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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 Crown Engagement Ring, 1/2 CT 4X6 MM Solitaire Emerald Diffused 7 8 BDSHL LED Step Lights, IP65 Waterproof Outdoor Stairs Light Ener Nationality Finland US Friendship Garden House Flags Kit Regiona Case for Ipad Pro 12.9 Happy Sukkot Template Jewish Protective C UXZDX CUJUX Retro Copper Chinese 12 Zodiac Flying Pig Statue Hom Sariputra Chips Blanket Throw Decorative Throw Sofa Couch and Fl
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Rexroth New Aftermarket A10VSO28DR/31R-PWC62N00 Hydraulic Piston 13 PJ Salvage Women's Loungewear Boho Babe Short Sleeve T-Shirt
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Licogel Closet Socks Organizer Non-Woven 4PCS Foldable Underwear Addon .5M Sfp-10G-C-50Cm Alcatel Cu Dac YEZIQ Home Decor, Nordic Mobile Phone Storage Rack Creative Of Fuck Biden Trump Won Laptop Backpack With Usb Charging Port 17 I Runnar at Daybreak Sloth Tacos Leather Placemat Waterproof Placemat for for Kitchen Fuel Pump Rebuild Kit fits - GSXR 1000 GSXR1000 GSX-R 2007-2016 WECDS Modern Wall Clock Personality Nordic Living Room Bedroom W 12 x 12 Paper - Crystal White Metallic (50 Qty.)
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 MENGBB Bedding Comforters Sets Twin Comforter Cover Set for Te 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Lyy Home Bathroom Safety Handicap Grab Bar, Grab Bar Senior Assi HB Art Design Colorful Animals Motivational Wall Art Nursery Dec JPMSB Sofa Seat Cushion Cover, Elastic Solid Color Furniture Pro Unknown1 Iron Wire Frame Folding Storage Laundry Basket with Cov SIGOUYI 4PCS Shower Curtain Set with 76x72Inch Waterproof Polyes Freightliner M2-106 Bumper 13 Inch With Mounting Holes Only GSKBDQ Bed Sets Full Size Fluffy for Teen Girls Boys Bedding Com YXYH Chunky Knit Blanket Hand Knitted Super Soft Giant Yarn Thro SOSFUN Clitorial Stimulation Toys for Women Clit Stimulator Toys Vintage Inspired Cushion Garnet Halo Pendant (10mm Garnet)
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Eastern Accents Jessup Luxury Embroidered Botanical Design, 20" Double-Sided Cutting Board, Strong Durable Easy Clean Large Chop Wooden Bottle Wine Grape Car Seat Cover Nonslip Soft Auto Seats Unique 2.61 CT Solitaire Blue Topaz - Sky Certified Diamond Halo Málê Máŝterbûrbátõr Reâlîštic Clamping Tight Deep Throat Suckin Rataboo Rattan Charger Plate - Wicker Charger Plates for Dinner, 3.50 CT Black and White Diamond Accent Floral Pendant Necklace ( Diamond Art Kits Sunset Snow, DIY 5D Diamond Painting Kits Full PAINTSCRATCH Touch Up Paint Pen Car Scratch Repair Kit - Compati
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Verified by SanFlash Ultra SanDisk 1TB Works for Palm Pre 2 GSM Sector Clock Home Wall European Wall Clock Decor Clock Classic W ZDK Step Bumper Rear Face Bar Chrome Compatible with Crew Cab Pi American Shifter 409342 Shifter Kit (TH200 10" E Brake Cable Cla American Shifter 374849 Shifter Kit (TH200 16" E Brake Cable Cle Table Cloth Cotton Linen Wrinkle Free, Thanksgiving Pumpkin Wood CGSignLab 2455088_5absw_27x18_None Clearance, Stripes White 1/8 Tailspin Tommy: Danger Flight (1939) / Mystery Plane (1939) (2-D Sụckịng ṃạssạgẹr Ðịldọ Sụctịon Cụp Ðịldá Three Bucket Salt, Pepper, and Toothpick Caddy
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
4" Square Coasters For Drinks, Marble Textured Modern Art Aqua A
1 2 3 4 5 SuperMicro SuperWorkstation 7037A-i with X9DAi, 2X 3.0GHz 2-Core Date A Live Kurumi Tokisaki IPad Case 2020 Ipad Pro Case 11 Inch hongbanlemp Monthly Desk 2021 Desk Calendar - Hand Torn Flip Woo Big Agnes Torchlight Ultralight Sleeping Bag w/850 DownTek for B KUFEI Floating Shelves for Living Room Wall Decor, Wood Bookshel Clhhsy Waterproof and Removable Photo Wallpaper Modern Simple Ou 3D Water Wave 8347 Floor Wallpaper Murals Wall Print Decal AJ WA Accuform, MEXT815XT, Dura-Plastic Sign:"Notice This Fire Door Mu N\C Children's Clothing Children's Denim Jacket Spring and Autum
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 OLOPE 3 Pcs Fly Repellent Fan for Indoor Outdoor Meal, Keep Flie Fresh Fruit Print Adult Beach Towels,Beach Towel - Double Sided
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Kingston 512GB Samsung Galaxy Tab A 8.0 LTE MicroSDXC Canvas Sel 260W 26" Spray Fan Cooling and Hydrating Industrial Floor Fan Hi
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 Boxer Paddy Wagon Doogie Collectable Figurine Haynes DGE/PLY NEON 95-99
Chapter 13 Neural Nets and Deep Learning PDF Minneapolis City of Lakes Brochure Official Guide to Attractions Chandelier Modern E27 Chandelier for Home Living Dining Room Bed
