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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 Toddler Pillow With Pillowcase - 17 X 10 Inches Soft Memory Late 7 8 wig Deep Wave Frontal Wig Lace Front Human Hair Wigs Curly Human Rexroth New Aftermarket A10VO28DFR1/31L-PPC61K40 Hydraulic Pisto YTGBHGNJMJ keyshia Cole Round Tunic Dirty Pocket, Canvas Fabric WJCRYPD Carpet Handmade Bedroom Living Room Carpet Floor Mat Bed LICHUXIN Indoor Therapy Swing for Kids with Special Needs Snuggl
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Aomike Durable Non Slip Door Mats Outside Inside Rug- 18" x 30" 13 3D Printing Blanket Rita Lothweisser Breakdown 3" Sofa Blanket C
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Men's Small Floral (1) Quick Dry Short Swim Trunks, Classic Fit #10 Regular Envelope - Astrobright - 24# Gamma Green (4 1/8 x 9 Bear Village Screen Protector for Huawei P9 Plus, Premium Temper Vintage Mikasa Yugoslavia Lead Crystal Vase, 7 1/4 Inches Breeze Decor Two Group HS108013-P2-02 Navy Americana Military Ap Light Bulbs 3W COB LED GY6.35 LED Bulb,3W Bi-pin Base, AC/DC 12V Re:Zero Ram and Rem Car Ice Silk Seat Cushion 3-Piece Set,Breath Japanese Cosplay Costume Demon Slayer Kochou Shinobu Anime Daily Men's Business Casual Shirts Solid Color Simplicity Fashion All-
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 ZHANGRONG- Shelf Fan-Shaped Solid Wood Triangle Corner Shelf Cor 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Heating Decompression Back Belt for Lower Back Pain Relief, Lumb Zebra Thermal Transfer Ribbons, Wax/Resin, 3.14" x 1476', Black, ZYOONG Motorcycle 4T Engine Carburetor/Fit For - PWK/Modify Off LHHYY Wall Stickers Cartoon Character,Sticker,Decal,Kids,Bedroom Jewels Obsession Gold Chinese Zodiacs - Patience Necklace | 14K Wallpaper Murales 3D Wallpaper Misty Woods Elk Abstract Wallpape Vic Firth Ensemble Series Keyboard -- Medium Soft hongyang Corresponding Model IPartsBuy for Samsung Galaxy Note 8 Harry Shops Halloween Holiday Cool Symbiosis4 Man New Hoodie Cos CGSignLab 2467457_bnrm |"Annual Sale -Victorian Frame" Wind-Resi
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Tibetan Mastiff Dog Mount Rushmore Print 360 White Mug Custom Made Rose Flower Pattern 3D Wallpaper Black Soft Wrapping Iron Frame Desk Top Pc with White Density Board,Adjustable Heigh Oulaer Hair 1B30 Highlight Brazilian Straight Human Hair Wig Pre OFFTEK 16GB Replacement RAM Memory for Acer Aspire A515-51G-53V6 JQDMBH Seat Pads Garden Bench Cushion Outdoor Indoor Chair Cushi Jinyi Wheelchair Pad, Padded Gait Belt Multi-Purpose Transfer Li Multifunctional storage rack Desktop Adjustable Bookshelf Yamaga Hot Rods 8140 Connecting Rod Kit
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Polecats: White Devils from Satan's Hollow FOTLL Natural Jute Rope, Thick Braid Hemp Rope Multifunctional S DDSYJ 3D Wall Stickers Wall Decal Custom Name 3D Sticker Decorat Sterling Silver Just Like Mommy Pol. with Safety Hinged Child's Guitar Parts Wooden Open Tuning Pegs Tuners Machine for Classica 50Pcs. WHOLESALE Tibetan Silver Electric GUITAR Charms Pendants Compatible with Big Timber Montana Fire Departments Firefighter 2.39ct Princess Cut Solitaire with Accent split shank Flawless S Tenworld B Dog Lover Shirts for Women Short Sleeve with Funny Sa Custom Design Business Entrance Door Mat | Customized Logo Floor
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
ArtPlaza Decorative Panel, Wood MDF, Multicolour, 50x140 cm
1 2 3 4 5 LAOJUNLU Antique Bronze Collection Rooster Imitation Antique Bro For Chevy Camaro 2010-2013 Replace GM1000905PP Front Bumper Cove WZHFOLDINGTABLE Portable Folding Table Desktop Ultra Light Outdo Xinmier BBQ Grill Stainless Steel Folding Grill Portable Picnic YXYH Portable Therapy Swing for Kids with Special Needs Elastici 14K Two-tone 2 Stand Spiga Mirror Beads W/ 1in Ext Anklet, Lengt A-Tech 32GB (2 x 16GB) RAM for HP ELITEBOOK Envy X360 15-BP1XXX Bosal 079-5252 Catalytic Converter 1.40ct Brilliant Princess Cut Solitaire with accent Natural Yell
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 Womenfocus Cozy Plush Doormats 18x30in, Absorbent Cushioned Kitc Veri SanDisk Ultra 512GB MicroSDXC Works for Zen Mobile 111 by S
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Garden Statues and Sculptures Outdoor 72cm Outdoor Garden Decor YTREI 8cm Hand Hammer Tibetan Singing Bowl Meditation Yoga Gift
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 Custom 3D Mural Mediterranean Modern Minimalist Sea Beach Coconu HHOSBFSS Lazy Chair, Creative Birdcage Iron Sofa Chair, Single B
Chapter 13 Neural Nets and Deep Learning PDF QQAA Camping hammocks Portable Hammock Single Hammock Polyester Full Color Bowling Ball Sticker Decal (44 X 70) Multi Modern Con
