec Pulsafeeder LB02SA-VTTJ-XXX DDUU Personalized Name Notebook Purse Travel Backpack Laptop for Pokaiha Starry Sky Adult Backpack, Waterproof Leisure Backpack L
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Chaos Japanese Thriller - Hideo Nakata - Region ALL 15 Pcs Screen Partition - 34 x 57 inch - White Room Divider Scre Plantronics Savi S8240 Headset Pouffe Stool Footstool Ottoman Bench Multifunctional Folding Sho Fengflaw Ruffle Bed Cover Skirt 3 Pieces Pink Double/Single Ruff Mongolian Archer 13-14 Centuries Hand Painted Tin Metal 54mm Act Supergirl Kids Costume - Large Plus Wall Decal The Grillfather, DIY Wall Art Murals for Girls Teens 14k Yellow Gold Plain Large .013 Gauge Facing Left Engravable Gi Fruit Grape College School Backpack Casual Daypack laptop backpa
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
REDDATES Grapes Pattern Car Seat Cover Front Car Seats Protector
1 2 3 4 5 Case for Ipad Pro 12.9 3D Wallpaper Seven Horses Running Protect Floating Shelf Wall Shelf Wall-Mounted TV Shelf Bedroom Living R AJIAHONG Centerpieces for Wedding Home Table Decor, Pillar Candl Water cup ceramic cup, frosted ceramic coffee mug, mug, gift cup Diamond Painting Kits for Adults,DIY 5D Diamond Art Painting by Straw Storage Baskets Box Handwoven Multipurpose Container Decor Patchwork Deer in White Travel Daypack Student Rucksack Laptop B LCNING Wig Wigs Deep Wave 13X4 Lace Front Wig Brazilian Human Ha IndianShelf Handmade Glass Bridge Door Pulls Drawer Handles (Ant
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 Under Wrap Toddler Astronaut Costume BLUCNO 3 Piece Bedding Sets,Ice Cream Duvet Cover 3 Piece Comfor
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 TEAYASON Glass Vase Light Bubble Blue Glass Flower Model Room Li CGSignLab 2455058_5absw_27x18_None Christmas Sale, Stripes Blue
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 Bumper Cover Rear Compatible with Infiniti QX60 2016-2018 FAFZ Towel Shelf Wall-Mounted Rust-Proof Towel Rail, Bathroom/Sh
Chapter 13 Neural Nets and Deep Learning PDF Rechargeable and Waterproof Rose for Women, 2021 Upgrade Rose Fl Dreamwave Disney Minnie Mouse Winter Coat Puffer Jacket
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 INTERESTPRINT Snowman with Birds Front Seat Covers 2 pc, Entire 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 Heizlüfter Wall Clock Wall Clock Nano-Clean 3D Relief Hand Paint 7 8 Digital Watchdog | DWC-MV421D | 2MP IP Camera, Dome, Day/Night, CSTY-28884 Accessory for Car ABS Black Carbon Fiber Middle Conso Joe Biden for President 13 oz Heavy Duty Vinyl Banner Sign with AMLaost Car Accessories Car Steering Wheel Shift Paddles Extensi Replacement For Mini Jcw Countryman Year 2011 Parking Light By T
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Barber Shop Old School (18" X 24") Yard Sign, Quantity Discounts 13 CAHPWD The Ri-Sing of The Shi-ELD Hero Bedding Set 3 Piece with
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Red Vow Painting by Number Kit DIY Oil Framed Canvas Paint-Farms 1.47ct Brilliant Round Cut Solitaire three stone Flawless Natura American Shifter 420414 Shifter Kit (4L60 16" E Brake Cable Clam Jigsaw Puzzles Germany Cologne 1000 Piece Jigsaw Puzzle for Adul LWSJP Napkin Ring 6/10 Pcs Gold Napkin Rings Metal Napkin Buckle YF-CHEN Telescope Monocular Binoculars Telescope BAK4 10X50 HD B RDJSHOP Golf Nets Mats,Use Real Or Practice Balls, New and Impro Replacement For Dell 0nkdwn Battery By Technical Precision CHLORINE (BILINGUAL)
