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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 GemAbyss Beads Gemstone 4 Strand Natural Jade Smooth Coin Gemsto 7 8 3D Wallpaper Landscape Photo Wall Murals Living Room TV Sofa Wal INSUL AL MECH (14) 350-6 DUAL T UL CSA (Pack of 1) 3D Printer Parts Accessories, 3D Printer Filament ABS 1.75mm 1 QUIZAS Koita Italian Rice Milk, Non Dairy, Plant-Based, Non GMO, Vegan,
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Violet Evergarden Backpack Casual , Multi-Function Travel Lapto 13 Pillow Perfect Outdoor/Indoor Drizzle Summer Tufted Loveseat Cus
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 ProSphere Southern Illinois University Edwardsville Men's Perfor Clhhsy Photo Wallpaper 3D Cement Wall World Architecture Murals eCarpet Gallery Large Area Rug for Living Room, Bedroom | Hand-K REDDATES Crow Beak Car Seat Cover Front Car Seats Protector 2 Pa Replacement For Aprilia Scarabeo 500 125 Cc Year 2011 Parking Li ZDSM Footrests for Y-amaha YZF R1 1998-2021 R6 1999-2020 R6S 200 8-1/2 x 11" Neon Color High Light Fluorescent Labels for Laser Rexroth New Aftermarket A10VSO28DR/31R-VSA62K68 Hydraulic Piston JUND for 1996-1998 4Runner Limited V6 LTD FRONT BUMPER CHR VALAN
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Eagle High 220 AMP Alternator Fits Land Rover Discovery V6 3.0L 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 GZzw Qizi Keep Health and Safety Happy Men's Cotton Crewneck Fle Men's Elegant Winter Seasonal Quick Dry Short Swim Trunks, Class NLKE Home Tablecover Waterproof PVC 0.3mm Thick Crystal Clear Pr SNW144-7 15/16 FSQ New Adapter STEYR N306M Cylindrical Roller Bearing Automotive Interior Seat Covers for Cars Front Seat Protective P ZKS-KS Bathroom Shelf, Premium Bamboo Bathtub Tray Caddy,Adjusta ScottDecor Aquatic 3D Double-Sided AdhesiveWallpaper Cute Dolphi GemAbyss Beads Gemstone 1 Strand Natural Peridot - Micro Faceted Pulsafeeder LMH4T2-KTH2-WA007
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Shoulder Bags Luxury Handbags Women Bags Designer Soft Tassel Mo ZXDHNS Photo Wallpaper Wall Mural - Blue Abstract Flowers W X H/ SanFlash Kingston 512GB React MicroSDXC for Xiaomi M2003J15SG wi December Birthstone - 3/4 CT Claw Set Swiss Blue Topaz Stackable Custom Photo Wallpaper Modern 3D Stereoscopic Relief Flower Livi Customized Name 3D Cap Hat Camping Cap Ntk-30Nq020 Text Name Cus Get Rhythm eCarpet Gallery Large Area Rug for Living Room, Bedroom | Hand-K Sunflower Field On Wooden 1 Front Seat Cover Auto Seats Protecto
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Clara Pucci 1.1 ct Brilliant Emerald Cut Solitaire Stunning Flaw Embry-Riddle Aeronautical University Prescott Men's Performance Glass Crystal 6mm 8mm 10mm 12mm 14mm 16mm 18mm Fancy Colors Mix Clearance Antique Brown Floral Art Deco Nichols Chinese Oriental 3pcs Cute Dog Paw Bones Backpack Set With Lunch Bags Pencil Case AAAbrasives 7x5/8-11#120 Zirc T-27 (Flat), Abrasive Flap Disc St (8000 pcs) #10-24 X 7/16", Machine Screws, Round Slot Drive, Ful DZX Simple Storage Bucket Cotton Rope Hamper Storage Basket Toy Mens 2 Piece Pajamas Set Cotton Long Sleeve Pjs Sleepwear Lounge TOYOTA 58561-33040 Floor Silencer
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
LCNING Wig Wigs Wig Lace Front Natural Hair Shadow Human Hair Wi
1 2 3 4 5 Carlo Gavazzi RM1A48A100 Solid State Relay 1/2-2 Carat 14K Yellow Gold GIA Certified Emerald Cut Diamond Pe RedlineGoods Leather Shift Boot+ebrake Boot Set Tailor Made for QDAXZJPRLB Wallpaper Wall Sticker Aspen Trees Forest Self Adhesi Crystal Impressions 3D Crystal Photo Gift – Custom Photo Engrave 3D Door Sticker Murals Self-Adhesive Door Decals, Vintage Reinde Atsumi Saori Fullalbum Fingerprint Padlock, Rustproof USB Powered Smart Door Lock for H Amphenol Part Number PTB-14-12PS
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 96 128 160mm Rustico Rural Printing Ceramic Kitchen Cabinet Cupb 3Ct Black Diamond Solitaire Pendant Necklace in 14k White or Yel
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 unbrended 25 100 FT Expanding Flexible Latex Water Hose Garden 1.75 CT Simple Solitaire Ring with Lab Created Black Diamond and
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 Dragon Sword Bedding Sets Awesome Beach Activities Printed 3PCS YellowMaps Sunset Knoll 2 SW AZ topo map, 1:24000 Scale, 7.5 X 7
Chapter 13 Neural Nets and Deep Learning PDF New Aqua Blue Tailed Mermaid Listening to Sconce Figurine 12" H CURANI Casual Backpack Little Tiger School Bag Laptop Bag Travel
