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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 Sylvania DCF Projector Lamp 7 8 Knife Sharpening 1000/6000 Grit Stone Kitchen Double Side Polish Toilet Brush and Holder/Long Handle Brush Bathroom Resin Creativ MiDee Lyrical Dress Dance Costume One Shoulder Pleats Camisole T FFYY Camping Chair,Portable Camping Chair Fishing Chair Lightwei UV Protection Windproof Travel Umbrella, Automatic Open Close Co
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 SanFlash Kingston 512GB React MicroSDXC for Canon EOS Rebel T4i 13 XMSH Laundry Baskets-Laundry Hamper Portable Wall Hanging Laundr
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 YFF-Corrimano Chunky Knitting Blanket, Comfortable Chunky Knitte Kizlyar Supreme Military Outdoor Hunting Knife Baikal D2 Steel S Personalized 9 oz. Stemless Wine Glass, Perfect for Wedding Part 14K Gold Necklace Round Brilliant Solitaire Diamond Pendant (G,S DTXZM Draw Knobs for Dresser 2 Pack/Square Knob Dresser Cupboard TSHAOSHUNHT Another Mei Misaki 3D Night Light, Acrylic Panel Abs Inflatable Kiddie Pool, Green Kids Swimming Pool Summer Water Fu Patio Bench Outdoor Garden Balcony Outside Furniture Porch Loung XXzhang Office Desk Chair with Armrest Office Computer Chairs Er
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Cool Creativity Charging Pattern Ceramic Heat Sensitive Color Ch 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Soup Spoons Nordic Style Ceramic Small Spoon Creative Cute Small Rexroth New Aftermarket A10VSO71DFLR/31L-PRC91K05 Hydraulic Pist Desk Car Armrest, Car Handrail Box Pad Soft Memory Foam Car Armr Socket Head Cap Screw Kit Inch 3/8-16 x 1-1/2 - (25 each) OMOTOOL Safety Cable Lock (2 Pack) 48 Inches Stainless Steel Tet Professional Portable Electric Shaver Beard Grooming for Men for HEALLILY 1 Pack/ 36 Pairs Foam Eyeglass Nose Pads Anti- Slip Com Huqalh Yoga Towel Nonslip Cute Clever Animal Pet German Shepher Magazine Storage Organizer Mail Holder Macrame Wall Hanging Deco H3140 (180MM) AMCAN Adapter Sleeve
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 3dRose Ladybug Trivet with Ceramic Tile, 8 by 8", Brown American Shifter 424831 Shifter Kit (518 23" E Brake Cable Clamp ADHW Seaside Pine Finish Twin Bookcase Headboard Wooden Storage Boaby Umbrella Stand Triangular Iron Folding Sun Umbrella Stand Diamond Solid 10k White Gold Ladies Chevron Stackable Ring Band 25 Craspedia/Drumstick SẸẸD LIU Stainless Steel Fryer Non-Stick Pot Stock Pot Induction Cook Motorcraft Switch Black Bow Jewelry 14k Yellow Gold Sm Cutout Pineapple Necklace
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 M-878 Freightliner Bus Round Muffler Type 1-11" x 36" Long x 3" Bless Your Heart Arrows Universal Car Armrest Cover Soft Auto Ce Quanmin AI Intelligent HD Thermal CCTV Camera Auto Alarm+Quick P Cars Picnic Basket for 2 with Blanket, Cute Cartoon Style Car Pa Camping Stool, Small Chair for Folding Stool, Lightweight Sturdy GXGX Clear Table Cloth Protector Plastic Round Tablecloth PVC De WYXR 48V Bike Li-ion Battery, Electric Bike Bicycle for 10Ah/12A Black and White Dinosaur Car Seat Cushion Protective Car Seat De Meat Cleaver,Cleaver Knife Chinese Cleaver Knife 7cr17 Stainless Floor Lounger Adjustable Floor Chair Abstract Contemporary Aesth
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
XiaoCha White Animal Cat 3D Self-Adhesive Wall Stickers, Wall Mu
1 2 3 4 5 Serene Spaces Living Polished Brass Cylinder, Shiny Round Vase f NEW RIDE TECH FRONT UPPER STRONGARMS CONTROL ARMS,A-ARM,COMPATIB NICEAPR Dresses Geo Print Tied Backless Bodycon Dress (Color : W 20V 6.75A 135W AC Adapter Charger Replacement for Lenovo ThinkPa Zjgzdcp Storage Rack, 3-Layer Hanging Rack Floating Rack, Solid Compatible with Kenda K760 Trakmaster II Dual Sport Tire Set - F Drill America DWTSQNPT112X3 Square Pipe Die, 1-1/2" x 3" Brady 116135, 7" x 10" B-563 Danger Lockout/Tagout Before Set-Up Champion L78yc Shop Pack Part # 936S
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 Grand Canyon Unisex's Supai Mini Camping Stool, Eden, Normal Rexroth New Aftermarket A10VO45DRG/31R-PRA11K02 Hydraulic Piston
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Hair Pin Cute Cartoon Flower Hairpins for Kids Headwear Sweet Bo Shade Sails Cloth Balcony Privacy Screen Sun Shade Sail Outdoor
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 Bnaioy DIY 5D Diamond Painting Crystal Rhinestone Embroidery by SUOFEILAIMU LM12UU LM13UU LM16UU LM20UU Linear Motion Bushing Li
Chapter 13 Neural Nets and Deep Learning PDF Kerrywigs Brazilian Hair Natural Wave 13x4 Lace Front Wigs Free Sharpie 30075PP Permanent Markers, Fine Point, Assorted Colors,
