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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 Pbldb Nordic Style 3D Feather Wallpaper Living Room Tv Backgroun 7 8 DIY 5D Diamond Painting Kits for Adults Kids Full Drill Large Si KM 13/32 Super Primalloy Taper Shank Drill Power Stop KC2277 Z23 Evolution Sport Brake Kit with Calipers YTBLF Rope Net Decor Net ,Retro Balcony Stairs Wall Decoration Wasser End Table, Adult Assembly Required: Yes, Top Color: Clear
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Alician Wired Gaming Headset Headphone for PS4 Xbox One Nintend 13 WQTR Piggy Bank Mouse Piggy Bank for Adult and Child Financial S
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Xiaoshenyang Blanket, Xiaoshenyang Blanket, Flannel Throw Blanke NIUASH Car Accessories Carbon Fiber Steering Wheel Paddle Shifte Long Loose Deep Wave Style Human Hair Wigs HD Transparetn Lace F Shamhart Family American Gift Coffee Mug DIY Door Wall Stickers The sea Door Art Removable Door Stickers Mister Bear The Sword Dance Touken Ranbu Online Cosplay Costume Cartoon avocado love heart Adult Backpack, Unisex Backpack, Canf LJLWX Art Oiled Paper Umbrella Art Umbrella Silk Cloth Umbrella ZCXBHD Mountain Bike Wheelset 26/27.5/29in Disc Brake Sealed Bea
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Adorable Animal Backpack Laptop Backpack Casual Water Resistant 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 American Shifter 492067 Shifter Kit (6" TH350 E Brake Cable Trim Windshield Wipers Windshield Windscreen Wiper Blades for A4 S4 B Jojo'S Bizarre Adventure Cartoon Travel Backpack With Usb Busine Stand Around Creations Honeysuckle Set of 2; Air-Freshener/Deodo PPJ Barrel Round Tip AC/DC Adapter Replacement for GlobTek INC G F2213/8 YL004, XLPO Heat Shrink Tubing, Alpha Wire 5 Gallon Pneumatic Paint Mixer, 20L φ12MM Stainless Steel Air Pa Teamery 5 Ft Round Area Rugs for Living Room Haloween Pumpkin an 3dRose Van Gogh Irises-Iris, Flower, Wedding Anniversary, 25th A American Shifter 500803 Shifter Kit (10" E Brake Cable Clamp Tri
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Nostalgie DIAOD Bathroom Lavatory Towel Rack Towel Shelf with One Towel Ba DONGTAISHANGCHENG Wooden Vase Base Oval Lotus Base Dedicated to Cardinal Freestand Easyopen Binder W/ Locking Slant-D Shape Ring "Screws, self-Tapping Screws, washers, Bolts, Nuts" pan Head She Broonel Grey Fine Point Digital Active Stylus Pen Compatible wit Nike Boy's Therma Basketball Pant Koyo NRB K14X18X10 Needle Roller Bearing - 14 mm Bore, 18 mm OD, AeraVida Gorgeous Filigree Swirl Decorated Locket .925 Sterling
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Goonidy Round Neck Short Sleeve Women Dress Fashion Irregular Lo Barture 3D Living Room Sofa Coffee Table Floor Mat Stairs Modern Pbldb Removable Custom Wallpaper Large-Scale, Picturesque, Fairy Stainless Steel 50/100/150/200MM Length Metal Chrome-Plated Pegb Pink White Shih Tzu Women Dog Puppy PU Leather Printed Pattern C OneHoney Bathroom Rugs Set Watercolor Nautical Anchor Starfish S Accuform MDT162PTM RP-Plastic Safety Tag, Legend"Danger Hands Of 17Soclle Palm Tree Stable Camping Stool Portable Folding with Ca LAGarden 10 Pack 10 Gallon Potato Planting Bag Observation Harve Brewcraft Emily Capper For Botteling Beer Bottles Red 2 Lever
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
XDrum Coated Snare Drum Head 14 Inch
1 2 3 4 5 HETHYAN DIY Diamond Painting Space Full Square Diamond Embroider Jewels Obsession Gold Eagle Necklace | 14K White Gold Eagle Pend Witch Hands Snack Bowl Stand - Halloween Creative Snack Basket,C GXT High Visibility Reflective Running Cycling Arm Ankle Ban 3D Wallpaper Landscape Photo Wall Murals Living Room TV Sofa Wal Safavieh Kilim Collection KLM951B Handmade Flatweave Wool Runner Berenson 9130-10CZ-P Pull 3 Trad Adv 4 Champagne (25) Princess Paradise Girl's Vintage Red Riding Hood Costume, Medium Garage-Pro Hood Hinge Compatible with Honda Cr-V 2017-2018 Drive
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 For Acura Tl Outer Tail Light 2012 2013 2014 Driver and Passenge Large orange black Halloween wreath, Witch Wreath swag, Witches
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 14K Rose Gold .20ct White Diamond XRSM 8MM Motorcycle Swingarm Spools Slider Stand Screw Bolts for
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 Flo-rida Football Ga-tor Car Seat Covers Interior Mat Cushion Pa LJGYX Bath mat Shower Bath mat Environmental Protection Tasteles
Chapter 13 Neural Nets and Deep Learning PDF The Sea Otter Anti Theft Laptop Backpack Travel Backpacks Bookba Society6 Reiki Principles - Reiki Precepts #10 by Nartissima on
