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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 XUNMAIFLB Small Ant Nest Acrylic Transparent Ant Farm Worm Villa 7 8 Fuxwlgs Storage Basket Cotton Linen Desktop Storage Box Waterpro No Hole Beagle Dog - Laser Cut Out Unfinished Wood Shape Craft S Personalized Gift - Heart Anchor, School Counselor Gift, Guidanc American Shifter 499774 Shifter Kit (TH200 8" E Brake Cable Trim Insulated Lunch Bag for Women Men Rose Butterfly Reusable Large
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 XJJUN Exterior Roller Shade, Privacy Screen. Breathable Shade Bl 13 YUMYANJIN Hairpin Candy Color Big Size Hair Claws for Women Barr
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 WIEDLKL Toddler Quilted Blanket Spring Colorful Beautiful Wild F ZHU-CL LED Corn Light Bulb for Indoor&Outdoor, GY6.35 Led Bu PAINTSCRATCH Touch Up Paint Bottle Car Scratch Repair Kit - Comp Calvin Klein Women's Modern Cotton Full Zip Hoodie ROADFAR SM5679 Upper Strut Mount Bearing Front Compatible for Ch ANGLEWIDE Rear Brake Tail Lights Assembly for 2001-2007 Toyota H Fabric by The Yard - Orange Gold Multicolor Metallic Floral Cros 0SQDa Carbon Fiber Car Inner Door Handle Bowl Cover Frame Trim D Veri SanDisk Ultra 64GB MicroSDXC Works for BLU S1 by SanFlash (
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Nicoone Wall Mounted Mirror with Shelf for Bathroom, Vanity, Liv 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Yuxahiugxcq Portable Vacuum Cleaner Home Handheld Dust Collector YX Portable Stand Desk Height Adjustable Standing Desk Converter Faith Christ's Appearance to Mary Magdalene Burlap Garden House TouchupXS-for Nissan Frontier RAB Deep Blue Metallic Quart Singl Oil Suction Pump Extractor Electric Mini Turbopump Battery Opera St. Lucia Flag, 6' x 10', Outdoor, Nylon N \ A Womens College Laptop Backpack, Womens High School College Front Bumper Cover Compatible with 2004-06 Mazda 3 Sedan w/fog l Gem Stone King 1.10 Ct Round Black Diamond 18K Rose Gold Plated BINGFANG-W Adjustable Chrome Hand Hold Shower Head Bathroom Acce
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 HKPKYK 1pcs Car Radio Shark Fin Antenna,for Renault Scenic 2 3 1 ETTSSMKKDWYLLK Us Army Veteran 83rd Arcom Ohio Mens Swim Trunks Water Pitcher Retro Cool Jug with Handle and Cork Large-capacity LIOYUHGTFY Garden Arbor Arch Wedding Arch Pergola Arbor Lawn Bac California Linen - Soft Luxurious 3-Piece Pinch Pleated Pintuck Kingston 512GB Samsung Samsung Galaxy Tab Active SM-T360 MicroSD Rexroth New Aftermarket A10VO28DFR/31R-VKC11K52 Hydraulic Piston Capabes Men's Pocket Stitching Stand Collar Denim Long Sleeve Sh Safety Pin,1/4 Dia -6 Pack
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Ceramics Olive Oil Dispenser Bottle Set, Vinegar cat pattern Han Slice of Lemon AutoPilot APCGPA CO2 Generator AC Power Adapter Case for Ipad Pro 12.9 Cute Pattern Yellow Chicken Bright Protec Sensor Rexroth New Aftermarket A10VSO28DRG/31L-VPC62K68 Hydraulic Pisto 12 Packs Kitchen Cabinet Knobs,Seamless Vanilla Color Pattern,Pu D-Ale E-Arnhardt Sr Leather Dining Table Placemat 6-Piece Set, W Summer Round Foam Kitchen Chair Pads Linen Anti-Slip Dining Chai S-Center Home Decoration with Dried BouquetDIY,Rabbit Tail Grass
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
QWERTY Dog Seat Car Cover Protector, Waterproof Scratchproof Non
1 2 3 4 5 MRBJC Clothes Hangers - (10 Pack) 40.5cm Wide, Metal Wire Notche YoungLA Mens Joggers Slim Fit | Gym Pants Tapered | Workout Skin DIY 5D Diamond Painting by Numbers Kit for Adults Kids Pond Vi RYYAIYL Bathroom Safety Rails Handrails/Bathroom handrails Child Noori Rug Pak-Persian Abusan Area Rug Grey Ombre Blonde Highlights 13×4 HD Transparent Lace Frontal Human H DRFQSK King Duvet Cover Set 3D Print Chinese Style Red Lantern L Campbell Tool Chain Single Jack Link #16 Zinc Plated 250' Per Ro D PER Natural Male Energy Pills - Helps Improve Energy Levels -
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 FOTLL Natural Jute Rope, 50M Twine Hemp Rope Solid Braid Jute Tw Bigbong 100pcs 22G Blunt Dispensing Needles Syringe Blunt Tip Ne
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 CyCoShower Bath Rugs Anti-Slip Bath Mats Soft Plush Carpets,Dark Idaho Love State map Outline Car Seat Covers Protector 1/2 pcs U
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 Great dreamer Shelves for Room - Log Pine Wood Floating Shelves Colorful Galaxy 24K Rose Mothers Dαy Gifts for Women Girls Led L
Chapter 13 Neural Nets and Deep Learning PDF 3D Sherpa Throwing Tomorrow's Ark Chen TV Blanket Six-Star Guard CS Rechargeable Battery Replacement for Lenovo S41-70AM, S41-70-