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 Shachihata 11 black face of a seal 11 mm Otsuka XL-11 (japan imp 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 SLV 1/2 CT. T.W. Clear D/VVS1 Diamond Paw Print Stud Earrings Fo 7 8 ChenTaid Charming Element Post Letter Box Cover White 21x18 in f ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with N KOI Stretch 748 Women's Power Jogger Pant (Royal Blue, 2X-Large) artaslf A Space Odyssey Poster Modern Restaurant Huge Wall Paint 4 Layers Wooden Stand for Plants Landing Type Light Extravagant
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Love Live Koizumi Hanayo OP Cosplay Costume 13 The Shopping Cart with Seat And Brake Walker Can Be Folded And C
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 HonRmon Mob Psycho 100 Kurata Mezato Takane Salt School Uniforms YBQ Wall Clock Wall Clock Black/Golden Iron Living Room Wall Clo "Flags Signs" 3x5 Embroidered USA Historic 34 300D Nylon Flag JJCF Indoor Exercise Bikes Stationary, Fitness Bike Upright Cycl Fire Campfire Fireplace Colorant Packets - 25 Pack, MysticaI Fir Clhhsy Bedroom Decoration Painting Custom Blue Underwater World Changskj Hot Water Bottle 1000ml Cute Printed Rubber Hot Water B WJSM 7/8''22mm for Honda CBR600RR CBR 600RR CBR600 RR CBR 600 RR ZXY-NAN Aufbewahrungsbox Straw Living Room Bedroom Storage Baske
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Air Filter Fits 1984 Suzuki GS550ES 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Wall Murales 3D Wallpaper Green Plant Deer Head Brick Wall Wallp Gibobby Womens Sandals Ankle Boots for Women Low Heel Round Toe HOTLIGHT Motorcycle Cover Compatible with Motorcycle Cover Trium 1/2-2 Carat 14K Rose Gold GIA Certified Round Cut Diamond Pendan 12Pcs x 47" LED Backlight Strips Replacement for 47LN5200 47LN54 HYBB 2-in-1Folding Magnetic Wood Chess,Chess Rules for Beginner WSZJJ Black Hair Dryer Rack,Bathroom Holder, Dryer Storage Han SHUUY Kitchen Truner Suit Cooking Shovel a Soup Spoon Scoop Cola Child Motorcycle Helmet , Child Motorcycle Cross Helmet (Goggl Carter P76532M Fuel Pump Module Assembly
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 SignMission Designer Series Sign - Access (with Updated Isa Symb ZLDGYG New Unisex Fashion Sneakers Swimming Shoes Water Sports S Endangered Species Harpyhaliaetus Coronatus Camping Folding Stoo Une Education Manquee FitFlop Women's Derby Lace-up Lorchwise Child Bat Wings Costumes - Wicked Wings - for Hallowee Oneuda Armrest Box for 2016-2018 Renault Kaptur 1, Universal Arm MuswannaA Linen Rectangle Tablecloth Farm Highland Cattle with A American Shifter 449358 Shifter Kit (TH400 8" E Brake Cable Clev
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 XiaoMinZhang Material LCD Screen and Digitizer Full Assembly for Mictiona Aritificial Ivy Fence with Privacy Screen Wall Décor Ar New Rear Driveshaft For BMW X3 2.5L Auto Trans 2004 2005 2006 - Dog Outdoor Supplies- Foldable Cat Litter Box Comfortable Cat Cl KUYIN Natural Uruguay Dream Amethyst Quartz Crystal Cluster Stan TWDYC Fire Truck USB Flash Drive Pen Drive Car Toy U Disk 4GB 8G YUJIA Hanging Wild Bird Feeder Gazebo Birdfeeder Outside Decorat Dressing Mirror Wrought Iron Decorative Mirror, Retro Vertical H 1/4" OD x .062" Wall Natural Polypropylene Plastic Tubing (100 F 3D Wall Mural Wallpaper Butterfly Flower Girl Oil Painting Wallp
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Zestion Men's Short-Sleeved Shirts Avocado Printing Lightweight
1 2 3 4 5 Ambesonne Motorcycle Portable Fabric Wardrobe, Pattern of Cartoo BossBearing ABS Front Wheel Bearings Kit EMQ Quality for Harley Gaming Computer PC Case For Desktop Computer PC Full-side water- Totovy 2019 Chinese Family Storage Box Thick Large Kitchen Rack DZJUKD Outdoors Hammock Hanging Kit Hammock Hooks Carabiners Ham Vanity Light Fixture Vanity Lighting Fixtures Hollywood Style Va SH-CHEN Antique Concealed Shower Faucet Faucet Home Hotel Classi Kxlqh Indoor Children's Wall Lamp with Cloudy Shape, Dimmable Wa "Entrance -Nostalgia Arrow" Premium Acrylic Sign
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 Garden Angel Statue, Angel Solar Light Figure Sculpture Garden D Guide Gear Men’s Country Pursuit 9" Waterproof Hunting Boots
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Lutema Economy for Epson PowerLite 97 Projector Lamp with Housin Adult Large Bathtub, Bath Barrel Portable Folding Plastic Shower
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 1/2-2 Carat 18K Rose Gold GIA Certified Heart Cut Diamond Pendan Cat Cus White Reusable Insulated Tote Lunch Bag Food Container S
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: Canter Family Police Gift Coffee Mug (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 TCpick Seat Cushion Lounge Chair Cushions,Chaise Lounge Cushion
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).