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 Gifts by Lulee, LLC Gold Overlay Cuban Curve Bracelet with Lobst 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 TOYOTA 72592-14010-03 Reclining Adjuster Knob 7 8 American Shifter 453755 C6 Shifter Kit 10" E Brake Cable Dipstic Lunarable Libra Flat Sheet, Continuous Simplistic Scale in Symme Fresh Fruits and Vegetables Printed Bath Towel is Made of A Uniq American Shifter 373996 Shifter Kit (TH350 16" E Brake Cable Cla Seafood Crab Lobster Reusable Large Lunch Bag - Insulated Collap
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 HARD EDGE DESIGN Unisex Luck of the Irish Shamrock Sweatshirt 13 LIWENGZ American Pastoral Bamboo Chandelier Chinese Retro Lanter
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Kobelli Floating Heart Diamond Necklace 3/4 CTW in 14K White Gol Replacement Part for TV TV LED Full Array Bar for LG32LP360H 32L Male Shaving Soap Bowl Facial Hair Lather Cleaning Container Sta 100 Pack Black Bird Cage Birdcage Nest 2-1/4" (58mm) Kitchen Cab MEIHE-Parts zhouqiqigege 2 Pcs LM UU Linear Motion Bearings LM30 Siemens LEM Plus Nuclear Camera 12V 35Ah Medical Battery - This Jigsaw Puzzles 2000 Pieces for Adults,Purple Sky Jigsaw Puzzles WDSWBEH Unisex Roller Skates Stylish PU Leather High Top Classic 1 Pcs Tablecloth Beige Embroidery Napkins Polyester Fabric Daisy
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 WFSH Champagne Sprayer Fountain Bottle Summer Party Props Adjust 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 KKCF Chair Mat, PVC Multifunction Waterproof High Impact Resista Bear Village Premium Screen Protector for Galaxy J1 2015, Temper XYAA Acrylic Clear Shelf Snack Rack Serving Platter for Dessert ZNND 26-inch Bicycle Wheels,Aluminum Alloy 24 Holes 4 Bearing Di REDDATES Coffee Beans on The Table Car Seat Cover Front Car Seat Shaving Soap Bowl Anself Metal Shaving Mug Bowl Barber Cleaning Empty Custom Mural Wallpaper 3D Stereo Abstract Geometric Photo Tropical Floral Los Angeles Black Mamba Basketball Jersey Player 10'1"x13'10" Abstract Design Wool and Silk Hand-Knotted Oriental Naruto Rug Anime Rugs for Bedroom Doormats 20x32 inches-B_40x60C
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Sports Drink Water Bottle [25fl oz] | Sports Water Bottle | Sque Rexroth New Aftermarket A10VSO71DFLR/31R-PRC62K05 Hydraulic Pist NANITHG Travel Laptop Backpack Bags Edgar Allan Poe Poem The Rav ZHJBD Smoking Set/Cigar Accessories Cigar Humidor Humidifier Box BMGKPRO36MTL - Kodak Professional Inkjet Photo Paper Roll Don't Be A Karen Relax Water Tracker Bottle Zjxxm Custom Wall Wallpaper European Style Retro Hand Painted Ra Money Box Cute Animal Piggy Bank Large Capacity Resin Zodiac Pig Carusos Mega Memory 60 Tablets
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Aerosoles Women's Slide Sandal WNSC Lightweight Anti-Rust Bass Strings 4, Bass Strings, for Ins HMEILI Motorcycle Accessories Navigation Bracket Mount Smartphon Wood Plaque Wall Hanging Sign for Kitchen Bathroom Trick or Trea Auto Front Seat Covers Set of 2, Universal Car Seat Covers Fit M Black Canyon Cilantro Lime Massage Oil, 128 Oz (1 Gallon) Metallic Wallpaper - Golden Pampas Grass Close Up - Dimension Hx HLLING Privacy Fence Screen, Windshield Shade Tarp Anti-Rust But N/ A Decorative Mural- Wallpaper Modern Feather Murals Living Ro Briefcases Waterproof Computer Tablet Shoulder Bag Carrying Case
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Beauty Decor Window Sheer Curtains for Bedroom Living Room Farm
1 2 3 4 5 Cartoon Quilt Cover Bedding Set Quilt Cover Light and Breathable MXRLZX 13x6 Front Lace Wig, Straight Hair, Human Hair, Handmade, Tipsy Elves's Women's Sloth Costume - Cute Grey Fuzzy Animal Hal MSN1211FGE Bower New Cylindrical Roller Bearing Barber Strop, Shaving Leather Strap Salon Sharpening Accessories Compatible with Ipad 10.2 Inch Ass Tail Paws Rabbit Rear View Sl DIY 5D Diamond Painting by Number Kits,Autumn Landscape Trees La DAP 795 3.0 Kitchen, Bath Plumbing Sealant, 8x6x12, Crystal Cl Women 1/3 CT Round Certified Red Onyx Floral Pendant, Antique Re
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 Fresh Seeds - Creeping Thyme Dwarf Ground Cover Thymus Serpyllum ZAMMFA for R1250GS R1200GS ADV LC R Nine T R1200 R1250 R/RS/RT k
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Wallpaper Mural Wall Sticker Vintage 3D Photo Wallpaper Wallpape AMPERSAND SHOPS Universal Golf Cart Club Cart 2-Gun Holder Rack
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 LUANAYUN-End Mills 8R0.5 8R1 HRC65 Tungsten Carbide CNC End Mill SISU Kids Ester C Star Orange, 120 CT
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: Now Hiring Mechanics Banner is a 13 oz Premium Heavy Weight Viny (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 InterestPrint Men's Zipper Hoodie Made from Polyester with Pocke
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).