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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 SignMission Designer Series Sign - Reserved Parking for Electric 7 8 zerogravitee Gay AF Adult Hooded Sweatshirt ACCL 20Ft Cat6A UTP Ethernet Network Booted Cable Red, 5 Pack Multicolored Pineapple Universal Car Seat Belt Pad Cover Car Acc 2.19ct Round Cut Halo Pave Solitaire Halo with Accent Ideal Flaw Lexi-Lee Productions Body Sport Professional Vibrating Massager
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Premiere Stemmed Wine Glasses Set 12.5 Oz, Modern Crystal Clear 13 READY FOR TAKE-OFF Synthetic Lace Front Mono-Top wig 4PC Bundle:
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Customized Name 3D Printed Cap Hat I Asked God to Make Me A Bett Ombra Laptop Shoulder Bag Ocean Sea Lighthouse Art Painting Port HWHCZ Motorcycle Covers Compatible with Motorcycle Cover MV Agus American Shifter 438483 Shifter Kit (904 6" E Brake Trim Kit Dip Van Gogh Roses and Anemones Belgian Tapestry Wall Hanging - Smal PN CSWB-700-58-9 CUCMP 700k 90DEG 21/32 T UL CSA (Pack of 1) LBB-Parts 956-04067A Engine Pulley for MTD Cub Cadet Troy Bilt L Wuyuana Carpet Carpet Home Living Room Sofa Coffee Table Blanket LBHAUSE 3 Pieces Breathable Bedding Set, White Frangipani Flower
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Synvy Privacy Screen Protector, Compatible with HP ENVY x360 15m 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Hot Water Bag Water Injection Hot Water Bottle Reusable Portable Hot Selling Kitchen Accessories Door Mat Carpet Thin Anti-slip K DIY 5D Diamond Painting by Numbers Kit for Adults Kids Crying 5D DIY Adults/Kids Diamond Painting Full Drill by Number Kits Ab Slow Feeder Cat Bowl - Ceramic Fun Interactive Feeder Bloat Stop Kantee Alpaca Shape Pattern Quilt Bed Set Comfy Funny Bed Quilt Mural Wallpaper Customize 4D Wall Decoration,Europe And The Unit Seco MTP-M18X2.50ISO6HX-TB-P004 38316 HSS Machine, Helix Point T Blue Rose Polish Pottery Alyce Mug Saucer Gift Set Fineline Settings 8201-BK, 12-Inch Platter Pleasers Black Round
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 LCD Screen and Digitizer Full Assembly for Blackview BV5500 Plus JONJUMP Angel Statue Candle Holder Electronic Candlestick Decora Statues,Rabbit Sculpture Model Garden Animal Statue Simulation R Mister Bear Yosuga Keine Sora Sora Kasugano Lolita Cosplay Costu with Electric Shock Woman Pleasure Hands Free for Adullt Personalized Best Horse Dad Ever Quilt Quilt Set Bed Mothers Fat Dell PowerEdge R540 12 x 3.5 Hot Plug Silver 4208 Eight Core 2.1 LIBYPNV Women Reading Glasses Fashion Rimless Diamond Trim Anti lliang Headlamp Powerful Led Headlamp Headlight Zoom Head Lamp F
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 HONGFEISHANGMAO Artificial Bonsai New Chinese Simulation Small Y Bubblegum Soul Uzaki Nissin ROYAL STAGE AKANE Hard 6.2m Hand-Woven Storage Basket, Basket with Lid Handle and Cotton and Desk Shelf Stand, Printer Stand Wood Desk with 3 Layers Storage Dungeonware Ankle Restraints with D-Rings Fur Lined Duvet Cover Set Califonia King Size, Hand Painting Octopus Anima Picture Frame Moulding (Wood) 100ft Bundle - Contemporary Black Womenfocus Cozy Plush Doormats 24x35in, Absorbent Cushioned Kitc Hand Crafted Wall Decor Vintage Patchwork Tapestry Antique Embro
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
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1 2 3 4 5 American Shifter 424339 Shifter Kit (727 23" E Brake Cable Trim Jewels Obsession 14K Yellow Gold Horse Pendant with 18" Necklace 3D Blue Grain Pattern 7242 Floor Wallpaper Murals Wall Print Dec 5D DIY Diamond Painting Kits for AdultsKids Full Drill City Nig Wallpaper Sticker Wallpaper 3D Mural Geometric Figure Golden Lin Soft Bedding Duvet Cover Set Twin,Washed Comforter Cover Set 4 P lifcasual White TV Stand for 70 Inch TV Stands, Media Console En 61 Keys Wired Gaming Keyboard, Mini RGB Backlit Gaming Keyboard, Xinsany Stainless Steel Chassis Guard for Traxxas 1/10 Maxx Bump
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 RZL-01 Ruiziliang 1pc Auto Parts Gear Shift Head Knob Cover Stic Euphorbia, Jing Da Ji (Euphorbia Pekinensis) Tincture, Dried Roo
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Aohi WXQ-XQ Dirty Clothes Basket Dirty Clothes Storage Basket Fo Cross Pendant, 18Kt Yellow Gold Diamond Pink Sapphire Cross
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 Used To Store Toys, Bookshelves, Clothes, Paper An Suitable For ZCLCHQ 3D Door Mural Stickers Embossed Beauties Peel and Stick D
Chapter 13 Neural Nets and Deep Learning PDF 14 Packs 7pairs 5A Natural Drum Sticks,Wood Tip Drumsticks with SignMission Designer Series Sign - Charging Station, Electric Ca
