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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 C6220 24B 4 Node 8X E5-2640 Six Core 2.5Ghz 32GB 7 8 Pbldb Custom Waterproof Murals 3D Stereo Jewelry Silk Wallpaper Capel Rugs Zoe-Raffia Rectangle Machine Tufted Area Rug, 12 x 15 GKrepps Pakistan Flag Compression Sleeves for Kids Basketball Sh Plus numbering E-type (A font) [accessories: ink (black), stick] WLJBD Large Capacity Laundry Basket, Creative Hamper Folding L
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Office Chair, Ergonomic Computer Chair High Back Desk Chair Exec 13 8 pc DENSO Platinum TT Spark Plugs compatible with GMC Sierra 25
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Cushion Pink Tourmaline Pendant with Diamond Leaf Bale in Platin Roostery Spoonflower Throw Blanket, Bird Blue Nature Berries Vin Lysee Nuts - MSIB-M1/M1.2 Micro Insert For Plastic Knurled Brass CUJUX Fashion Personality Print Mens Boxers Breathable U Pouch M Wallmonkeys Cute Pony Horse Cartoon Wall Decal Peel and Stick Gr TROUSSE DE PREMIERS SOINS (French) Society6 Autumn by Loish on Throw Pillow - Cover 20" x 20" with Absorbent Coasters Ceramic Stone Cups Coasters - Set of 8 - Drin 12PCS Colorful Crystal Glass Cupboard Wardrobe Cabinet Drawer Kn
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 LuxMart Wholesale Lot 10 3x5 Black Gadsden Dont Tread on me Tea 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Bruckner: Symphony 6 9L 8100 XMAX 0W40 Filter Motor Oil Air Change kit A207 C207 W212 QJIAHQ Go Hard Or Go Home Vinyl Sticker Gym Logo Sport Training Maybe Tomorrow Dazzlingrock Collection 1.26 Carat (ctw) Princess Diamond Bridal Mehflua Towel Buckle Towel Ring Metal Towel Ring Hotel table12PC DDUPStore Metal Plant Stand Flower Holder Racks 4 Tier Shelves P No One Fights Alone Burlap House Flag Eagle Set Armed Forces All DIY 5D Diamond Painting by Numbers Kit for Adults Kids Forest Homyl for S8 Plus Screen Replacement - LCD Touch Screen Replacem
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Indian Handicraft Mandala Floor Cushions Indian Tapestry 35X35 I yueyouhuyou Soft and Comfortable Tank Top Womens Tank Tops Casua OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo ChargeIt by Jay Square Charger Plate, Silver American Shifter 427996 Shifter Kit (4L80E 23" E Brake Trim Kit Liquid Swirl Abstract in Earth Tones by Kierkegaard Design Studi Motorcycle Brake Clutch Lever Motorcycle Brake Clutch Levers Alu Garden Furniture Covers 50" L x 50" W x 29" H, Waterproof Patio BYWWANG Car Replacement Heated Warning Mirror Glass Mirror Cover
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 YUXO Magnifying Glass Magnifying Glass Stand 10X 20X Desktop Mag Pure Calm-Ultimate Relaxation Album / Various ZKS-KS Abrasive Tool, 15pcs 25x762mm Grit Aluminum Oxide Sandi AngYou Ceramic Gold and Silver Hollow Apple Ornaments Modern Hom ProSphere Tennessee State University Men's Performance T-Shirt ( 50 pcs Transparent Stand Up Pouch with Zip Lock Stand Up Bags,Re Society6 Spring- Pantone Warm Color 03 by Nileshkikuuchise on Wa Fresh Seeds - Bronson Forage Tall Fescue 50 LB Seed Plutus Brands Plutus Chattingham Handmade Throw Pillow, 12" x 20 MKBK 3 Pieces Super Mario Cartoon Duvet Cover Sets with 2 Pillow
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
GOHHK Luxury Spinning Mops and Bucket Cleaning Set 360 Degree Sp
1 2 3 4 5 Lunarable Funny Coverlet, Unicorn Pooping Rainbow Over Clouds Cr DIY Latch Hook Kits Throw Pillow Rug Crochet Needlework Crafts f Rexroth New Aftermarket A10VSO28DR/31L-VRC12N00 Hydraulic Piston Custom Graphical Pickguard to fit Fender Strat 11 Hole HSH Strat adidas Women's Response Crewneck Sweatshirt eCarpet Gallery Large Area Rug for Living Room, Bedroom | Hand-K TH XHome Linen Burlap Table Runner and Placemats-Colorful Strip Kane Carpet 15' x 15' Jacksonville Gray and Ivory Broadloom Squa Custom Design Business Entrance Door Mat | Customized Logo Floor
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 Bear in Stocking Charm for Christmas Keepsakes or Jewelry Design Luxury Bedding Duvet Cover Queen Size 4PCS,Super Soft Washed Mic
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 American Shifter 489358 Shifter Kit (AOD 6" E Brake Cable Clamp 6L Rice Bucket Multi Grain Dispenser Container Automatic Kitchen
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 LINFENG Kitchen Floor Mats Retro Combination Kitchen Floor Mats Rocker Panels For Chevrolet S10 Pickup Truck 1994-2004 4 Door PA
Chapter 13 Neural Nets and Deep Learning PDF 250 Fine – Handicapped Parking Sign (4 Units) 17x38 Inch Bolster Cylindrical Pillow Insert Form