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 5D DIY Adults Diamond Art Kits,Kids Diamond Painting by Numbers 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 Epic Lighting OE Style Replacement Rear Brake Tail Lights Assemb 7 8 US Air Force Special Operations Command Men And Women Work Backp Pokemon-Cards-Sword and Shield: Darkness Ablaze Battle Styles Bo 4 Tier Tabletop Wooden Plant Stand Decorative Planter Holder Des Wooden Tobacco Smoking Pipe Set with Folding Pipe Stand, 3-in-1 Automotive Cooling Radiator And Condenser Fan For Mitsubishi Lan
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Fist Bump Biker Motorcycle To My Dad LoveThrow Blanket Flannel S 13 ZENITHIKE Tow Mirrors with Driver and Passenger Side Power Heate
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 G1/4 Air Filter, Air Source Gas Treatment Unit Filter Pressure R SFGH 11.8" Tall Sitting Cat Statue, Resin Simulation Kitten Deco American Shifter 479737 Shifter Kit (727 23 Swan E Brake Cable T YXYH Portable Therapy Swing for Kids with Special Needs Elastic Plutus Brands Plutus Kentucky Field Handmade Throw Pillow, 20" x Tesmula gt2-kj Balanced Dual-Purpose Large Painting Cart with Wh Water Jug Thermos Water Bottle Wide Mouth Thermos Large Water Bo Compatible with Toyota Highlander Lexus RX330 In-Tank Electric F 36''Cat Tree,Cat Climb Holder Cat Tower Multi-Level Cat Tree Sta
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Carburetor Gasket Rebuild Kit For Polaris Ultra Touring 680 1997 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Home Decor Collection Aquarium Background Sticker Italian Town C Engine Radiator Cooling Fan Clutch fit for 1997-2004 Dodge Dakot LSAILON 2pcs Inner Tie Rod Ends Kit Fit for 2005-2007 for Nissan Grassmen - Wilson Farming 4 HUBDEPOT 4PC Chassis products fit for 1997-1999 for Acura CL 199 A-Premium Disc Brake Caliper Assembly Replacement for Mazda 6 20 Diamond Wish 14k White Gold Round Solitaire Diamond Pendant Neck PFX415215YEL - Colored Reinforced Hanging Folders Rosehaven: Series 2 | NON-USA Format | PAL | Region 4 Import - A GG Bailey D2183A-CSA-BLK Custom Fit Cargo Liner for Select Chevr
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Anne Stokes Raven Unisex T-Shirt | The Mountain Clara Pucci 2.10ct Round Cut Pave Solitaire Accent Genuine Flawl Dell PowerEdge R730xd 24-Bay SFF 2U Server, 2X Intel Xeon E5-266 Gcxzb Tablecloths Table Cloth Rectangular Folding Table Cover Br GHPKS 6ft Artificial Premium Snow Flocked Christmas Tree Holiday BINGFANG-W Handheld Shower Head High Pressure 5 Spray Settings M Santa Sleeping with Bichon Frise Dogs Shower Curtain Bath Mat Farm Fresh Spinach (18" X 24") Yard Sign, Quantity Discounts, Mu Oil and Vinegar Dispenser, Olive Oil Dispenser Bot Ceramics Oil
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Farmhouse Style Dining Table Set, Cjiaxin Tempered Glass Tables Antique 14k Gold Engraved Pear Shape Women Pendants Necklace, Mi American Shifter 378383 Shifter Kit (AOD 23" E Brake Cable Trim Furren Beach Tents for Adults Tents for Camping Tent Camping Ten LLNN Tissue Box Cover for Rustic or Farmhouse Decor, Vintage Han 14k Two Tone Yellow Gold 2 D Flower Heart Pendant Charm Necklace HWHCZ Motorcycle Covers Compatible with Motorcycle Cover BMW R 1 Screen Protector for IIyama Prolite TF2234MC-B7AGB (Screen Prote Jigsaw Puzzles 2000 Pieces for Adults for Kids -Tiger- Jigsaw Pu The Traveler Humidor combo set includes humidor and accessories
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Dr.Sprayer Wigs European and Chemical Fiber Matte High Temperatu
1 2 3 4 5 TOYOTA 75311-52090 Radiator Grille Emblem Construction supplies Kitchen Wooden Stepladders, Dining Room Wo XiaoCha© Green Plant Animal Butterfly 3D Self-Adhesive Wall Stic AWSAD Corner Sofa Covers Outdoor Furniture Cover Anti-UV Waterpr Bestar Pur Collection, 3-Piece Queen Murphy Bed, Storage Unit an KAMIZE New Niche Style Leather Shoulder Handbags Trendy Folds So Bulk Kiwi Slices Sweetened 25 Pound Wholesale Box Wall Decal Welcome-ish Depending on Who You are, DIY Wall Sticke FAG NUP2309E-TVP2 Cylindrical Roller Bearing, Single Row, Straig
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 Mix Berry Extracts 5 Sachets For Good Shape DHL EXPRESS Radiant Hand By Hand Fox Fur Headband Elastic Colorful Headwrap Stretch
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Buibuhii Teeth Shark Laptop Backpack With Usb Charging Port For Shahbanu Rugs Red with Colorful Tassles Hand Knotted Super Kazak
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 Five-Star (Mini LP Sleeve) 3D Printed 3 Pcs Duvet Cover Set The Bedding Set with 1 Comforte
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: INEEDUP 5726 Starter Fit for 1995-2000 30EHO 30 HP 1995-2000 30E (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 ZMTT Drawer Dividers Organizer 5 Pack,Adjustable Separators 4 In
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).