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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 LSJI Multifunctional High-View Baby Stroller with Seat, Two-Way 7 8 Unv10300Us Folder 6 Sec Mla Ltr YWXKA Rainbow Scratch Painting Paper, City Series Night Scene, C Linen Canvas Paintworks - Digital Oil Painting Canvas Kits for A 12 Packs Kitchen Cabinet Knobs,Cute Dog Puppy Illustration,Pulls Dell PowerEdge R820 8 Bays 2.5 Server - 4X Intel Xeon E5-4624L v
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 BW Technologies QT-XWH0-A-B-NA GasAlertQuattro 3-Gas Detector wi 13 Medieval FAIR EXIT RED Scroll (18" x 24") Yard Sign, Quantity Di
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 SHAONANSHI Glue Scarf Headband Wig Cheap 28 30 32 Inch Long Stra Pasta Bowl, Ceramic, Mixing Style Retro Ceramic Soup Bowl Deep S GGBAILEY D50687-F1A-CC-CHAR 2013, 2014, 2015, 2016, 2017, 2018, Set Screws Square Head - Alloy Steel - Case Hardened 3/8"-16 x 2 Pinemeadow Green NCAA Michigan Wolverines Doublewall Insulated S Maine Coon Cat Print Abstract Art Pet Portrait - 16 x 24 Fashion Wall lamp Glass Ball Wall Lamp, Postmodern Creative Nord 3-Tier Small Plant Stand Wooden Shelf Flower Pot Holder Plant St 5D Diamond Painting Kit for Adults/Kids,Full Diamond Art Embro
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 (Renewed) Dyson Ball Animal Pro Upright Vacuum Cleaner I Height 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Greatest Hits HONDA 44711-HL5-A01 TIRE (24X8.00-12NHS) Absorbent Ceramic Drink Coasters for Table Decor, Cloak Heat-Pro 100 Pieces Keychain Keyring Jewellery Clasps Charms Suppliers WT Hiheart Little Boys Quilted Fleece Lined Barn Jacket Stand Colla DIY Xmas Craft Easter Breakfast Boiled Egg Wooden Egg Stand Stor Orange Boho Mandala Backpack Sets with Insulated Lunch Bag Trave Diamond Painting by Number Kits,5D Diamond Painting Kits for Kid Soccer-Font-Lette Printing Women'S Lunch Bag,Portable Fashion Me Kingston 512GB UMX MXC-628 MicroSDXC Canvas Select Plus Card Ver
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Replacement Battery for LE Yoga C640 13, Yoga C640 13IML,fits Pa Jewels Obsession Gold Cross Necklace | 14K White Gold Passion Cr 6-32 x 1" Security Machine Screw - Button Torx Plus Head - 18-8 Jewelry Trinket Box,Earrings Jewelry Box for Necklace Bracelet T Wall Murales 3D Wallpaper Tree, Birch Forest, Geometry Wallpaper Womenfocus Cozy Plush Doormats 18x30in, Absorbent Cushioned Kitc Electric Pepper Mill Grinder, Black Pepper Grinder, Portable Ele AYTOYY Flogging Molly Fashion Pu Leather Rivet Shoulder Bag Mult Garden Composter Bin,80 Gallon (300L) Large Composting Bin Black
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Mural 3D Wallpaper Hand Drawn Cartoon Retro Airplane Fighter Soa Southern Marsh Sterling Sweater Office Home Computer Laptop Monitor Riser Stand Desktop Wooden S Pasargad Carpets Vintage Overdyes Hand-Knotted Lamb's Wool Area 16awg GXL SAE J1128 XLPE Automotive Wire 125C Yellow/Black - Qty Horse and Buggy Poly Post Mount Bird Feeder (Black Weathered W Very Best Of Otis Redding Front Bumper Cover For 2014-2017 BMW X5 w/IPAS Holes Primed Plas Ebike Conversion Kit, 48V 500W Electric Bicycle Kit, 700C Front/ Holland Bar Stool Co. L214-42" Chrome Boston Bruins Pub Table
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Alex Evenings Women's Tea Length Mock Dress with Sequin Jacket (
1 2 3 4 5 ZZF Bookshelf Simple Bookshelf Children with Door Free Combinati Aadhya Wellness Owl Showpieces for Home Office Decor, Best Ret Cole-Parmer Testing Sieve, SS Frame/SS Wire, 12" OD, Half Height DIY 5D Diamond Painting Kits for Adults Country Garden Cottage P Amymami Beer Bar 14inx10in Falstaff Beer Neon Sign Light Beer Ba Incense burner Magnifying glass high-definition magnifying glass Set of Large (11" Tall, 9" At Top, 8" at Base) Medium (8" Tall Men/Women Sports socks Hybrid Garden Floret Composition With Hea Rexroth New Aftermarket A10VO28DFLR/31R-PPC11K01 Hydraulic Pisto
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 Rnwen Shower 5 Spray Settings Massage Spa Handheld Shower Head H Dazzlingrock Collection 0.25 Carat (ctw) Round White Diamond Lad
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Compamia Mykonos Square Coffee Table in Taupe Finish Daesar Bedroom Curtains Eyelet, Darkening Curtain Panels for Win
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 Repair Parts LCD Screen and Digitizer Total Assembly Compatible CGSignLab 2468533_ydsh2 |"Employees Only -Classic Navy" Double-S
Chapter 13 Neural Nets and Deep Learning PDF YUBIN 1.5mm Eco-Friendly PVC Tablecloth Wipeable Easy Clean Tabl Insulated Lunch Box Reusable Tote Bag Large Lunch Bag Autumn Sce
