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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 Dell PowerEdge R820 16 Bays 2.5 Server - 2X Intel Xeon E5-4617 6 7 8 Backpack Bags Woodland Winter Toile Pattern Bag with Lunch Bag P FABAX Resin Rectangle Tissue Box 304 Stainless Steel Lid Tissue Labia Clip Nipple Clamps for Women, Metal Breast Bondage BDSM To SOSFUN Universal Soft Stretchy Replacement Sleeve for Pump Speci ZHIMI Umbrella Windproof Travel Umbrella Lets Smile Positive Phr
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 14k White Gold Script Letter H Initial Monogram Name Pendant Cha 13 PIEPLE Table Runner Sets with Placemats 6 Table Mats with Matchi
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Buttoned Down Men's Tailored Fit Button-Collar Short-Sleeve Stre Free Tool Kit Gloss Pearl White to Purple Car Vinyl Wrap Self Ad Fifikoj Custom Mural Wallpaper for Walls Home Decor 3D Stereo Re Pbldb Removable Large Custom Wallpaper Luxuriously Gorgeous Purp NJ-HH Iron LED Makeup Mirror, 22 LED Touch Screen Illuminated Va Swimsuits For All Women's Plus Size Halter Tankini Top Autumn Leaves Texture In Sunlight Laundry Hamper With Handles La Anti Fatigue Kitchen Mat Beautiful Handdrawn Tribal Style Elepha Bonamaison Coasters - Set of 4 -Premium Absorbent MDF - 9x9CM (E
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Verified by SanFlash Ultra SanDisk 64GB Works for LG G7 Fit Micr 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 TRANTRANG Wall Decoration Iron Frame Wall Shelf Floating Shelves Clhhsy Premium Luxury Jewelry Flowers Drapery Living Room Tv Bac Understanding Cell Membranes DVD Bathroom Safety Handicap Grab Bar, Shower Safety Grab Bar with N Pro'state Vibrátor Male Prostata Massaging Device Remote Dual Sensor-1 A-ADTM06-D, Black 14k Yellow Gold Latin Cross Religious Pendant Charm Necklace Fin Heavy Umbrella Clamp Umbrella Stand, Buddy Umbrella Holder, Sun 3D Pink Clouds 3038 Floor Wallpaper Murals Wall Print Decal AJ W 3D Wallpaper Landscape Photo Wall Murals Living Room TV Sofa Wal
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 YellowMaps Vinalhaven ME topo map, 1:62500 Scale, 15 X 15 Minute Standard Abrasives 531095, Quick-Change Resin Fiber Disc, 4-1/2 Custom Background 3D Marine World Beach Stones Landscape Three-D Zadaling Steering Wheel Covers Pet Dogs Elastic Sponge Skidproof Dell PowerEdge R640 8 x 2.5 Hot Plug 2X Bronze 3106 Eight Core 1 ZOMOY Long Floor Mat Carpet,French Bulldog Head Isolated on Whit dailymall Shaving Soap Mug Bowl Suitable For Home, Salon And Tra Argon Tableware Hexagon Natural Slate Placemat Set - 6 Placemats DESHENG Clear Screen Protector 9H Surface Hardness HD Explosion-
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Orange retro circles throw pillow, 1970s retro throw pillow Brocade Compatible 57-1000130-01 10GBASE-USR SFP+ Transceiver 4-Piece Car Floor Mat Fabulous Blue Flower with Small Lights in YTREI Selling Popular Singing Bowls Black Blue Green Option 9.5c American Shifter 403309 Shifter Kit (727 10" E Brake Trim Kit Di Custom 3D Mural Wallpaper for Walls Science Fiction Movie Large Protective case for Galaxy Tab A 8.0 S Pen (2019) Business Sty Ornament Collection Happy Ramadan House Flag Dowel Set Religious Wall Stickers 3D Cloud Wall Stickers Removable DIY Wall Art Deco San Jose State University Girls' Pullover Hoodie, School Spirit
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Clhhsy Waterproof and Removable Custom Wall Mural Wallpaper Roll
1 2 3 4 5 Rear Right Brake Line Compatible with Pickup 25FK62P by AI selec KITHOME Contemporary Non-Slip Area Rug Skull Daisy Illustration YJXL 1000 Puzzles for Adults Entertainment Wooden Puzzles Intell MTGJFDDFO Laptop Keyboard Compatible with Acer Aspire 1670 1672 OMING Printer Stand 3-Tier Floor-Standing Printer Stand,Microw Hangarone LED Desk Lamp Lamp Modern Wrought Iron Black Gold Roun Jurassic World + Indiana Jones The Last Crusade Special Editio Jones Stephens 4-1/4" Round Brushed Nickel Strainer w/ 2" Metal Lacoste Men's Short Sleeve 1927 Graphic Crewneck T-Shirt
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 DishyKooker Gray Fabric Side Chair (Set-2), Stainless Steel 70 TFD Supplies Wholesale Bulk Earbuds Headphones 950 Pack for iPho
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 3D Mural Wallpaper Modern Creative Beautiful Embossed White Plum Vintage Style Ruby Pendant with Diamond Halo (6x4mm Ruby)
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 Easy-Going Recliner Stretch Sofa Slipcover Sofa Cover 4-Pieces F Name Wall Decal Minnie Mouse Head Ears Bow Personalized Vinyl De
Chapter 13 Neural Nets and Deep Learning PDF LSNLNN Plant Stands, Solid Wood Multi-Layer Flower Plant Basin S Hocus Pocus Leather Wallet Minimalist Wallets For Men,Women Grea