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 Lean Cuisine Vermont White Cheddar Macaroni Cheese Dinner | Fr 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 20/8C 20awg 8 Conductor Solid Thermostat Cable CL2 Brown - Qty o 7 8 ProSphere North Dakota State University Men's Performance T-Shir ERA Paints Automotive Touch Up Spray Paint Kit for Ford Adrenali Men's Athletic Sandal Outdoor Sport Sandal 9pcs Superior Game Cowhide Leather, Pu Toys for Indoor HPO White and Grey Mouse Costume, Mask and Bundle - Long Synthet
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 New Silicone Bottle Opener Non-slip Zipper Screw Cap Jar Openers 13 Handmade Glass Jewel Picture Frame OOAK
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Duck Hawaiian Shirts, Hawaiian Shirts, Hawaiian Shirt, Hawaiian Hacos Women's Ghost Bride Dress Costume Vampire Devil Uniform Wi 3-Pack Replacement for Whirlpool GI0FSAXVY Refrigerator Water Fi HHF Tab Cases Covers Laptop Bag Sleeve Case for Laptop Hoes 13 Bonamaison Coasters - Set of 4 -Premium Absorbent MDF - 9x9CM (E Emoshayoga Oil Dispenser 18.59oz Oil Bottle with Handle Glass Le Anti-Fog Wipe, Glasses Cleaning Cloth, Glasses, Tablets, Screen DONGSHUAI Cocktail Shaker Set Bartender Kit, 16 PCS Bar Tools Se 500ml Burgundy Glass Crystal Glass red Wine Glass Hand Blown FAN
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Out of My Head 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 WPYYI Ceramic Stone Grinding Semi-automatic Tea Set,creative Kun LXXAIWYB Creative Sunflower-Shaped Lamp Bird Feeder, Wild Bird F Petitebella Pink Cupcake 1 to 6 White Shirt Pink Blue Petal Skir Midland 540804S Brass D.O.T. Push-in 45° Swivel Male Elbow, 1/2" QHW Ground Cover Lining, Garden Weed Barrier, Landscape Fabric, HSJA Customize Wall Mural Wallpaper Cartoon Animal Plant DIY Hom Valianto 5" Air Random Orbital Sander, Dual Action Pneumatic Orb Predators Attention OUVRIR LA Porte LENTEMENT (French) Epinki Women 18K Gold Round Pear Tourmaline Ring Anniversary Wed
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Decorative Throw Blanket Comfortable Soft Cotton Knit Throw Blan CXYGHXGY Spring Loaded Tension Curtain Rod,140-260cm Extendable Minty Mint Women's V Neck Stretch Medical Scrub Set w Side Panel Hair Cutting Scissors, 5.5 or 6 Inch Professional Hairdressing S Chanson Francaise Backpack Travel Bags Laptop Casual Bag summer holiday for Women FOURFOOL Long Runner Rug Peacock Abstract Bird Exquisite Tail Pa DABMR Summer Sandals for Women, Comfort Platform Leather Sandals Rachmaninoff: Symphony No.3 [Vinyl]
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 SUZM Aquarium Background Fish Tank Decor Paper Wire Decor Old Ru Jesus Malverde Adult Children Backpack Bag Shoulder Bag Postman iselezm Cute Animal Wall Art Canvas Painting Posters and Prints For Jeep 2008-2009 Liberty Sport Utility Headlight Assembly Left Olivefox Round Area Rugs Thanksgiving Pineapple Watercolor Paint Ultra-Slim Black Adjustable Tilt/Tilting Wall Mount Bracket for Cave, Sea, Moonlight Landscape Diamond Painting Kits for Adults, Drama CD A-Tech 16GB Memory RAM for Dell Inspiron 15 3000 3505 - DDR4 320 FAG NUP2205E-TVP2 Cylindrical Roller Bearing, Single Row, Straig
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
HARTING - 09670504754 - D Sub Connector Receptacle DD 50 Contact
1 2 3 4 5 1/4-14X2 1/2 Slotted Indented Hex Washer Self Tapping Screw Type BAIJIAXIUSHANG for Desktop 3D Printer Special Linear Bearing LM6 BYCDD Portable Cloth Wardrobe, Steel Pipe Hanging Rod Shelf Cabi 20 Pcs Small Heavy Duty Metal Steel Wall Mount Garage Storage J Custom 0.12 CT Brilliant Cut Certified Tanzanite Gold Engraved P 14k Yellow Gold Cat Ball Pendant Charm Necklace Animal Fine Jewe MKWEY Patio Furniture Covers for Winter Round Table 110x43in, Ga XKOEY Bathroom Shelf Wall Mounted Stainless Steel Storage Rack Bommer 30294640 4" Double Acting Mortise Spring Hinge Oil Rubbed
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 ZKAIAI Screen Display TV Mounts TV Wall Mount for Most 14-42 LED Rexroth New Aftermarket A10VSO45DFR/31R-VWA12K02 Hydraulic Pisto
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 135L Collapsible Laundry Hamper Large Sorter Basket Bin 3 Sectio 14kt Yellow Gold 1/5 CTW Diamond Fleur De Lis 16" Necklace
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 YBRR Replica WW2 US Army American HBT USMC Navy Marine Corps Cas MULMOTO Motorcycle Swingarm Slider Spools Stand Screws for CB500
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: Wall Decal J'M Super Girl, Perfect for Kids Bedroom and Kids Bir (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 Stainless Steel Beard Shave Soap Bowl, Large Men's Durable Shave
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).