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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 Clara Pucci 3.35 ct Brilliant Round Cut Solitaire 3 stone Stunni 7 8 Front Brake Pad Set Wear Sensor Kit Genuine For BMW E89 Z4 sDr Pfrewn Christmas Reindeer Snowflake Inverted Umbrella Windproof KUMMTOOON Happy Green Saint Patricks Day Laundry Hampers With Ha Plutus Brands Plutus Hidden World Silver Handmade Throw Pillow, ARTSHOWING Anti Fatigue Kitchen Rugs Set 2 Piece Mandala, Waterp
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 MacRoscope 13 ZFSM Swing Arm for A-prilia for Tuono V4 R V4R 2011-2017 2012 20
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Dr. ColorChip Squirt-n-Squeegee Automobile Touch-Up Paint Kit, C 14kt Two-tone Gold Princess Diamond Bridal Wedding Ring Band Set "for Lease -Modern Block" Heavy-Duty Outdoor Vinyl Banner Suitable for Indoor Home Solid Wood Stool Flower Pot Stand Plant 14kt White Gold Princess Round Diamond Bridal Wedding Ring Band Precision Brand 42660 6" x 6" x 0.1″ Stainless Steel Slotted Shi ZHWEI Doormats Floor Mats for Entry Area Rugs Indoor Décor Entra Return of Howard Mcghee EWGQWB Kids Table and Chairs Set - Plastic Small Play Table Stud
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Mxfans Bass Drum Kit Pedal Hammer Felt Head Black White for Perc 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Lysee Bolts - M6 Carriage Bolts Stainless Steel Round Head Squar HUIJK Jewelry Box Newly Jewelry Storage Box Large Capacity Porta NOTICE TEAYASON Solid Wood Succulent Multi-Layer Balcony Flower Stand G 10'x13'10" Abstract Design Wool And Silk Hand Knotted Modern Rug Channel-Set Diamond Solitaire Heart-Shaped Pendant (0.39 cttw Di Houseall Table Runner Dresser Scarf, Sunflower and Gnome Maple L L'or De Torrente By Torrente For Women. Body Lotion 6.8 Ounces magFlags XXXL+ Flag Hy?go | Landscape Flag | 6.7m² | 72sqft | 20 Empty Custom Murals Wallpaper Modern 3D Stereo Abstract Art Geom
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Southworth F#3 Do-It-Yourself Announcements Classic Border Bond FixtureDisplays 216 Key Gray Key Cabinet Large Capacity Hinged D Jobber Drill,3.60mm,HSS -6 Pack Wigs Wig Ladies Handmade Lace European and Wig Sets in The Wig H 3M X-Series Hi-Tack Transfer Tape XT2112, 1 in x 60 yd (Case of QYXY For FRONT BUMPER IMPACT BAR CHR LOWER BRACKET W/O EXT HOLE Come On A My House Pinatas Placemat Leather Table Mats Set of 6 Freshwater Cultured Pearl Pendant with Ribbon Bale (9mm Freshwat Dall Dining Chair Modern Wood Legs Backrest Table Chair Plastic
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Monadnock Products Cuff Standard Steel Chain Handcuffs Nickel 20 DDEPND Endurance Wrench 3pcs 1/2Inch Auto Telescopic Ratchet Wre Waxing Medium Spatulas - Box of 500 pcs - Once Natural Wax - 100 Cherokee Luxe Sport Women Scrubs Top V-Neck CK670 Shop LC 925 Sterling Silver Stress Relieving Meditation Unique V Custom Photo Wallpaper Stereo Surfaces Mural 3D Rich Jewelry Jew U/D All-in-One Multifunction Wooden Kid's Art Education Easel wi Avatar The Last Airbender Aang Backpack Anime Printed College Ba ZLQBHJ Computer Chair High-Back Large Size Fabric Gaming Chair B ZPPTAL Portable BBQ Grill, Charcoal Grill, Thickened Barbecue Gr
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Verified by SanFlash Ultra SanDisk 64GB Works for Alcatel 3X (20
1 2 3 4 5 G-SPoT Sexy Wrinkly Balls Self Wireless Diliddo Massager Diliddo Model Toy car 1/18 for Mazda MX-5 Roadster Diecast Metal Classic Yo-Shi Backpacks Causel Bookbag Laptop Schoolbag Travel Hiking W WYCLF Sauna Suit for Women - Workout Jacket Sauna Jacket Sweat S Claw-Set Fire Opal Dangle Earrings with Diamond Heart Motif (7mm Justice League Decal Comics Vinyl Record Wall Clock - Decorate Y ZACK Collo Sugar Bowl with Glossy Finish, 1.9-Inch, Stainless St CGSignLab 2453624_5absw_27x18_None Sale -Ghost Aged Blue 1/8 in. JeogYong Non Slip Bay Window Cushion Pad, Farmhouse Window Seat
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 COOKOOKY Shoe Charms for Girls Women Clog Sandals Shoes Decorati Genuine OEM 58302-3NA00 PAD KIT-REAR DISC BRAKE / 583023NA00 for
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Pitt Panthers Deluxe 16" x 20" Horizontal Photograph Frame with My Hero Todoroki Laptop Bag Tablet Portable Briefcase Protective
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 MHGJ Motorcycle Motorcycle Accessories Clutch Brake Lever CNC Al Heated Scarf Neck Wrap USB Rechargeable Heating Pad Shawl 3 Temp
Chapter 13 Neural Nets and Deep Learning PDF Nikon AL-NIKON-AP-8 Automatic Level with Circle, 360 Degree Bytic Home Decoration Acrylic Multifunctional Kitchen Tableware