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 VENMO Rabbit net Chronicles Peach Skin 170 x 60cm Pillowcases An 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 Elvex SC-50-4P Tectra Hard Hat - 4-Point Pinlock Suspension - Bl 7 8 Replacement For Part-750973pkg Tune Up Kit,92+ Cc Ds Fit For 2001-2007 Hyundai Matrix/Lavita Inner Interior Door Hand simhoa Drum Pedal Beater Mallet Felt Hammer Head Percussion Inst Round Orange Sapphire Solitaire Infinity Knot Pendant (6mm Orang Insulated Lunch Box Reusable Tote Bag Large Lunch Bag Leafage Pa
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 LQX Sculpture Garden Animal Decoration Crafts Animal Statue Rabb 13 Xiao Wu Clannad Nagisa Furukawa Hikarizaka Private High School U
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Camping Pot, 1.2L Outdoors Portable Folding Stainless Steel Kett Front Rear Ceramic Brake Pad Sets Kit For Nissan Altima Maxima baidicheng Bridal Jewelry Set Crystal Bridal Jewelry Set Cubic Z BUYGOO Guitar Pick Holder Case for Acoustic Electric Guitar, Gui Oil and Vinegar Bottle Oil Vinegar Bottle Pot disp Solid Glaze C Dell Precision 7910 / T7910 Tower - 2X Intel Xeon E5-2667 V4 8-C 3D Yellow Flowers 1162 Wall Paper Print Decal Deco Wall Mural Se YBSM Motorcycle Brake Lever Adjustable Foldable Brake Clutch Lev ZHCHL Wigs African Small Curly Wig Ladies Handmade Lace European
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 JOROSEEShirley Triple Moon Pentacle Pagan Man's Fleece Crewneck 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 dsgsd Duvet Cover Flower Plant Black Gray Stripes 259×218cm Mode LAZNG Wigs Export Chemical Fiber High Temperature Silk Hood Big All Seasons PU Leather Car Seat Cover for Nissan Rogue 2008-2013 HWCUHL Wall Stickers Kids Bedroom Grassland Animal Cheetah Canva American Shifter 454664 Shifter Kit (AOD 10" E Brake Cable Clamp ANPART Suspension Assembly Inner Tie Rod Ends Lower Ball Joints Hiperfay to My Daughter Hooded Blanket Wearable Blanket Warm Clo Clhhsy Waterproof and Removable Green Trees Sunshine 3D Stereo P NOTICE ALL VISITORS MUST REGISTER AT OFFICE PN CLWB-500-58-4 CUCMP 500k 45DEG 21/32 T UL CSA (Pack of 1)
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Clhhsy Customized Large Murals Fashion Home Decoration Retro Nos NCAA Louisiana Lafayette Ragin' Cajuns All Weather-Resistant Pro Geometric Moroccan Area Rug Hand-Knotted Wool Carpet 6x10 (6' 4' (Front+Rear Kit)(Heavy Tough-Series) 4 Cross-Drilled Disc Brake ProSphere Louisiana Tech University Boys' Performance T-Shirt (P Kurdistan Kurds Palestine Gift Coffee Mug 27m Heat Resistant Tape No Residue Heat Transfer Tape Kapton Tap CGSignLab 2463711_5absw |"Beware of Dog -Stripes Blue" Premium A Rexroth New Aftermarket A10VO28DR/31R-VWC12K52 Hydraulic Piston
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 JUULLN Single Head Wrought Iron Chandelier Industrial Retro Bar HOMEIDEAS Chenille Doormat Indoor, Super Soft and Absorbent Mat, Siser Heat Transfer Vinyl for T-Shirts and Apparel HTV Easyweed, Laptop Sleeve Bag Case 15.6 inch Notebook Sleeve Case Portable B Rexroth New Aftermarket A10VO71DFR/31R-VWC91N00 Hydraulic Piston Lihuoxiu Mobile Phone Replacement LCD Screen 3840 x 2160 UHD 40 American Shifter 526580 Shifter Kit (TH350 23" E Brake Cable Cle Patio Dining Table Outdoor Metal Square Table with Umbrella Hole Pbldb Custom Mural Wallpaper Modern Geometric 3D Stereo Black Tr RAINBOWLINENS Luxury 650 Thread Count Egyptian Cotton Classic Ta
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Photo Wallpaper 3D Deep Sea Scenery Large Mural Wallpaper Wall D
1 2 3 4 5 Womenfocus Kitchen Mat Set Anti-WearNon-Slip Floor Rug Set 2 Pi OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo 2.47ct Oval Baguette cut 3 stone Solitaire with Accent Natural P VJEJSE 3D Pink Love Puppy Print Soft Bath Towel Quick Drying Abs 1 Pc Home Outdoor Camping Cat Litter Box Waterproof Folding Oxfo SUHETI Kids Alarm Clock, Clocks with Night Light, Rechargeable, Electric Super Enlargement Pump for Man Pennis Pump Pennis Enlar Zabia Fashion Indian Tunic Tops Cotton Kurti Bottom With Scarf F Rubie's Costume Boxer Babe Costume
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 Friday Night Fu-Nk-In Lunch Bag And Notebook Backpack Combinatio Ocean Aquarium Background Garden Japanese Stone Lantern and Red
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Topshop Small Carpets for Living Room Green Living Room Carpet R Kimball - 15" Adjustable Wrench
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 Kingston GO! Plus Works for Sony Xperia XA1 Dual 512GB MicroSDXC Peacock Silver Elegant Classy Shiny Plastic Silver Seashell Embo
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: BaiJaC Umbrella Small, Cool-Duck Umbrella, SmallPortable, 3/5-f (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 Platinum 1/4 CTW Diamond French-Set Bar 18" Necklace
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).