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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 ZOSUOO Multi-Colored Duvet Cover Set, Yellow Turtles Crabs Print 7 8 Maiqiken Car Custom Floor Mats for Smart Fortwo 2seat 2007-2015 wuxia New Upgrade Adult Children Bedding Pillow Neck Protection JiuRui Leisure Shorts New Quick Dry Summer Mens Siwmwear Beach B XQMY New!! Carbon Fiber Style ABS Plastic Gear Shift Head Cover ASO-SLING U Shape Memory Foam Massage Seat Cushion Soft Orthoped
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Badgley Mischka Women's Galia Heeled Sandal 13 SanFlash Kingston 512GB React MicroSDXC for Xiaomi Mi 10 Lite Zo
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 MSCHEN Cute Desk Accessories Creative Nordic Pink Kitten Resin O Inland Lychee Tropical Fruit Trees - 1 Plant - 2 Feet Tall Lyqfff for BMW 1ER E81 E87 E88 3ER E90 E92 E93 X1 E84 E89, 4 pcs Rembrandt Charms Thimble Charm, 10K Yellow Gold vidaXL 6 Piece Garden Lounge Set with Cushions,Garden Sofa Setï¼ CGSignLab 2464545_5absw |"Walk Ins Welcome -Nautical Wave" Premi Tecadisk DIAOD Men's Youthful Vitality Diagonal Stripes Long Sleeve Shirt
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Halloween Dining Chair Slipcover Orange Pumpkin With Cat Spandex 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Diamond2Deal Gold Trim Swarovski Topaz Heart Pendant Necklace 18 VALICLUD 12pcs Wooden Egg Cups Egg Stand Holders Tabletop Refrig DTTBlueG Professional Garden Branch Cutter Zinc Alloy Round Edge Case for Ipad Pro 2020 Case 11 Inch / 12.9 Inch with Pencil Hold ScottDecor Green Fish Tank Farm Life Olive Garden Mediterranean Arkam Premium Beard Straightener for Men - Ionic Technology Heat PF PRODUCTS Mozart Standing Bronze Statue (Traditional Lost Wax Nourison Rustic Textures Abstract Grey/Blue 8' Round Area Rug , Convenient Lunch Tote Bag High Capacity Lunch Bag With Adjustabl For Mitsubishi Outlander Sport 2011-2017 Pair Duralo Front Strut
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Society6 Fleur-de-lis Ornament Black and Gold by Creativemotions LXD Plant Stands,Home Flower Shelf Bamboo Folding Flower Stand, 1.29ct Brilliant Round Cut Solitaire Pink Ideal VVS1 Simulated D UX923 Wireless Earbuds Bluetooth 5.0 Sport Headphones Premium So Sofa Cover Elastic for Living Room Geometric Sectional Sofa Slip El Paso County Texas Tourism Brochure 1930's Sunshine Playground Sunnnoonstar Pets Bed Climbing Mat, Pet Climbing Stairs, Cat Dog for Raven's Spell Witch Halloween 20 inch Figurine 6006450 Suppl Accuform MSMK473XL, 10" x 7" Smoking Control Sign"No Fumar", Pac
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Printed Blanket Assassin's Creed Origins Bed Blanket Pattern She #8-32 x 1-1/2" Machine Screw, Brass, (inch) Head Style: Pan, (Qu GXSC for Pw50 Pw80 Tw200 Pw 50 80 Tw 200 Dirt Bike Motorcycle Ac Fangship Bathroom Rug Bath Mat Country Style Grey Moroccan Geome Metal Trivet, Decorative for Hot Dishes, Hot Pads for Cooking, P Efavormart 10ft x 10ft Heavy Duty Pipe and Drape Kit Backdrop Su Clhhsy Waterproof and Removable Custom 3D Photo Wallpaper Peacoc Rustic 4 American Staffordshire Terriers Dog Double-Sided Yard F Deep Seat Cushion Indoor Outdoor Chair Cushion Summer Seamless T Grevosea Sun Shade Screen, Shelter Awning Shade Net Sunscreen, S
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
5D DIY Diamond Painting Kits for Adults,Abstract Golden Tree Ful
1 2 3 4 5 Rexroth New Aftermarket A10VSO45DR/31R-VKC61K05 Hydraulic Piston RUIRUIY Adjustable Memory Foam Pillow Bedroom Sleeping Ergonomic Replacement Value Fuel Pump and Strainer Set Snorlax Youth Bag Canvas Cloth Laptop Backpack School College Cl MOMO Trek 350mm (13.78 Inches) Leather Steering Wheel w/Brushed Big Picture Show XZGDEN Hair Replacement Wig, Light Blond 13X6 Lace Front Human H FlexiblePlus Massager Toys ElectricPlugs for Women Men Beginner Custom Background 3D Lavender Floor Painting Bathroom Living Roo
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 XiaoCha© Cartoon Pig Sheep Dog 3D Self-Adhesive Wall Stickers, W YEZIL Home Decor Wood Shelf Bracket Headset Holder Creative Gami
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 FABAX Vanity Tray Bathtub Tray Glass Metal Bathroom Tray Home Ba Womenfocus Cozy Plush Doormats 18x30in, Absorbent Cushioned Kitc
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 ZXDHNS Photo Wallpaper Wall Mural - Urban High-Rise Buildings W Car Window Sun Shade Front Rear 4 Piece Magnetic Privacy Sunshad
Chapter 13 Neural Nets and Deep Learning PDF ZJL Products Corner Bookshelf 5 Tier Design Pine Wood (Walnut, 4 Westward Battery Cable, 2 ga, 25ft, Red 19YD76-1 Each