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 Ultra-Slim Black Flat/Fixed Wall Mount Bracket for Sceptre X405B 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 YUXINYAN Accent Sculpture Large Flower Pot Cute Rabbit Outdoor S 7 8 60"x540" (5FTx45FT) Premium Satin Marina Blue Matte Flat Vinyl W Hawk HPS Front and Rear Brake Pads Compatible for 2003-2008 CHEV cigemay One‑Handed Keyboard, Comfortable Cool at Night Gaming Asscher-Cut Diamond Solitaire Pendant (3mm Diamond) curtain Wicker Dirty Clothes Storage Basket Dirty Clothes Basket
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 5-SEAT Car Seat Cover for RDX CDX TLX ZDX TSX ILX RLX TL RL of D 13 Badash Crystal - Ikat Box 9.5 inch by 4 inch by 2 inch
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 HBBY Caulk Strip Tape, PVC Flexible Self-Adhesive Sealing Strip PreserVision AREDS 2 Eye Vitamin Mineral Supplement, Contains SYHHTTQ Bathroom Towel Racks Double Towel Rack Wall Mounted Spac JumpingLight (2 Pack 12x18 Police Thin Blue Line Rough Tex Knit COSMOING Gun Flashlight Compact Tactical LED Rail Mounted with Q Goldenoldiesclocks Walden Beer and Ale Cerveza Lighted Wall Sign SODIKA 2 Pieces Anti Fatigue Kitchen Floor Mats Non Slip Waterpr Commercial Wall Mounted Shelf 12X36 Stainless Steel 54" Wide Fabric White Faux Leather Soft Skin Vinyl by The Yard -
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Artman Hero 7/6/5 Battery 1480mAh 3-Pack and 3-Channel LED USB H 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 I Want an Official RED Ryder BB Gun - Vintage Retro T-Shirt Otona No Natsugeshiki EZAUTOWRAP Premium Red 7D Carbon Fiber High Gloss Car Vinyl Wrap Table Runner and 6 Pieces Placemats, 13"x70" Cotton Linen Kitche Black Canyon Berry Noir Massage Oil, 128 Oz (1 Gallon) Bullard S51PBP Standard Hard Hat - Pinlock Suspension - Pacific GemAbyss Beads Gemstone Natural Labradorite Smooth Round Ball Ge VCNRJCUN Easy Care, Soft and Durable Duvet Cover Sets Rustic Old Tri-Coat Copperhead Touch-Up Paint Pint for Harley-Davidson Spor KYCHDY Wigs Dyed Women's European and Wig Sets in The Middle of
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Dell PowerEdge R630 8X SFF 1U, 2X Xeon E5-2683v4 32-Core 2.10 GH Dress Spanish Bohemian Long Skirt Womens Dresses Hyococ (Color : SignMission Designer Series Sign - Reserved for Expectant Mother Modern Green Hexagon Art 6 by Dreamprintdesigns on Laptop Sleeve MYOH Harlequin Bar Pull, Oil Rubbed Bronze, 16 inches (406.4 mm) Anti-Glare/Anti Scratch Film Anti-Blue Light Eye Protection Film Genshin Impact Anime Character Travel Laptop Backpack, Business 14kt Yellow Gold Baguette Diamond Bridal Wedding Ring Band Set 1 Solida Family American Gift Coffee Mug
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 ESPLUS Cube Storage 16-Cube Closet Organizer Storage Shelves Cub Water production, large living room, porch decoration, painting, Furren Tents for camping waterproof Tents for Camping Camping Te Photo Wallpaper 3D Beer Large Wall Painting Living Room Bar Ktv Graphics Card Desktop Computer Graphics Fit for Sapphire HD 6870 End Table Coffee Table Nordic Minimalist Bamboo Coffee Table Rec DIY 5D Diamond Painting by Number Kit Full Drill Crystal Rhinest One Out Of 8 ( Eine von 8 ) ( One Out Of Eight ) [ NON-USA FORMA Rick and Morty meeseeks existence is pain Bariatric Liquid Multivitamin 60 Capsules.
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
YINZHI Tablet PC Protective Case, Purple Orchids Pattern Horizon
1 2 3 4 5 MuswannaA Bathroom Rugs Bath Mats Sets Summer Ocean Dreamy Blue Ery-KAH Ba-du Fashion Travel Notebook Backpack, 3D Printing Hand 6PCS/Lot Jumbo Braiding Hair Kanekalon Ombre Braids Synthetic Cr Grey Boat Cover for EBBTIDE 190 Sport Fish NO Ladder O/B 1988, T MIOAHD Auto Dashboard Cover Carpet Cape Protector Rug Cushion An kathson Rabbit Litter Box, Pet Toilet Small Animal Potty Trainer 14k White Gold 3 D Peace Symbol Pendant Charm Necklace Fine Jewe YYLL Wall-Mounted Display Stand, Computer Monitor Stand with Tel BALLROOM DANCING: The International Championships by V.I.E.W. Vi
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 FENGYI KEJI Amplifier NE5532 HiFi Stereo Preamp Preamplifier Kit American Shifter 348444 Shifter Kit (518 8" E Brake Trim Kit For
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 YIBANG-DZSW Diorama Figures 1:64 Figures People Waiter Waitress DIY 5D Diamond Painting Kit Full Drill Crystal Rhinestones Canva
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 36" Blue Classic Folding Wooden Adirondack Chair Chairs Outdoor Decal Stickers Multiple Sizes No Credit Bad Ok! Red Blue Industr
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: DEYYA Waterproof Laundry Baskets Tall Sturdy Foldable Blue Black (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 Car Seat Anti-Kick Pad Auto Seat Back Cover Protector Diamond An
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).