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 SDHENAILIAN Statues Outdoor Garden Sculpture Lotus Swimming Pool 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 LED Flood Lights RGB Color Changing 45W Equivalent Outdoor Bluet 7 8 DDSYJ 3D Wall Stickers Tractor Wall Sticker Mural Decal Plant Fa JJSPP Men Summer Shirt Beach Style Stripe Printed Hawaiian Shirt Gatney Rugs Roman Area Rug BMT957 Dk. Gray Bulbs Petals 10' x 14 BABE MAPS 6 Pieces 12 x 18 inch Animal Placemats, Wipeable Washa BMBN Winter Luxury Thickened Flannel Faux Fleece Microfiber Thro
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Digital WATCHDOG DWC-MB44Wi650C6 Spectrum Edge MEGApix CAAS 4MP 13 Modern Contemporary Area Rug for Living Room, Window View Tropic
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 American Shifter 492483 Shifter Kit (6" 2004R E Brake Cable Clam Rexroth New Aftermarket A10VO45DFR1/31R-PPC11K05 Hydraulic Pisto American Shifter 490622 Shifter Kit (6" 4L80E E Brake Cable Clam 925 Sterling Silver Yellow Gold 1.34Ct Round Diamond Accented Ma Medical Supplies and Equipment 5 Resistance Band Indoor Sport Sp Chloe Lighting Rowan Mission Tiffany-Glass Window Panel 24" Tall Laundry Basket Pink Blue Violet and Grey Colors Large Collapsibl DIY 5D Diamond Painting Kits for Adults Abstract Color Tree Pain Black Temptation Massage Car Seat Cushion Summer Cool Chair Cush
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 1TB Works for DJI Mavic Serie 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 DDSYJ 3D Wall Stickers Action Wall Decal Decoration Kids Smashed Pentek 357644 Sl-Ss Bracket with Screws Long Wavy Wig Bob Lace Front Wigs Bob Wig Lace Frontal Wig 13x4 ProSphere Abilene Christian University Men's Replica Baseball Je XINGHUIJPN 80/250/350/450ml Heat-resistant Double Wall Glass Cup PG Beddings 3 Piece White Vintage Pom-Fringe Pompom Duvet Cover Fashion Super Soft Blanket Bed Sofa Home Office Blanket Fot S_Am Pizza French Fries Cola Laptop Backpack For Adult Daypack ​wit Honey Bees Leather Placemat Washable Placemat for for Kitchen Ta CHAMPION - MOYER DIEBEL PARTS 114141 IMPELLER FIR PUMP PART (114
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Swiss Vitalp XL Energy Dextrose GlucoseTablet Cherry Flavor 50g Shahbanu Rugs The Cane Pure Silk with Oxidized Wool Hand-Knotted SENGTER 3D Ocean Wall Decal Dolphin Wall Decor Removable Underwa DREAMyun Solar Street Light Outdoor, LED White Flood Light with Toxic Cesspool Animation - Code:Breaker 06 (DVD+CD) [Japan LTD DVD] BCBA-4448 Digital Alarm Clock for Bedrooms Kitchen Office 3 Alarm Settings 100TECH Fuel Level Gauge Universal for Boat Car Truck Vehicles M Magic Entrance mat Absorbent Cement Entrance mat Non-Slip mat Su
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Westward Chucking Reamer, 0.2510 In, 6 Flute, HSS - 11V418 Pack BEIBULE 14" x 14" Cube Storage Organizer with Doors, 20 Cubes Po INTRO. Legging Tee Long Sleeve BUERYUZ Applicable Ipad Pro Protective Case Pirate Golden Skull Shahbanu Rugs Soft Mustard Color Super Kazak Khorjin Design Wool Replacement For Honda Cb250 Nighthawk 1300 Cc Year 2004 Parking Silver CNC Ducati Gas Fuel Cap 1198 Desmosedici RR Monster 600 7 Paderno World Cuisine 9-1/2-Inch Double Mesh Bouillon Strainer, Lust Massage Oil Lavender Massage Oil RAINBOWLINENS Luxury 650 Thread Count Egyptian Cotton Classic Ta
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Ambesonne Floral Ottoman Cover, Romantic Hand Drawn Blooms, 2 Pi
1 2 3 4 5 Hush Puppies Men's Chukka Boots Car Window Sun Shade Front Rear 4 Piece Magnetic Privacy Sunshad ColorRite Tri-Coat Pearl White Touch-Up Paint 1/2 Pint for Can-A GGACEN Halloween Indoor/Outdoor Elastic Edge Fitted Tablecloth C Aesthetic Abstract Face Shower Curtain Terracotta Minimalist Mod Real 14kt 3-4mm Pink Round Freshwater Cultured Pearl Stud Post E LCINGAKMASY Sēxy dólly lǐfê sǐzê Full bódy for Men Dolls Real WHEEJE Bathroom Shelf Bathroom Shelf Tripod Moistureresistant Ki EIERFSKIOT Small Cremation Keepsake Urns Memorial Urn and Burial
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 Mountain Decor Comfy Carpet, The Far East Nature Fuji Mount Refl 65W 45W Genuine Charger for Dell OptiPlex 3060 Micro D10U D10U00
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 DNSJB Folding Chairs Wooden Creative Simple Adjustable Step Stoo Mini Handheld USB Misting Fans Spray Portable with Personal Cool
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 Rexroth New Aftermarket A10VSO45DR/31R-PPA12K01 Hydraulic Piston Wall Decal Cutest Pumpkin in The Patch, Nursery Classroom Kitche
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: Same (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 Ortega Guitars Classical Private Tuning Machines 3L x 3R w/Brush
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).