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 Anderson's Formal Diners Silhouette, Black Cardboard Prom Decora 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 GSPYJQ Thickened Explosion-Proof Fitness Ball Yoga Ball Environm 7 8 American Shifter 354302 Shifter Kit (TH200 8" E Brake Cable Clam ZQDM New Replacement Filter, Cartridge Type H Pet Material Durab Symbolist Poets French Melodie Norlake 095388, Defrost End and Fan Delay #4751C AINUOSHI 3 Carat Cushion/Round/Asscher/Princess Cut Cubic Zircon
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 JFR Instant Heat Pack 5"x8" Insulated Cs/24 13 Accuform MRHL605XT, 10" x 14" Safety Sign"Hazardous Waste .", Pa
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Santa Superstore 100 2 3/4" Pride Evolution American Flag USA Go JUANJUAN Runner Rug Hall Carpet, Modern Long Non-Slip Area Rugs Computer Monitor Stand Riser with 4 USB Port (Sliver) Accuform MATR534VP, 7" x 10" Plastic Sign:"Private Property Tres TYUIO Non-Stick Kitchen Utensil Sets, 4 Pcs Silicone Cooking Ute Autumn Flowers Kitchen Mats Kitchen Cushion Mat Fall Gnomes Pumk Ampco Safety Tools H-17FG Double Face Engineers Hammers (2 Units PAFASON Stainless Steel Mustache Beard Facial Nose Hair Trimming Rexroth New Aftermarket A10VSO28DRG/31L-PRA11K40 Hydraulic Pisto
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Men's Single Breasted Two Button Black Blazer Size Regular 54 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Mouse Pads Your Name Animne RGB Gaming Mouse Pad Large Computer Custom YETI Rambler 30oz Tumbler - 12 PCS - .53/EA - Promotio Tamaris Women's Loafer Lex Lu 14 Yellow Gold w/RhodiumFloral Medallion Pendant Charm ZYLE Straw Hat Small Yellow Duck Ornaments Resin Animal Duck Dec Chrysler Genuine 1FY691D5AA Seat Cushion Cover Jacinto Lirio Vegan Leather Heat-Reflective iPad Case Horizont senya Double Layer Inverted Umbrellas Leopards Pattern Folding U YXYH Body Scale,with Large Backlit Display High Accuracy 180kg/4 American Shifter 416580 Shifter Kit (12" E Brake Cable Clamp Tri
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Linen Canvas Paintworks - Digital Oil Painting Canvas Kits for A LB Mini Toys ATM Savings Bank JumpingLight 3x5 Peru Double Sided 3ply with Liner Flag 3x5 Grom WQinyu Towel Rack,Storage Shelf Holder,Wall Mounted Shower Shelf Ford Dexta Tractor Service Manual PPJY Car Model Kit Diecast Car 1:18 for Chiron Simulation Sports Concerts in the USA XXDTG Plastic Fresh-keeping Box-sealed Storage Box Food Containe LA Special Drumsticks (LARSW)
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Womenfocus Cozy Plush Doormats 24x35in, Absorbent Cushioned Kitc CGSignLab 2538249_gfxp | Inner Circle"Orange and Blue Floral" Pe IEINTABRWNER Soft Reading Pillow with Arms and Pockets Seamless Schlage Commercial ND82RDATH626 ND Series Grade 1 Cylindrical Lo Reusable Flower Pot Stand 5-Layer Plant Display Shelf Flower Pot Oreca Battle I Kaku butterfly card 2 American Shifter 428266 Shifter Kit (4L80E 23" E Brake Cable Tri Drillco Series 3000E 1/2" - 20 1 1/2 High Speed Steel Adjustable Erosebridal Cat Bedspread Cute Balck Cats Quilted King Size for Ditooms Merry Christmas Christmas Ball Ornaments,Halloween Hangi
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Miho Komatsu 7: Prime Number
1 2 3 4 5 BangYan Cosplay Costume for Fire Force Shinra Kusakabe Personality Design Mural Wall Paper 3D Stereo Geometry Cement Fr HES 18103615 310 2 Folger Adam Electric Strikes 3/4" Keeper Dept Mr Syed Abdus Sultan - Vintage Press Photo American Shifter 503383 Shifter Kit (4L60 10" E Brake Cable Trim Goodman 4 TON 14 SEER Air Conditioner bundle (GSX160481 CAPF4961 American Shifter 395319 Shifter Kit (2004R 6" E Brake Cable Clam Blush Pink Coral Grid Pattern Line Stripe Spring Summer by Beaut GBKGDH Shift Knob Shifter Car Racing Styling Aluminum Gear Shift
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 KXBYMX Umbrella Holder Household Metal Umbrella Stand Floor Umbr Cisco UCS B200 M4 Blade Server, 2X E5-2683 V4 2.1GHz 16 Core, 38
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 HTDZDX Towel Rack Towel Rack 1pc Towel Rack Towel Rack Bathroom The BEST INTELLINET CAT6 CBL SOLID 23G GRY
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 satukeji Compatible Bare Bulb NP27LP NP-27LP for NEC M282X / NP- Stylish Cosmetic Boxes with Brush Holder Cosmetics Storage Rack
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: LSXLSD Portable Camping Hammock with Mosquito Net and Rain Fly T (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 6 Layer Metal Long Nail Polish Display Rack Simple and Elegant D
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).