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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 JMW Turner 1905 Newcastle Poster Print by JMW Turner (24 x 36) 7 8 Kissherely Poster Moon Animal Child Poster Nursery Canvas Print Rexroth New Aftermarket A10VO71DR/31L-VWA12K01 Hydraulic Piston Shahbanu Rugs Blue Hand Knotted Super Kazak Khorjin Design Afgha "Flags Signs" 3x5 Embroidered Gadsden Join or Die 300D Nylon F Handheld Portable Vacuum Cleaner Pet Hair for Car Filters Dustbu
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Yuri on Ice Backpack Colorful , Multi-Function Travel Laptop Ba 13 Stop Pretending Your Racism is Patriotism Portable Folding Stool
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Fuel Pump Module Assembly Compatible with 13-18 Ford Escape Free Country Toddler Boys' Alpine Sherpa Fleece Jacket Keepfiling 8x10 Photo Page Sleeves Acid Free Heavyweight Quality WSNBB Pink Gaming Case, Mid-Tower E-ATX/ATX/M-ATX PC Gaming Comp Cute Flowers Polka Dots sLaptop Backpack,Travel Backpack for Lap Adrianna Papell Women's Cowl Neck Jumpsuit ZXY-NAN Bathroom Wheelchairs Stools ~ Daily Necessities Foldable YQLKD Statue Ornamen Retro Camera Figurine Ornaments Places Book Apartment Decor Aquarium 3D Backdrops Umbrellas in Sky Climate 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 14 Inch Chrome Factory Style Bumper With Tow, Vent Bolt Holes 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 OFFTEK 32GB Replacement RAM Memory for SuperMicro SuperServer F6 Baku Apparel San Diego Fans Manny - Tatis Jr 2020 Toddler Hooded Digital Bathroom Scale USB Electronic Digital Weight Scale Body RANMCC Jean Jacket for Men Slim Fit Ripped Denim Jacket Coat Titan Post Cap (to match Aurora Deck Light), 4 Vinyl Post, White tactical knife outdoor fishing knife pocket knife spring assiste Mutilate the Decapitated Gossner Foods 1% Low Fat Milk 32oz (Pack of 2) Uncle Johnny Front Bumper Chrome Face Bar Pad Spoiler Fog Light ProSphere Bowling Green State University Men's Sleeveless Shirt
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Dell Precision 7910 / T7910 Tower - 2X Intel Xeon E5-2630 V3 8-C zsst Laptop Sleeve Bag for Notebook Computer Protective Case Cov OEMUSEDAUTOPARTS1.COM-Owner's Manual is Compatible with 2012 Inf Nike Kids Boy's Logo Fleece Pullover Hoodie (Little Kids) For 2000-2009 Audi A4, A4 Quattro PowerSport Front Black Zinc Cr 3D 8D Embossed Flower Butterfly Wall Mural Photo Wallpaper for L Calicomfy Hand Made Vintage Purple Overdyed Area Rug for Home, B Pouffe Stool Footstool Ottoman Bench PU Leather Folding Storage Jaclo H21-BB-24-BKN - 24" H21 Back to Back Shower Door Pull
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Berenson 1249-10VB-P 128mm C/C Pull Verona Bronze (10) Prime Leader Modern Contemporary Area Rug for Living Room, Hallo YXYH Fashion Hand Made Chunky Wool Blanket Thick Yarn Knitted Bl American Shifter 473015 Shifter Kit (23" E Brake Cable Clamp Tri DIY 5D Diamond Painting by Number Kit Full Drill Crystal Rhinest Lajro Towel Robe Hood Horse Herd Run Fast Desert Dust Towel Ponc LSXLSD Carburetor Air Filter Replacement Kit 110cc 125cc Pit Soi SEKISEI Album Pocket Post Card Holder high Transparent Postcard "Pink Crush Pup" Wall Art Print by Michelle Rivera Original Art Diamond Horizontal Wave Bar Necklace (0.336 cttw Diamond)
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
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1 2 3 4 5 LYHDP Murals Huge Stone Statue Removable Torn Hole Decor Wallpap HangWang Umbrella Shark Blue Travel Golf Sun Rain Windproof Umbr SignMission Designer Series Sign - Strictly No Parking in Front ASDDD Office Reception Table Chair Set 80cm Marble Table Top Bal sacfun Floor Drain Full Copper Straight Row Round Large Flow Bat UWLIFE Cute Animal Fox Polka Dot School Backpack for Boy Girl Ki XUELIXIANG Platform High Heel Sandals for Women,Summer Shoes Bac HAPPY-HAT Beach ​Fishing ​Chair Small Camping Chair Lightwei Hchao E-Sports Gaming Headset, Over-Ear Sponge Earmuffs, 360° Su
Chapter 10 Mining Social-Network Graphs PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
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Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Standard Abrasives 522512, Quick Change TS - A/O 2-Ply Disc, 3 x Deep Wave Lace Front Wig 13x4 HD Transparent Human Hair Wig Pre
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 XHLLX Wood Bathtub Rack Bath Shelf Bathtub Caddy Tray Bamboo Bat Hit Collection
Chapter 13 Neural Nets and Deep Learning PDF INTERESTPRINT Funny Luxury 3D Abstract Crystal Diamond Classic S Biohazard Floor Decals Caution Yellow Black Anti-Slip Triangle S
