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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 Precision Rack 7910 Workstation E5-2630 V3 8C 2.4Ghz 32GB 2 7 8 ALLNTRENDS Adult Zip Collar Sweatshirt USA Retired Army Embroide American Skull Flag Patriotic Cool Folding Stool Portable Campin DDSYJ 3D Wall Stickers Wall Decal Kids Smashed 3D Sticker Art Vi 17Soclle Hedgehog Polkadot Stable Camping Stool Portable Folding POTO Crop Tops for Women Teen Girls Long Sleeve Zip Up Hoodie So
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Greenlee 60069 Knockout Punch 13 Winwee Upholstered Accent Chair with Solid Wood Legs Lounge with
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 XLSQW Rattan Basket with Lid and Liner, Hand-Woven Wicker Picnic Skulls Men Jogger Pants Classic Sweatpants Cotton Sweatpants wit Adam Lambert - 36X48 Rare Poster Print FCA #IDP100643 TMAAORS Auto Car Accessories Steering Wheel Shift Paddle Extensi YellowMaps Stanberry MO topo map, 1:62500 Scale, 15 X 15 Minute, F--K It Women's Kashmiri Embroidery Aari Work Silk Designer Dress Kaftan Atowoi STARTER Compatible with 2000-2007 Yamaha V Star 1100 1999 KMJJPN High-Waist A-line Skirt Women's Striped Stitching Pleated
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Oppai Valley 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Personalized Guitar Quilt, Gift for Your Lovers to My Mom Dad Wi Kitchen storage shelf Kitchen rack, space aluminum wall hanging SFBBBO Headset 3.5mm USB Professional Gamer Headset Led Light fo ZHM Solar LED Outdoor Garden Light, 4pcs Decorative Solar Diamon LHONE Sideboard Buffet Storage Cabinet Wood Kitchen Cupboard Ser 3 Pieces Bedding Duvet Cover Set Farmhouse Red Barn,Super Soft L FDFGGR Wooden Folding Stepladder Step Stool Foldable Home Kitche Paradiesvogel HTDZDX Kitchen Shelves Made of Stainless Steel, Triangular Baske 3D Heart Island 1655 Floor Wallpaper Murals Wall Print Decal AJ
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 CyCoShower 2 Piece Kitchen Mats and Rugs Summer Farm Buffalo Pla SMLTH Quality Upper Steering Column Bearing Compatible w/F0rd Li SXFYMWY Back Correction Belt Adjustable Posture Correction Belt Dogline Unimax Dog Harness Vest with Earth Dog Patches Reflectiv Personalized Blue Dolphin Canvas Storage Bins with Name Text Lea BreaAP Compatible with 96-98 4Runner Limited LIMITED FRONT BUMPE Savage Garden: Superstars and Cannonballs: Live and on Tour in A PantsSaver Custom Fits Car Floor Mats for BMW 530i xDrive 2018, Lutema Economy Bulb for Digital Projection E-Vision 7500 WXGA Pr
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Dazzlingrock Collection 2.23 Carat (ctw) 10k Round Black White 1Pc 40Cm Vegetable Lovely Pig Pillow, Chinese Cabbage Action Fig Laptop Backpack School Schoolbag Business Bag Computer Bookbag F LALADecor 2 Piece Kitchen Rugs and Mats Summer Yellow Lemon and CLYZ 58" Tall MDF Storage Shelf Rack Bookcase Cabinet Organizer Jabetc Wig Europe and The United States Full Hand Woven Wig Wome Capabes Men's Pocket Stitching Stand Collar Denim Long Sleeve Sh 12-14X4 Unslotted Hex Washer Serrated Self Drilling Screw Full T Paris Kills Youyaa Carburetor Part 39mm Cylinder Piston Carburetor Gasket En
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
3, 5 Number 25-70cm (10-27.5 inches) Detachable Zipper, with Ope
1 2 3 4 5 Huqalh Hot Yoga Towel Mat Cute Cartoon Monster Truck Cute Yoga T Outdoor Bench Cushion Cotton Garden Furniture Loveseat Cushion P Diamond Embroidery Large DIY 5D Diamond Painting Kits Month Size Table Round Tablecloth 100% Polyester - Multi Color Options - Ci BOZLIZ - Napkin Rings - Christmas Deer Napkin Ring Alloy Buckle BreaAP FRONT BUMPER BLACK FACE BAR BRACKETS Compatible with 1999 TriJewels Round Pink Tourmaline Diamond Accent 7/8 ctw Womens Pe Daisyyozoid Towel Rack for Bathroom Wall Mounted,with Towel Hook Womenfocus Cozy Plush Doormats 18x30in, Absorbent Cushioned Kitc
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 Wall Decal I Tried Starting My Day Without Coffee My Court Date Antique Geometric Heriz Vegetable Dye Oriental Area Rug Hand-Kno
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 TE Connectivity / CII Brand JMACD-18XLS Signal Relays (Dry to 3 BRLUCKY Home HomeLiving 4pcs Office Conference Plastic Folding C
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 A10VSO28DFR1/31R-PRC61N00 Hydraulic Pist Fluorescent White Translucent Vellum - 8 1/2 x 14, 30lb Colors T
Chapter 13 Neural Nets and Deep Learning PDF Ultra-Slim Black Adjustable Tilt/Tilting Wall Mount Bracket for YXYH Cute Chunky Knitted Throw Blanket Cozy Polyester Chenille B
