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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 0.95ct Brilliant Marquise Cut Solitaire Genuine Natural Pure Gre 7 8 Coat Racks Floor Standing Hat and Coat Coat Rack Solid Wood Floo XWYWP Bookmarks Kawaii 3D Animal Squashed Cat Rabbit Mouse Bookm Po-co-yo Steering Wheel Cover Universal 15 inch Steering Wheel P Clara Pucci 2.1 ct Round Baguette Cut 3 stone Solitaire Stunning Yamaha 90501-556G5-00 Spring,Compression; 90501556G500 Made by Y
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 American Shifter 414024 Shifter Kit (4L60E 12" E Brake Cable Tri 13 GePrint Sunglasses Cat Pattern Car Floor Mats All Weather Rubber
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 HJHJK Crystal Figurines Holiday Christmas Ornament Craft Home Ta Ceramic Plate, Handmade Serving Platter, Porcelain Plate, Hand p XZGDEN Hair Replacement Wig, Blonde Straight Bob Lace Front Wig Made to Order Wool-Free Hand Knit Baby Mittens Nutri-Cal Kitten XGCP Solar Ground Light 10Led Solar Buried Light Color Garden La Kunming~ Yellow Pineapple Unisex 3D Graphic Jogger Pants Lightwe Up to 10 Percent Off (18" X 24") Yard Sign, Quantity Discounts, Arts Language Bedspread Quilt Twin Size Watercolor Chrysanthemum
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Chunky Knit Blanket Knitted Blanket Comfortable Chunky Knitted B 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Roostery Spoonflower Tablecloth, Bird Stars Gold Christmas Jungl Grilled Cheese Sandwich (18" x 24") Yard Sign, Quantity Discount American Indian Wolf Laptop Backpack For Business Daypack ​wit Guitar Strap Lock Sturdy Practical Guitar Strap End Lock for Bas CAKALETRY Memory Foam Seat Cushion for Long Sitting, Upgraded Ch Independence Day Coasters for Drinks July Firework American Flag UXZDX Hair Dryer Rack Shelf, Perforation-Free Bathroom Wall-Moun DWOLE Food Storage Box,Dual-Slot Kitchen Food Storage Organizati Vasque Alchemist XT UD Hiking Shoe - Men's Mina Victory Life Styles 14" x 20", Natural
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Dabi Boku Adult backpack Girl Boy Man Woman Funny Anime Teens La Ulofey Full Lace Human Hair Wigs Pre Plucked with Baby Hair Curl DDSYJ 3D Wall Stickers Heart Wall Decals Name Decals, Frozen Hea Endangered Species Hoolock Hoolock Camping Folding Stool Oxford Japan Seamless Pattern Abstract Book Bag Lunch Bag Combination U Hawk HPS Front and Rear Brake Pads Compatible for 2006-2009 BMW Home Decoration Room Decor Crafts Stunning Creative Abstract Fig Tbrand 7 Cups FD Porridge Freeze Dried Breakfast Instant Meal Ve XZ-XAOY Wall Mounted Coat Racks with 7 Hooks,Decorative Door Ke
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 1/2-2 Carat Platinum GIA Certified Marquise Cut Diamond Pendant Sleeping Bags Spring Summer Autumn Winter Outdoor Four Seasons A (50 pcs) 3/4"-10 X 2-1/4", Hex Socket Head Cap Screws, UNRC Coar LUISONG YH-KE Pliers 39 Inch Snake Catcher Pliers Reptile Grabbe Ornament Collection Valentines My Sweet Heart Burlap Garden Hous Solitaire 1/8 CT Brilliant Certified Peridot Charm Pendant, Soli LA Pop Art Men's Word Art Crewneck Sweatshirt - Make Love NOT WA Solid 14K Rose Gold Blue Sapphire White Sapphire Evil Eye 16" Horses Tablecloths, Palomino Horses in Sand Desert with Long Blo Kamonda Yoga Figurines Candle Holder Mudra Hand Tabletop Tealigh
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
HARD EDGE DESIGN Unisex Living In Oregon with Arkansas Roots Swe
1 2 3 4 5 Toro Bracket-filter Part # 104-3409-03 Replacement Parts for Huq Muffler Starter Spring Air Filter for Storage Basket Rattan Wicker Strong Shelf Storage Cube Basket Wo Sideways Cushion Aquamarine and Diamond Halo Pendant (5mm Aquama Shanti IGI Certified 14k Rose Gold Bezel Round-Cut Diamond Solitaire Pe HGFHGD Photo 3D Wallpaper Blue Seascape Style Ocean World Coral Sushi Chef Sesame Seeds - 3.75 ounce - 12 per case Centrum Natural Beauty Biotin and Vitamin E, Hair Skin and Nails
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 Custom Any Size 3D Wall Mural Wallpapers Modern Fashion Rolling Adventures of Robin Hood - Volume 7 (DVD) (1955) (All Regions) (
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Scientific Specialties 2520-00S Screw Tube, Skirted, Ribbed, 1.5 Arts Language Bedspread Quilt Twin Size Trippy Psychedelic Vinta
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 Plant Stand, 5 Tier 6 Potted Foldable Flower Rack Plant Stand, M ERLYEEN Chunky Knit Blanket Merino Wool Hand Made Throw Boho Bed
Chapter 13 Neural Nets and Deep Learning PDF HHTD. Outdoor Garden Barbecue Portable Barbecue Grill Japanese S Salt Lake City Temple Square USA 1000 Piece Jigsaw Puzzle Game A