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 Hummingbird Networks Brand Compatible for Juniper QFX-QSFP-DAC-1 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 Omabeta Cute Pillow Creative 3D Carp Fish Shape Simulation Cushi 7 8 Genuine Hyundai 88200-26620-SBA Seat Cushion Assembly, Front, Pa American Shifter 435959 Shifter Kit (700R4 23 Swan E Brake Cable Replacement Hood Compatible with Saturn Aura 2007-2009 AURELIOR Black White Space Starship Spaceship Handle Pull, Cabin American Shifter 468817 Shifter Kit (4L60 16" E Brake Cable Clev
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 LED Digital Desk Table Clock with USB Charge Port Alarm Clock fo 13 Ceramic Kungfu Tea Set, Portable Travel Tea Set Kung Fu Teacup S
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Hand Drawn Pasta Leather Placemat Stain Resistant Placemat for f Personalized Infinity I Love You Decor LED Night Light Wall Hang wall lamp Modern Led Glass Ball Wall Lamp For Bedroom Bedside Re Diamond Painting Abstract Fantasy Cloud Embroidery Cross Stitch 14K Yellow Gold Round Cubic Zirconia Set Flower Safetyback Stud AURELIOR Elegant Gold and Black Christmas Background Handle Pull XUXUWA Body Scale Weighing Scale Smart Bathroom Scale, Body Weig Yeahii Cupcake Stand for Dessert Table, 3 Tier Plastic Material Mural Wall Mural Photo 3D Modern Ballerina-250x175CM
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Fashion Wall lamp Retro Adjustable Swing Wall Light Barn Light F 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 The North Face Women's Stretch Down Vest Genuine Hyundai 85470-2M000 Headliner Absorber Reinforcement guizhoujiufu Kitchen Mat Dish Place Mat New Flowers Pattern Tabl Savannan Burlap Placemat with Compatible Table Runner, Merry Chr Mouse Cage, Hamster House Removable Top Wooden Roof for Guinea P Rexroth New Aftermarket A10VO71DFR/31R-PSA12N00 Hydraulic Piston Larry Grossman Dubonnet Xenia Vintage Sign “Made in The USA with Parts Accessories High-Strength wear-Resistant and high-Toughn Diamond2Deal 14K Rose 2 mm Comfort Fit Edge Wedding Band Ring fo LXSNH Stainless Steel Double Sink, Stainless Steel Sink, Kitchen
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 MENGBB Kids Twin Duvet Cover Comforter Cover with Zipper 86X90 I Moonlight Star 6.5cm Tibetan Bell Meditation Handcrafted Bell Co KGJQ Napkin Rings Holders 6Pcs Rhinestone Napkin Rings Buckle Ho Cody James Men's Core Barbed Small Plaid Long Sleeve Button-Down AURELIOR Happy Thanksgiving Fall Corn Maple Leaf Handle Pull, Ca CABOTURN Rugs Meditation Non-Skid for Bedroom Home Decor Rugs Me Rexroth New Aftermarket A10VSO45DR/31L-VSA62K68 Hydraulic Piston Overjoyed magFlags XXL+ Flag Naval Flag of The Kingdom of France Galley En
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Bonyak Jewelry 18 Inch Hamilton Gold Plated Necklace w/ 6mm Red CHENPINBH Night Light Banana Table Lamp Led Resin Night Table La American Shifter 414555 Shifter Kit (TH400 12" E Brake Cable Cla November Birthstone - Double Prong-Set Cushion Swiss Blue Topaz Mano Home Adjustable Sit up Bench Slant Board Pro Ab,Adjustable eCarpet Gallery | Bordered | Red Area Rug | 6'4" x 8'6" | 361343 Periodic Table of Elements Aquarium Background Sticker PHD Gifts 2.39ct Brilliant Pear Cut Solitaire with Accent Halo Natural Roy Screen Protector for Huawei Y9 2019, Bear Village 9H Hardness Bu 1/4 Carat 4-Prong Diamond Stud Earrings in 14K Gold - IGI Certif
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Concrete Orange Brown Copper Plain Texture by Ana Rut BRE Fine A
1 2 3 4 5 Epson Photo Paper - 24 x 100 ft - 192 g/m?2 - Matte - 104% Brigh Indoor Floor Mat, Non-Slip Front Back Doormat Entryway Rugs Resi DANDANJIE Luxury Bath Bridge Natural Bamboo Bath Caddy Spa Tray SC250RM1U - UPSBatteryCenter Compatible Replacement Battery Pack Bnaioy DIY 5D Diamond Painting Full Drill for Adults Crystal Rhi Mayfield 2 Drawer Lateral File Cabinet in Shiplap Gray/White - E Black Full-Motion Tilt/Swivel/Rotation Wall Mount Bracket for De YLXSDM Rechargeable Handheld Mini Fan Three-Speed Silent Strong FVGKYS Mural Children's Room Kindergarten Christmas Ornaments Mu
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 MeFOTO RoadTrip Classic AL Leather Edition 61.6" Aluminum Travel Dalyn Rugs Dover DV9 Rug, 12' x 15' Oval, Mocha
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Aihaoq Round Tablecloth Pad Waterproof Anti-scalding Oil-Proof D Tablecloth for Rectangle Table Fall Thanksgiving Maple Leaf Oran
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 DANLINI 23 Pieces BDSM Toys PU Bondage Sets Restraint Kits for C Diamond Art Kits Colorful Elephant, DIY 5D Diamond Painting Kits
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: LuxMart 3X5 North Carolina State Flag State of North Carolina Ba (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 Ken Norton Jr signed football, UCLA, Cowboys, 49ers, Exact Proof
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).