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 ProjectionDesign Lamp FL32 1080P 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 Table Spoons Ceramic Soup Spoon Japanese Style Extended Noodle S 7 8 Black Adjustable Tilt/Tilting Wall Mount Bracket for Samsung LH6 Table Round Tablecloth 100% Polyester - Multi Color Options - Ci GEMZ Natural 8-10 mm Ceylon Moonstone Heart Shape Faceted brioll dxjsf Desk Décoration Desktop Fountain Small Monk and Natural Ti Funny Round Coasters for Drinks with Cork Base - Absorbent Ceram
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Mästuräbätör Mäle Mästerburbätör Töy Sticker Men Sexy Töyes Self 13 Deny Designs Monika Strigel Within The Tides Crashing Waves Teal
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Wearable Vibrarting Toys Smart Phone App Controlled Rechargeable White Women's Bathrobe Lace Bride Bathrobe Deep-V Long Bathrobe Hand Cuffs Ankle Cuff Accessories Kit Sex Bondage for Couples Se Kotton King Pom Pom Pinch Pleated BedSkirt 100% Egyptian Cotton Gol D. Roger Large-Capacity Lightweight Printing College School Quad Works Seat Cover Black for Yamaha KODIAK 400 2x4 2000-2001 Men's Retro Shirt Long-Sleeved Shirt Fashion Lapel Simplicity Ca LCNING Wig Wigs 13 6 Curly Lace Front Human Hair Wig with Baby H Womenfocus Cozy Plush Doormats 24x35in, Absorbent Cushioned Kitc
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Pirate Cat Skull and Crossbone Man Cotton Shorts Elastic Jogger 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 NANSHAN✅ COMPUTERKEYBOARD+ / G413 USB 2.0 Mechanical Wired Gam lxm Rattan Living Room Storage Basket Coffee Table Desktop Remot Unfade Memory 4-Step Dock/Pool Ladder Aluminum 66.9" | Maximum L Horror Movie Decor Horror Movie Garden Gnomes Garden Decorations NJSHW Nordic Style Dining Living Room Wall Clock Clock Fashion H BMW Genuine Roof Moulding Roof Rail Roof Railing Adapter 323i 32 MYF Bathroom Towel Rack Towel Rack Copper Double Towel Bar Bathr American Shifter 416881 Shifter Kit (12" E Brake Cable Clamp Cle Synvy Privacy Screen Protector, Compatible with FUJITSU FMV LIFE TEAYASON Sculptures/Statues Feng Shui Purple Copper Monkey Statu
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 L'ASHER 8PCS Ś-ėẋ Ťôɏs Bundled Collars Ball Ball ṢṂ Àl Case for Ipad Pro 12.9 Close Black Marble Protective Case Cover A Lion Shaking Water Leather Table Mats Set of 6 Washable Non-Sl LQX Mini Household Refrigerator Portable Outdoor Car Freezer 6L Pit Bull Pop Art Case for Ipad Pro 12.9 in Case 4th Gen 2020 Tab Zazaz Armrest Box for Peugeot 208 2012-2018 Storage Box Car Hold Computer Motherboard Fit for ASUS M5A97 LE R2.0 Motherboard Sock Giraffe Shaped Sofa Armchair Stick Horse Chair w/Padded Seat Animation - Fairytail 28 [Japan DVD] PCBP-52358
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 V Neck Tops for Women Summer Sexy Lace Patchwork Hollow Out Shir Handmade Chunky Knit Blanket Skin-Friendly Comfy Bulky Throw Bed Greenfield Tap Tap, Right Hand, Straight Flute (Hand), 8, 32 Pit LSXIAO Bathroom Bench, Storage Stool, 100% Natural Bamboo Waterp Net Celebrity Timer Cute Children Electronic Small Alarm Clock f Fuel Pump Complete Module For Polaris RZR XP 4 1000 Built After Backpack Laptop Bag for Women and Men, Fits 13-15.6 Inch Compute ZYYCJ Car Accessories 2018-2020 for BMW G30 520i 525i 530i 540i Floor Loft Bed, Ladder with Storage, Twin Size for Student Dormi Hookup Wire,18AWG,100ft,Blk -6 pack
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Trader Joe's Crunchy Salted Peanut Butter with Flax Chia Seeds
1 2 3 4 5 Dr L Subramanium -Live At Royal Albert Hall [Dvd] Vissco Sacro Lumbar Belt Double Straping New Design - XL Backpack Bags Gold Glitter Palm Trees White Bag with Lunch Bag P MSCHEN Solar Lights Outdoor Lights 2 Pack 96 LED Waterproof Flic Gem Stone King 2.65 Ct Octagon Red Garnet Black Diamond 18K Yell Genuine OEM Hatch Lift Support for Mercedes 4479800264 DCC6SJ12 - Foam Containers Beautiful Giant 3-Pack Men's Board Shorts with Pockets Casual Ha Touch of Class Rising Tides Wall Mirror Blue One Size - Oval Sha
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 QSYY Reliable Bathroom Laundry Basket, Foldable Toy Storage Bask On Golden Pond
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 4 Piece Shower Curtain Set with Non-Slip Rug, Toilet Lid Cover, Jutdopt Best Corgi Dad Ever Leather Ladys Shoulder Crossbody Bag
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 Genuine Jewelry Bracelet Natural White Phantom Quartz Stretch Be IZOD Men's American Chino Flat Front Classic Fit Pant
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: RVTYR Recreation Portable Lightweight Double Hammock Multifuncti (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 Sagittarius Sterling Silver Charm Bracelet
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).