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 Endangered Species Indochinamon Bhumibol Camping Folding Stool O 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 Tgnk BT313 HiFi Wireless Bluetooth Earphone Magnetic Waterproof 7 8 "Do Not Enter -Modern Diagonal" Wind-Resistant Outdoor Mesh Viny My Hero Academia Durable Laptops Backpack Multipurpose Daypack C Indi Gold Diamond Jewelry Heart Shape Cubic Zirconia Fancy Par PUTEARDAT School Table and Chair Set - Ergonomic Home School Des Cute Pug Pattern College School Backpack Casual Daypack laptop b
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 HSS M35 Cobalt Step Drill Bit High Speed Steel Cone Hex Shank Me 13 Personalized God is Love Quilt Gift for Women Men On Birthday Xm
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Mural Mural Photo 3D Modern Gymnasium-350x250CM Outdoor Pet Friendly Artificial Grass Turf Oversize Area Rugs wi Men Wide-Waisted Coat Cotton Hooded Windbreaker Jackets Overcoat Placemats Set Table Runner Set Non-Slip Table Mats Diamond Latti eHomeProducts Grey Finish Wooden Cheval Bedroom Floor Mirror Lucky Box Mystery Boxes Mystery Electronic Blind Box, Super Cost Prime Leader Modern Contemporary Area Rug for Living Room, Famil Fuxwlgs Storage Basket Woven Storage Basket with Lid Rattan Sund ERA Paints Automotive Touch Up Spray Paint Kit for Mercedes-Benz
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 MYOH Lexington Art Deco Pull Without Back Plate, Antique Copper, 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 (New Part) JD Genuine OEM Transmission Drive Belt M71135 245 265 New Package of 200 (pcs) 3/8"-16 x 3-1/4" Carriage Bolts - 18-8 Kane Carpet 12' x 12' Purple and Gray Chevron Square Area Throw YellowMaps Kingman Airport AZ topo map, 1:24000 Scale, 7.5 X 7.5 Dressing Stools Shoe Changing Stools Fashion Stools in Fitting R GXSC for Yamaha WR250F WR250X WR250R WR450F YZ85 125 250 250F 4 Vicenza Designs KB1119 Liscio Round Leather Insert with Backplat Solitaire 1/8 CT Brilliant Certified Blue Topaz London Charm Pen RYSF 2 Person A- Frame Cabin Tent Camping and Backpack Tent changshuo Dry Hair Towel Microfiber Solid Quickly Dry Hair Hat H
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Brand Coco Nara Charcoal Natural Coconut Hookah Shisha Coal Coco BD-18254 DIY Beads 12mm Round Multicolor Round Botswana Agates B Fall Wreath, Burlap Wreath, Hello Fall, Autumn Door Decor, Anima 4- Hose Purple Diamond Shisha Black Laser Pipe Hookah no Tobacco Kitchen Knife Chef Knife Handmade Forged Kitchen Knives Professi Hot Glue Gun, Mini Hot Melt Glue Gun with 40Pcs Melt Glue Sticks Mural Wallpaper Customize 4D Wall Decoration,European Sea View W 2 Pairs(4 pcs) Wood Mallets Percussion Sticks Round Head Hammer MS Imaging Supply Label Tape Replacement for Brother TZe-121, TZ
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 TFJJSQA Special/Simple Storage Basket,Canvas Fabric Collapsibl Champion Men's Reverse Weave Colorblock Jogger W/Side Blocking Verified by SanFlash Ultra SanDisk 64GB Works for Samsung Galaxy juqingshanghang1 Home Decor- Wall Decoration Cover Distribution 5D DIY Diamond Painting by Numbers Diamond Art Kits,Adults Diamo DistinctInk Case Compatible with iPad 10.2" (7th Generation) - C OFFTEK 32GB Replacement RAM Memory for Intel S2600BP (DDR4-23400 BoHBoDa Vibrating Shaft Textured Extension Sleeve Cage Ring A St 2-3/4Inch L 1/2Inch D Hammr Drive Pin Anchr,Pk10,Pack Of 6 Coolibar UPF 50+ Women's Tempo Hoodie - Sun Protective
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4657L
1 2 3 4 5 HRiu00@ Jogger Pants for Men, Casual is My Bike Okay Cotton Swea Jewels Obsession 14K Yellow Gold Mother Mary, Praying Woman Pend DASHUAIGE IP54 European Retro Post Lights Die-Casting Aluminium Edelmann 80177 Power Steering Return Hose Décor Direct YWSO2484 Meditation Leaf Wallpaper, x 27 60.8 sq ft JINCar Auto Accessories Universal Car-Styling Black Plastic Rear SAXTZDS Car Dashboard Cover Pad Carpet,fit for Mazda 8 MPV 2006- Art Decoration Decorative Wall Plate Round Plate Nordic Handmade WEWINMON LHS Air Siphon Feed Blast Gun Tips Abrasive Sand Blasti
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 Ethnic Style Cotton and Linen Floor Mats in Retro Plain Tapestry Alina Natetkova - Christmas Fabric - Scandi Gray Village Tree
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Wall Light Wall Sconce Lighting Fixture Wall Lamp for Living Roo OMIDM Laundry Hamper Laundry Hampers,Round Rattan Dirty Clothes
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 Jnseff Woman Yoga Mat Half Ripe Coconut Yoga Towel Nonslip Micro QTBH Flight Cage Parrot Cage Tiger Bird Electroplated Round Cage
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: BTS Teenage Hoodie Sweater New Warm Fashion Sweatshirts For Boys (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 American Shifter 531855 Shifter Kit (4L60E 23 Swan E Brake Cable
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).