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 YG-1 N4 Series Super HSS Spiral Pointed Tap, Steam Oxide, Round 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 23030 MBW33/C3 MTK Dimensions: 150mm x 225mm x 56mm Factory New! 7 8 Yctze Rearview Mirror Cover Housing Left+Right Matte chrome Prot NB Systems SWF24GWUU 1 1/2 inch Ball Bushings Round Flange Doubl Zjxxm Custom Photo Murals 3D Wallpaper Birds Abstract Blue Hand Bathroom Safety Handicap Grab Bar, Shower Grab Bars, 12-Inch Bat Back
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Synvy Privacy Screen Protector, Compatible with iiyama Monitor X 13 Custom 3D Wallpaper Modern Cartoon Creative Murals Children's Be
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Independence Day Coasters for Drinks American Flag Cock Absorben CHENSQ 4pc Heavy Duty BBQ Grill Tool Set - The Very Best Grill G Geesatis 1 Set of 6 Acoustic Guitar Strings, Ball End, Light, 01 ZTMLJT 3D Modern Pattern Bedding Set with Zipper Closure Fade Re Miniature Dollhouse Kit DIY Miniature Room Set-Woodcraft Constru Rugsotic Carpets Hand Knotted Persian Silk 6'x9' Area Rug Allove Modern Simple Cabinet Door Edge Handle Wardrobe Drawer pulls Bla 3Pcs Natural Crystal Dog Statues, Hand Carved Quartz Pocket Gems Oil Glass Bottle Vinegar Dressing Cruets Liquid Cruet Sets 350 M
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Wolf With Decay Effect Reusable Insulated Tote Lunch Bag Food Co 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 HEALLILY Penis Sleeve Penis Extender Extension Penis Enlarger Di BD-17568 DIY Beads Calaite Stone 13x18mm Natural Stone Teardrop Tangyongjiao Full LCD Assembly LCD Screen and Digitizer Full Ass LHHYY Wall Stickers Eyelashes Eye Shadow Smashed Wall Decal 3D A CRTTRC Country Style Table Cloth PVC Tablecloth Washable Waterpr Ambesonne Food Coverlet, Dessert Concept Sketches Ice Cream Donu OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo Bedspread Coverlet Unisex Riverdale Bedding Double-Sided Printin QQ Studio Flat Metallic Metallized Foil Resealable Zip Storage P magFlags XXXL+ Flag Jamaica | Landscape Flag | 6.7m² | 72sqft |
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Gotan Project DJ Set 3D Printing Blanket Rainbow Six Siege Bed Blanket TomClancy'sRai Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4603 v StyleHair 7 in 1 Flat Iron Set with Cinderella Flat Iron Holder, Rustic Iron Frame Wood Grain Veneer Surface Side Table End Color Insulated Lunch Box Reusable Tote Bag Large Lunch Bag Goald Foot Stupell Industries White Wine Bottle and Glass Realistic Paintin Enclosure; Instrument; Desktop; Aluminum; Blue; 13.25x11.062x7 I Daniele Alessandrini - Man Shirt C6365R12053801 C6365R12053801 C
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Rvinyl Rdash Dash Kit Decal Trim Compatible with Nissan Quest 20 12'x15' Oversized 300 KPSI New Zealand Wool Fine HandKnotted Ori Niubiyazwl Storage Cubes, Large Capacity Storage Box Clothing St 14kt Solid Gold Kids Flower Stud Screwback Earrings 2005 Japanese Drama - Anego - w/ English Subtitle Handbag Fashion Shell Bag Big Bag Lady Shoulder Messenger Bag da Feizy Cecily 8' x 8' Luxury Distressed Ornamental Rug in Lavende Muscle Enhancer Supplements - German CREATINE - 100% Pure MICRON ACK Automotive For Subaru Forester Signal Light Replaces Oem: 84 Tranquility Microfiber Massage Face Rest Cover -50 pack Natural
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Chef's Knife Kitchen Knife Chef Knife Stainless Steel kitchen Kn
1 2 3 4 5 Pindola Top Bible Verses on God is Within Her Throw Blanket Warm Mural Blue Sky and White Clouds Seaside Sandy Beach Landscape Ph Cardigan for Women,Women Solid Color Casual Decorative Sweatshir Pack of 12 Cabinets Hardware Round Furniture Knobs Guitar with W wlczzyn Womens Sweatshirt Long Sleeve Zip Up Pullover Casual V N whbage Blanket Thick Throw Blanket Simple Couch Bed Sofa Cover A Synvy Privacy Screen Protector, Compatible with HP ProBook 650 G OFFTEK 8GB Replacement RAM Memory for HP-Compaq Pavilion Noteboo "Screws, self-Tapping Screws, washers, Bolts, Nuts" #6 x 1/2" Ov
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 ZHOUZHOU Garden Patio Soft Bench Cushion for Outdoor/Indoor,Long Home PVC Silk Loop Floor Entrance Mats Carpet Cut Printed Doorma
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Kitchen Cabinet Knobs - Leopard Skin Texture - 1.18 Inch Round D Decorative Book Boxes Hand‑made And Hand‑painted European St
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 Yun Nist Happy Halloween Horror Pumpkin Check Truck Table Cloths Titanium Coated Step Drill Bit for Metal Cone 3-12 4-12 4-20 4-3
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: Flags Signs 3x5 USA American State of New Jersey 2 White P (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 1.35ct Brilliant Round Cut Solitaire Natural Yellow Citrine Gems
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).