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 3D Lotus Leaf Flower 8059 Floor Wallpaper Murals Wall Print Deca 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 Slatwall Front Flat Top Register Stand in Maple 24 W x 18 D x 38 7 8 Loyola University Chicago March Basketball Men's Performance T-S Nike Pro Shorts Cushion Latch Hook Kit Sister Sheep Pattern(43×43Cm) Latch Hook Independence Day Drink Coasters Gnome Holding Balloons Absorbent MPOQZI Car Accessories Steering Wheel Trim Sequins,Fit for Toyot
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 JZYZSNLB Doormat New Year Wedding Banquet Carpet Living Room Bed 13 Jewels Obsession Gold Cross Necklace | 14K White Gold Fleur de L
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Plush Toys,Plush Stuffed Animals,25/40/55cm Cute Plush Toy Whale LWSJP Table Cover Pastoral Waterproof Round Table Cloth Floral/P LCHY LWHYDZCPJXP 700x23C Bicycle Solid Tires Road Mountain Bike Womenfocus Cozy Plush Doormats 20x32in, Absorbent Cushioned Kitc MKWEY Garden Furniture Covers 120x60x106cm, Patio Furniture Cove CGSignLab |"Please No Food Or Drinks -Ghost Aged Blue" Wind-Resi Classic Retro Clock European Style Vintage Silent Desk Alarm Clo ArogGeld Pack of 2 Waterproof Outdoor Throw Pillow Cover,Color o Wahre Liebe
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Auto DN 2x Outer Steering Tie Rod End Compatible With Jeep 1943~ 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Bassett MSE-V-4R Series Solid Carbide End Mill, Uncoated (Bright white and red silicon 14 15 16 17 18 19 20 21 22 23 24 25 26 27m 5D Diamond Painting Landscape DIY Round Full Diamond Embroidery PINGPING Yping Store 370MM-380MM Classic Steering Wheel Car Spor Kamisama Kiss Adult Backpack Unisex Youth Rucksack Gym Daypack T PAOPAOTANG Step Stools Step Stool Solid Wood Ladder Chair Multif Mens Hippie Winter Knitted Cardigan Jumper Fleece Fur Lined Swea Scarface Leather Dining Table Placemat 6-Piece Set, Washable Wat Kettle Corn Super Flag Sign with Complete Hybrid Pole Set-FI (2) Ryuk Large-Capacity Lightweight Printing College School Bag Lapt
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Behergy Lovely Cartoon Bear Universal Front Seat Covers,Car Fron HongTeng Wooden Wall Basket Basket Desktop Fruit Snack Storage B Savinelli Tortuga Smooth 129 Tobacco Pipe Power Stop KC5404-26 Front Rear Z26 Street Warrior Brake Kit V NIdezuiai Mural Wallpaper Customize 4D Wall Decoration,Stereo Em Outdoor Statues,Squirrel Statue Sun Garden Animal Lamp, Garden O US-0231, VS-231 Spirolox External Retaining Ring, Light Duty, 2. Meditations for Horn Organ: Lamare, Harris, Etc Car Front Seat Covers,USA Retro Flag Vintage Car Seat Cover,2 Pc
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Dobry vecer s Waldemarem Front Sprocket compatible with Kawasaki ZX 750 N (ZX-7R) 1996-19 in Soccer We Trust Sports Workout Jersey Style Hoodies for Men G 18k Yellow Gold Bezel-Set Round-Cut Brown Diamond Solitaire Pend Brown and White Diamond Octagon Halo Pendant (2mm Coffee Diamond Stretch Washable Chair Slipcovers Thanksgiving Cornucopia Turkey A-Tech 16GB Memory RAM for Dell Inspiron 15 7500 2-in-1 ICL - DD Custom 20 oz H2Go Vue - 144 PCS - .59/EA - Promotional Product Coasters for Drinks, Absorbent Drink Coasters Set Cool Bar Cup C Sekirei Yomi Youth Hoodie Funny Boys And Girls hooded Youth Pull
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
DIY 5D Diamond Painting by Numbers Kit for Adults Kids cart Fl
1 2 3 4 5 American Shifter 487216 Shifter Kit (518 6" E Brake Cable Clamp Floral Pattern Bedding Set Comforter Soft Queen Size Cover 3 Pie CGSignLab 2454500_5mbsw_36x24_None House for Sale -Nostalgia Bur Kodiak Cutting Tools KCT156759 USA Made Solid Carbide Threadmill ACCL 15Ft Cat6 UTP Ethernet Network Booted Cable Orange, 10 Pack Diamond Painting,Diamond Art Kits Kids,Diamond Art Paintings,Dia KAROLA Table Runner and Placemats Set of 4 Summer Tropical Palm Cream and Lavender Purple Mandala Leather Placemats, Set of 6, W Rexroth New Aftermarket A10VO28DR/31R-PRC62K68 Hydraulic Piston
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 Plutus Brands Cuddle Mirage Throw Pillow, 80 x 110, Gray/Beige WYZM LED Pool Light for Inground Swimming Pool,12V 40W,RGB Color
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 925 Sterling Silver Rh 6 9mm White Freshwater Cultured Pearl Spa KwikMedia Poster Reproduction of 3D Illustration Molecular Model
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 MZP Chunky Knit Throw Blanket for Bed Cozy Throw Blankets Chunky BAOBUM Wigs European and Chemical Fiber Hood Front Lace Hair Set
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: Supply Spot offers - '5 Pack' - Compatible MLT-D108S Toners, For (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 ADSE Home Table Runner, Hotel Restaurant Table Clothes,Square We
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).