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 Travel Across The Dirty Sleeping Bags Go Out Hotel Sanitary Pads 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 XDFGV Figurine Animal Statue Ornaments Fruit Home Decorations Ce 7 8 Carbon-Bond 61 Electrically Conductive, Carbon Filled, Room Temp OFFTEK 16GB Replacement RAM Memory for HP-Compaq Envy 15-ds0104n Brand New Carburetor For Polaris Xplorer 400 Xplorer 400L (4-str Diamond HNC5V181T-IRASE/4 IR Mini Bullet Network Camera, 1/2.5" CHENYUAN Ceramic Ashtray, Practical Ornaments, Home Decoration,
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Chessie System Railroad Insulated Lunch Bag For Kids Women Lun 13 Ramanlas I Don't Want to I'm Retired Storage Bins with Handles L
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Bobcat Utility Vehicle 2200 2200S 2300 Workshop Repair Service M LLADRÓ Rococo Lady On Swing Figurine. Porcelain Lady Figure. Electric Guitar Bag Padded Acoustic Guitar Gig Bag Adjustable Sh MODEO Melt Glue Gun, Tool Hot Glue Gun Mini Hot Melt Glue Gun wi Wigs Lace Front Wig Long Curly Hair Half Hand-woven Natural Colo Pear-Shaped Swiss Blue Topaz Necklace with Leaf Motifs (10x7mm S Womenfocus Cozy Plush Doormats 20x32in, Absorbent Cushioned Kitc Femuar Patio Umbrella Cover, Waterproof Oxford PU Coating Umbrel PAINTSCRATCH Touch Up Paint Bottle Car Scratch Repair Kit - Comp
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Bjoern Koehler Kunsthandwerk - Shepherd with Sheep in Coat, Larg 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 925 Sterling Silver 6mm White Egg Freshwater Cultured Pearl Hear HZLGFX Modern Fashion Carpet, Area Rug, Black and White Flowers Round Wall Bathroom Solid Wood Mirrors| Toilet Decoration Round Backpack With Usb Charging Headphone Port, Double Zipper Schoo Party Cup Coffee Mug Cute Drinking Cups Originality with Lid Cer 3D Wallpaper Landscape Photo Wall Murals Living Room TV Sofa Wal Wigs Brazilian Deep Wave Hair Weave Bundles 100% Human Hair Weav The Order decwang Beach Mat Beach Towel Chair Cover with Side Pockets,Micr Night Sky Collapsible Laundry Basket With Handles Dirty Clothes
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Men's Puffer Jacket with Embroidered Logo Outdoor 3-Seater Patio Sofa Bench Seat Cover,Garden Lawn Extra American Shifter 507061 Shifter Kit (PG 10" E Brake Cable Trim K Outdoor Light Fixture E27 Traditional Classical Upside Down Ligh Goujxcy Home Office Chair,Velvet Desk Chair with Metal Base,Mode Salabomia Ocean Coral Turtles Seat Covers for Cars Cloth Piddle Reman Woven Clutch Disc Printedin3D Zambia Flag Magnetic Mailbox Cover for US Large Size Car Front Seat Covers,Pattern of Dachshund Dogs Car Seat Cover,2
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 ZCL Garden Sculptures Outdoor Garden Statue, Wrought Iron Retro Zfusshop Solid Wood Multi-Function Household Folding Ladder Indo Soft Pink Blue Pom Pom Bunny 6 x 4 Dolomite Decorative Salt and Kingston 512GB Asus M80TA MicroSDXC Canvas Select Plus Card Veri B3 Bomber Aviator Sheepskin Shearling Leather Jackets Winter Fas Pasargad Ferehan Collection Hand-Knotted Lamb's Wool Area Rug- 8 EFFUN 120 Sheets Colorful Photo Instant Films Frame Sticker Comp Meerschaum Classic Billiard Lattice Finish 1/2 Bend Pipe by Payk Veeleo Custom-Fit Car Floor Mats for Audi RS-6-2016-2017 Artific Laptop Sleeve Bag Case 15.6 inch Notebook Sleeve Case Portable B
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
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1 2 3 4 5 Rexroth New Aftermarket A10VO45DFLR/31R-VRA11N00 Hydraulic Pisto Surprise Gift/Imported Flower Bulbs/ Amaryllis Bulb/Marvel at En ZDSM Footrests for CBR 1000RR 04-14 CBR600RR 03-14 Motorcycle Re ColorRite 0582 Mat Black #2 (MBL2) Touch-Up Paint Quart for Yama KccOsg De-mon Sl-ayer 16 Inch Double Compartment Backpacks Schoo One Bear Towel Set Cute Black and White Panda Sleep Bath Towels FUFU 12 Inch, 14 Inch, 16 Inch, and 18 Inch Freestyle Boy and Gi Arts Language Tablecloth for Rectangle Table Beige Buffalo Check InterestPrint Pink Pineapple Chervon Men's Hawaiian Shirts Short
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 PICNIC TIME NCAA Portable Soft Top Travel Table Screws, self-Tapping Screws, washers, Bolts, Nuts #12 x 1-1/2" F
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Moon Boat Island Cooler Backpack Insulated Bag Leakproof Soft Co QWERTYUKJ Luxury Chunky Knit Throw Blanket Handwoven Wool Yarn K
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 VGY 130x180cm Door Tassel Curtain Wall Hanging Macrame Handwoven Platinum 1/5 CTW Diamond 16" Necklace
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: Accuform, MEXT456XF, 4" x 12" Dura-Fiberglass Sign:"Fire Exit Ke (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 Garden Trimming Kit, Garden Fruit Tree Plant Pruning Shears Cutt
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).