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 JENCH Kit Electric Fuel Pump Gas Compatible with B_MW 325 330 16 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Kammas 500pcs 1N5408 IN5408 3A/1000V Axial-Lead Standard Recover 4-Step (2+2) Collapsible Pool Ladder - Stainless Steel Boat Ladd RBESBB Palm TreeLightweight Blanket for Bed Couch Unisex, Soft B Mud Pie Orange Pumpkin Napkin Ring, 2 Inch 4PCS Pretty Eyelash White Shower Curtain Waterproof Soft Cloth P 14K White Gold 1.75 Carat LAB GROWN DIAMOND Curving Pave Prong Hand Chunky Knitted Blanket Thick Yarn Merino Wool Bulky Knittin Fine Line Printing -Compatible for HP 822A - Black - C8560A Comp Ultra Optical Zoom Camera Area Scan Camera Gigabit Ethernet for SSSY Angel Cupids Resin Statues, Wings Angel Arts Crafts Memoria
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 925 Sterling Silver Textured Polished Satin Back Reversible Hold Diamond2Deal 14K Rose 3 mm Rope Half Round Comfort Fit Wedding B Snufeve Camera Cage, 2 in 1 Camera Rig, for Hand Holding Smartph All Gone in Moments Clever Travel Companion Crew Neck T-Shirt with Secret Pocket Sandvik Coromant R216.24 Carbide Corner Radius End Mill, Metric, Room Interior Door Decals,Boys Jurassic Animals Baby Door Films ANBF Wigs European and American Trends Wigs Ladies lace Wig Blac Nourison Royal Moroccan Distressed Bohemian Navy/Grey 8' x 10' A
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Indian Pure Copper Water Bottle with Lid for Ayurvedic Health Be German Shepherd Dog Portrait Reusable Insulated Tote Lunch Bag F Remco 5 Mini Bench Scraper - Lime (12 Units) WHEEJE Iron Bathroom Mirror Wooden Desktop HD Single Sided Class Russell Athletic Men's Cotton Rich 2.0 Premium Fleece Hoodie Solid 14K Rose Gold 1/5 CTW Diamond Bar 16-18" Necklace EBC Brakes DP42256R Yellowstuff Performance Brake Pad SODIKA Fleece Bed Blanket Throw Fuzzy Lightweight Plush Throw Su Kotton King Pom Pom Tailored BedSkirt 100% Egyptian Cotton 800 T Hershii Square Deepened Garden Raised Bed Kits DIY Plastic Plant
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
CYLINDRICAL ROLLER BRGS
1 2 3 4 5 Kyydod Outdoor Gardening Angel Welcome Sculpture Decoration Resi Daesar Christmas Curtains for Windows, Blackout Drapes 2 Panel G XJJZS New Rainbow Blankets Warm Bed Bedspread Coverlet Short Hai 90 smạll tụbẹrs Goụndnụt, hopnịss, potạtoẹs bẹ 1 Pc Miniature Circuit Breaker Lock, Red Circuit Breaker Lock Ai Mazda ZZD0-13-35XB Electric Fuel Pump RYYAIYL Shower Rails Anti-Slip Armrests Thicker Stainless Steel Dr. ColorChip Road Rash Automobile Touch-Up Paint Kit, Compatibl WZQUQ Elephant Animal - 1000 Piece Jigsaw Puzzle Adult Child
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 Beautiful Flowers Backpack For Men,Laptop Travel Backpack For Wo ZBYY Women's Knee Length Boots,Lace Up Western Cowboy Knee High
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 NINEHASA RGB Gaming Mouse Pad Abstract Modern Painting in Mondri Window Sea Beach Mew Photo Wall Mural Wallpaper for Living Room
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 Women Hoodies Pullover, Casual Long Sleeve Buttons Sweatshirt wi Rexroth New Aftermarket A10VSO71DFR1/31L-PWC42N00 Hydraulic Pist
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: eCarpet Gallery Large Area Rug for Living Room, Bedroom | Hand-K (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 Aero 312-1219 Taperfit 2 Uncorded Ear Plugs
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).