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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 FZX LED Torch Flashlight Super Bright Pocket Size Suit for Campi 7 8 Nicokee Fox Car Seat Covers Animal Abstract Arctic Forest Nature HYDROPHOR OINT GERITREX 16OZ AIZYR Tibetan Singing Bowls Copper, Singing Bowls Meditation - H Chair Cushions with Ties Set of 4 Garden Chair Cushions 40x40x5c Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4620 8
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 6'4"x8'9" Hand Knotted Gray Angora Oushak with Soft Velvety Wool 13 Wall Murals,Hand Painted Mural Wallpaper HD Plant Flamingo Bea
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Society6 Mid Century Modern Shapes 1950s Colors by Mahe`s Art Sh Rexroth New Aftermarket A10VSO71DFLR/31L-PKC61K05 Hydraulic Pist Sterling Silver Perched Parrot Charm Silver Perched Parrot Charm New York Giants – NFL License Plate Tag Frame Freshwater Cultured Pearl Pendant with Diamond Open Circle (10mm RGB Mouse Pads Sailor Moon RGB Large Gaming Mouse Pad Gamer Led KSGH Tabletop Ceramic Oil Vinegar Bottle Dispenser 500ml2,Kitche UXZDX CUJUX Single Tier Rectangle Bath,Kitchen Rack Copper Bat ZHEGE Combination Lock, 4 Digit Outdoor Waterproof Padlock for S
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Drip Stand 4 Hook Foldable Portable IV Pole with Adjustable Heig 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 YellowMaps Nabesna C 4 AK topo map, 1:63360 Scale, 15 X 15 Minut 12 Packs Kitchen Cabinet Knobs,Tree Bird,Pulls Cupboard Handles SIGOUYI 4PCS Shower Curtain Set with 36x72Inch Waterproof Polyes Marguerite One Piece Large-Capacity Lightweight Printing College Dr. ColorChip Road Rash Automobile Touch-Up Paint Kit, Compatibl Artificial Paphiopedilum Lady Slipper Orchid W/O Pot. Silk Flowe Platinum 4-Prong Basket Asscher-Cut Diamond Solitaire Pendant (1 Household items Corridor Door partition bar Cowboy Door, Double 2 Pieces 3/4" X 3-1/2" Aluminum 6061 Flat BAR 20" Long Solid T65 Colorful Butterflies On Flowersprinting Women'S Lunch Bag,Portab
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Pemberly Row 5 Shelf 10 Door Bookcase in Mahogany SIGOUYI Kitchen Rugs and Mats Set of 2, Cartoon Lovely Jellyfish Verified by SanFlash Ultra SanDisk 1TB Works for Asus ROG Phone Rexroth New Aftermarket A10VO28DFR1/31L-VWA11K03 Hydraulic Pisto AoneJewelry IGI Certified 1.00 CT Round White Diamond Solitaire Motorcycle Covers Compatible with Motorcycle Cover Benelli BJ150 Scag Link, Deck Lift Part # 423434 Feelyou Lighthouse Bed Sheet Set for Boys Kids Child,Nautical Th FAG HJ226E Cylindrical Roller Bearing Angle Ring, Metric, 130mm
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 1000 Flags Limited Herm Channel Islands Flag with Rope and Toggl Breeze Decor BD-SS-GS-108101-IP-BO-D-US13-BD 13 x 18.5 in. Washi QLANG Electric Lift Chair with Adjustable Massage Function Livin LUMISOL Accent Chair, Linen Upholstery Sofa Chair with Solid Woo New Genshin Impact Cosplay Uniform Dress Adult Halloween Party C The Golden-Girls Large Capacity Zip Backpack Bag Laptop Bag For Chair-Pads,Plush Chair Cushion,Thicker Chaise Lounge Cushion Hig DIERYA Mechanical Gaming Keyboard 60% True RGB Backlit Bluetooth Silverwala 925-92.5 Sterling Silver Cubic Zirconia,Onyx,Sapphire Replacement for Batteries and Light Bulbs Vipr400/36 Projector T
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Dunlop 5006SI Ergo Pickholder,Black
1 2 3 4 5 TX GIRL 1 Piece Archery Stabilizer Camo Rubber Compound Bow Acce 5 Pcs of Zinc Plate Steel, Grade 2 Carriage Bolt/Screw 5/8"-11 x Customized Name 3D Printed Cap Hat American Skull Racing Life Cl Gold Diamonds Jewellery 1/15 ct tw Round Cut Blue Topaz 14k Go Backpack And Lunch Bag Set 2 Piece, Universe Galaxy Print Backpa ZRONGQF Round Rug for Living Room Super Soft Carpet Simple Creat ProSphere McNeese State University Girls' Pullover Hoodie, Schoo Manley 14087-8 H-Beam Connecting Rod Set MYERZI Antifog Wall-Mounted Makeup Mirror 6-inch Bathroom Vanity
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 LuckyTagy Butterflies Swimming Pool 3 Pieces Bathroom Rug Set Ma TYUT Exterior Door Handle Compatiable With 20EX EX Front Passeng
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 0.33 Cttw Round Natural Diamond Due Drop Mother Child Pendant Ne Compatible with Chevy Silverado Truck 2007-2013 Speakers Replace
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 Router Rack Three-Layer Wall Mount WiFi Router Stand White Float Hugo Boss Men's Corva 3 in 1 Detachable Vest Jacket
Chapter 13 Neural Nets and Deep Learning PDF Ronglibai Mannequin Torso Mannequin Stand Professional Half Body Tekken Hybrid (PS3)