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 925 Sterling Silver Polished Engravable Rose 14k Gold Plated and 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 SKlamp AN-F212LP Compatible Projector Lamp with Housing for Shar 7 8 Vibe Ring Private Mute Pennis Ring Pennis Cook Ring for Men for OBIEORNNCFUJ Car Floor Mats - Colorful Asian Style Floral Patter PerkinElmer B0507918 Adapter K 1/4" External Screw Thread YIXIN2013SHOP Wall Lamp Plug-in LED Mushroom Night Light with Du Novania 3 in 1 Air Conditioner with Handle, Mini USB Personal Ai
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 40A Relay, AC Relay, Durable Professional Three-Phase Small Elec 13 V Tech 8913240000 Cordless Phone Battery Combo-Pack Includes: 5
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 3D Door Stickers Self-Adhesive Waterproof Animal White Horse Woo Happy Easter White Rosette Ribbon Award, Easter Trophy Ribbon Pr Junlucki [Lawn Mower Spare Parts] 40-6 with Steel Wire Type Easy HAODA 120W 4500PA Car Vacuum Cleaner Duster Handheld Twilled Por GYL Faucet Aerator, 720° Large Angle Spray and Large Flow Aerato Large Insulated Lunch Box For Men Women, The Geometric, Reusable HGUWEI Universal Envelope Style PU Leather Case with Holder for PHI VILLA Outdoor Patio Wood-Like 37" Square Dining Table and Ar Broonel Black Leather Folio Sleeve - Compatible with The Dell Vo
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 PLIENG Zen Buddha Figurine, Sleeping Buddha Garden Ornaments Out 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 ZDY 10X50 Binoculars LLL Night Vision Waterproof Super-Multi Coa TISHIJIE Memory Foam Lumbar Support Pillow for Car - Mid/Lower B MYDH Car Support Rod for Toyota for Hiace Granvia (H100) 1995-20 Plutus Brands Plutus Fun Stripes Handmade Throw Pillow, 20" x 30 Kalon Pure Chewable Multivitamin for Kids Ages 4+ | Organic Na Hand Painted Oil Painting On Canvas,Abstract Gray New York Manha BBGS Hose Reel and Hose, Water Pipe Storage Rack with Cover, Wal Complete of T-Bolan LCGGDB Geometric Twin XL Size Bed Fitted Sheet Set,Abstract Art AB Catalytic 5114 - Direct-Fit Catalytic Converter (Non C.A.R.B.
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 LFDSBLJ Leather Car Center Console Armrest Box for Nissan Tiida Ramble Insoles for Men and Women – Firm Orthotic Arch Supports f IPCW LED3-3040CB-A Bermuda Black Mega LED Third Brake Light with Stainless Steel Grill Portable Spherical Suitable for Outdoors O 2.25 ct Brilliant Round Cut Solitaire with accent Designer Genui [2 Pack] Synvy Anti Blue Light Screen Protector Compatible with Rexroth New Aftermarket A10VSO28DFLR/31R-PRA61K03 Hydraulic Pist CLWB-350-14-12-4 CUCMP 350k 45DEG 9/32-1/2 T ULCSA (Pack of 1) Salt Pepper Shakers - Vintage Ceramic Salt Pepper Shaker Set
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 SUNBREATH Real Carbon Fiber Steering Wheel Sticker Interior Acce Mighty Max Battery 12V 8AH Compatible Battery for APC BackUPS RS Love Moves In Mysterious Ways GDXFSM Triangular Shade Sail, Easy to Hang Strong Performance Du Go-Parts - PAIR/SET - for 2005 - 2006 Lexus ES330 Rear Tail Ligh Xiao Wu Sankarea Rea Sanka Student School Uniform Dress Outfit C SYHML-SHOP Lathe Boring Bar Turning Tool Holder Set,MSBNR1616H12 Guitar Bag For 41 42 Inch Acoustic Guitar Rocket Satellite Ufo G ZUQIEE GYHJGJapanese-Style Ceramic Grid Breakfast Plate Home Ric DIY Door Wall Stickers Murals 34.6"78.7" for Boys Children Room
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
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1 2 3 4 5 UXZDX CUJUX Cute Simulation Pillow Plush Animals Girl Boys Toys Womenfocus Kitchen Cotton Linen Tablecloth 60"x84", Rectangle Di Cow Face Clipart Universal Car Armrest Cover Soft Auto Center Co Edelmann 91680 Power Steering Pressure Hose Newborn 211-HTS All-Purpose Hex Rod Caulk Gun, HybridTech Series 64GB Kit (2 X 32GB) Memory for Dell Precision 7730 Mobile Workst Drawer Dividers 22IN, Gray and Natural colors American Shifter 490501 Shifter Kit (6" 4L80E E Brake Cable Clam YDX Women's Twill Stretchy Jogger Pants
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 RGB Gaming Mouse Mat Gotoubun No Hanayome LED Mesa Gamer Accesso PLIENG Backpack Men and Women for Laptop 15.6 Inch USB Charging
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 KAROLA Table Runner and Placemats Set of 6 Tropical Palm Tree on LXING Wall Shelf Wood Wall Shelf,Hanging Rope Swing Floating S
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 PN CLWB-2/0-14-1-9 CUCMP 2/0AWG 90DEG 9/32-1 T ULCSA (Pack of 1) Kit Auto Body Repair Front Compatible with Expedition FO1000631,
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: SYHHTTQ Towel Holder 40 cm Bathroom Towel Rail Stainless Steel B (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 American Shifter 419028 Shifter Kit (C6 16" E Brake Cable Clevis
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).