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 KarParts360: For 2007 2008 2009 Mercedes-Benz E63 AMG Tail Light 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 [email protected]. 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 Chanety Waterproof Outdoor Solar Wall Lamp Black Led Wall Light 7 8 Innovative 8111 14kt Gold St. Hubert of Liege Medal. Patron Saint of Archers/Hun zongshengshop Creative Coat Rack Wall-Mounted Coat Rack Hook Ent Bedspread Quilt Twin Size Happy Valentine's Day Truck with Ballo Pulls 3 Pieces of Leather Handles Wardrobe Door Extension Handle
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Endangered Species Alouatta Ululata Camping Folding Stool Oxford 13 WYDMBH Shelves Wall Waterproof Bathroom Storage Rack Rustproof F
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 New LR Aluminum Radiator + Hose For Yamaha YZ400F 1998-2000 199 OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo Heated Blanket, Heated Double Blanket Adjustable Temperature War New Four-Leaf Clover Shamrock 925 Sterling Silver Dangle Bead Ch ZHANGYH Digital Telescope Gift Professional Adults Portable Wate AYTOYY Non Non Biyori Anime Pattern Fashion Pu Leather Rivet Sho Welder Welding Worker Camping Stool Ultralight Portable Stools M MAZF Custom Photo Mural 3D Wallpaper Retro Brick Wall tire car T 16 x 20-28 Roptex (Brown Kraft) SFI Open End King Size Catalog 1
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Fuel Gas Tank 18 Gallon for Dodge Dart Plymouth Barracuda Valian 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 the teapot company Hand-Woven Large-Capacity Storage Basket with Custom Vinyl Banner Multiple Sizes Fresh Cut Flowers #1 Advertis EYE WASH SignMission Designer Series Sign - No Parking Sign Fire Zone, Un JUULLN Plastic Piggy Bank Coin Money Cash Saver Savings Safe Box Giant yarnKnit Blanket Handmade Thick Wool Chunky Bulky Knitting Rexroth New Aftermarket A10VO45DFR1/31R-VWA61K01 Hydraulic Pisto Genuine Hyundai 45561-39502 Clutch Disc Set Oulaer Wig 180% Density Ombre Blonde 1B/27 Color Curly Human Hai YODZ Vintage PU Leather Camera Case Half Bag Cover, for Sony ILC
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 WYJBD Stainless Steel Wall Mounted Bathroom Towel Rack Holder Ho American Shifter 434479 Shifter Kit (4L60E 23 Swan E Brake Cable French Country Toile Print Hooded Blanket,Wearable Blanket Sweat Prime Leader Modern Contemporary Area Rug for Living Room, Beaut Ultra Fresh Platinum Green Detergent plus Tropical Escape Fabric Kastar 2 Pack Battery and Rapid Dual Charger for NP-F990 PRO NP- RICETOO 48V 1000W 20"/24"/26"/27.5"/28"/700C Rear Rotate Electri MZP Knit Blanket Throw Chunky Handmade Cable Bulky Arm Thick Yar Balloons 12inch Gold Confetti Birthday Balloon DIY Helium Latex
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Sphynx Cat Bills Beerus Leather Placemat Non Slip Placemat for f Womenfocus Cozy Plush Doormats 20x32in, Absorbent Cushioned Kitc tomtoc Tablet Shoulder Bag for 10.2 Inch iPad 8th/7th/ 11-inch i Car Seat Covers 2pc Stitch Front Seat Protector Cover Cushion Un Pbldb Custom Photo Wallpaper Green Fresh Plant Small Grass Bathr Peach Blossom Flower Bird Photo Mural Wallpapers for Living Room American Shifter 363398 Shifter Kit (C6 12" E Brake Trim Kit For My Hero Academia Mandalay Backpack Travel Laptop Backpack Durabl Hsxcci Trump Lost Biden Won Wear A Mask Shut Up Foldable Car Win Tool Parts BC260 26CC Brush Cutter Cylinder Kit with Piston Assy
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Society6 Black White by 10813 on Water Bottle - 12 oz 356 mL -
1 2 3 4 5 PartsChannel IN2804104OE OE Replacement Tail Light Assembly MUSEDAY 4 Pieces Duvet Cover Bedding SetHappy Valentine's Day I 10kt White Gold Princess Diamond Bridal Wedding Ring Band Set 1/ 3.7v 800mah Lipo Battery Units for E58 Jy019 S168 Quadcopter Spa Alpha Technologies CFR5000E 12V 35Ah UPS Battery - This is an AJ WEIDA Vinyl Cute Puppy Deposit Box, Children's Coin Piggy Bank, 1000/800/500/350Ml Thermal Bottle Hot Water Stainless Steel Tumb Moraine Lake in Banff National Park Placemat Leather Table Mats Scottish Deerhound Dog Hand Painted Christmas Ornament - Can Be
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 Suzuki Intake Manifold Carburetor Boot GSX-R600 2004-2005 Street Fromm Chicken and Sweet Potato Pate Canned Wet Dog Food
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 QWERU Vegetable Fruit Storage Container, with High-Capacity Food Singar Carpet Handwoven Fluffy Shaggy Carpet Collection with 2 i
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 NCAA Tulane Green Wave All Weather-Resistant Protective Dog Oute Attack on Titan Car Front Seat Cover Universal Nonslip Protector
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: WHEEJE Iron Frameless Right Angle Bathroom Mirror Wall-Mounted D (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 I'm Just a Rock 'N' Roll Singer (1974) LP Vinyl
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).