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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 JP 1880 Menswear Big Tall Plus Size L-8XL JP Logo Classic Polo 7 8 ZBBZHY Proud Us Air Force Sister USAF Man Loose Track Pants Jogg ZXDHNS Wall Murals XXL - Fashion Cloud Art Self-Adhesive Wall Ar 90 Degree V-Blocks, 6 X 6 X 6,Pair Towel Rack Freestanding Towel Rack 3 Tiers Metal Towel Holder Ba YXYX Cigar Humidor Cigar Humidor Gaoduan Cedar Cigars Humidor Bo
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 RZL PAD TAB Cases for iPad Pro 11 2nd Generation 2020, Kids Sa 13 DEYYA Outdoor Picnic Blanket with Waterproof Backing Washable Fo
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Backpack for Women Men,Travel Laptop Backpack with USB Charging Native American Southwest Decor Fish Tank Background Poster Neve Your Body Vs Mind Men's and Women Large Laptop Backpack, Student Bumper Face Bar Chrome Front Compatible with Ram Truck Riseking Compatible with 2005-2007 F250 Super Duty Edition 2005- Chunky Knit Blanket Handwoven Luxury Knit Chunky Throw Blanket L NCAA Holy Cross Crusaders All Weather-Resistant Protective Dog O AMAZACER YLB Stainless Steel Band Compatible with Versa 3 / Sens XHP50 Flashlight Zoomable 1000 Lumens Rechargeable USB Torch Sup
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 ValueX Reinforced Unstrung Tag, 96x48mm, Buff, Pack of 1000 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Ky Do Mar American Shifter 486827 Shifter Kit (727 6" E Brake Cable Clamp Accuform, MEXT411XT, 10" x 14" Dura-Plastic Sign:"Emergency Exit Hot Water Bottle LIU- Classic with Pink Flannel Cover, Winter Ha NEW Pair Set of 2 Front Bilstein B6 Performance Struts For BMW E HMEILI Motorcycle Handlebar Riser Higher Extend Adapter Fit for Herb Spices Botanical Kitchen Wall Art Print Set of 9 Prints Bea 8.50mm A Brand ADO-TRS High Feed 3-Flute Carbide Drill, EgiAs Co Qunnet Tachometer 52mm Voltmeter for Car Boat Motorcycle 8-16V W Cabilock Plastic Squeeze Condiment Bottles with Pointed Mouth 60
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Waterproof Llama Car Interior Seat Cover Cushion Pad Mat for Car Guitar humbucker Pickup Set of Electric Guitar Pickup Double Coi Butterfly Flower Angel Wings Schizanthus - Mix jocad (700 Seeds) LXDZXY Hangers,Retro Color Length 50Cm Simple Corridor Shoe Rack Halfaouine, l'enfant des terrasses Motorcycle Handlebars for Yamaha FZ6 for Fazer 2004-2010 2005 2 LSDJGDDE Cotton Men's Shirt Ethnic Print Vintage Short Sleeve St Civil Air Patrol Cap Command Blankets to Honor Civil Air Patrol SYYUN Wall Sticker Wall Sticker Decals can be Removed Decorative
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 QZH Blanket Soft and Thick Giant Cable Hand Knit Throw, Big Yarn vctops 1-Piece Waterproof Bamboo Fitted Sheet Queen Size Cool an LCD Screen and Digitizer Full Assembly for Huawei P Smart (2019) Clhhsy Waterproof and Removable Hd Blue Sky Green Leaf White Pig Famous Dex Lunch Bag Backpack Multifunction Lightweight Bags Set JIAYING Canvas Artwork for Walls Luminous Animal Modern Decorati GDYJP Halloween Wreath Hanging Decor, Front Door Hanging Pumpkin Childrens Factory Asian Girl Multi-Cultural Costume The Quintessential Quintuplets Nakano Miku Backpack Anime Printe Urban Trends Collection UTC 70731 2 Tone Brown Ceramic Vase with
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Choice-Pac 3SO-1656 Polypropylene Round Tub with Lid, Semi-Clear
1 2 3 4 5 XZGDEN Wigs Hair Wig Short Bob Cut Lace Front Human Hair Wigs Co Kiwi 18-inch Outdoor/Indoor Pillow (Set of 2) Green Solid Color ZHANGXM Robot Men's Crewneck Pullover Classic Sweatshirt Emerald City 2016 Season 1 | NON-USA Format | Region 4 Import - Outdoor Christmas String Lights, Ollny Waterproof Twinkle Lights Society6 Floral Pattern, Abstract, Orange, Teal and Gray by Mega HRiu00@ Athletic Pants for Mens, Leisure If This Flag Offends Yo CGSignLab 2468940_bnrm |"for Sale -Chalk Burst" Wind-Resistant O Dell Precision 7910 / T7910 Tower - 2X Intel Xeon E5-2680 V4 14-
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 NAIQIU Cabinet pulls Kitchen Cabinet Knobs and Handles Black Fur TOPINCN DC 12V Diesel Transfer Pump, with Fuel Gun and Hose, 40L
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 0.79ct Round Cut 3 stone love Solitaire Aquamarine Blue Ideal VV Diamond Art Kits,Diamond Painting Abstract Guitar,5d Diamond Pai
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 SHF Artificial Pe^NIS, Playful Toys, Female Mastu^rbation Device 2000 Piece Jigsaw Puzzles Set Aduts Kids Large Puzzles Games Ele
Chapter 13 Neural Nets and Deep Learning PDF Non GMO Bulk Cornflower / Bachelor Button Seeds - Tall Blue Cent HANHJ Garden Outdoor Bench Pad 2-3 Seater Bench Cushions 10cm Th
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 AVORA 10K Yellow Gold Oval-shaped 0.01 CT Genuine Diamond Pendan 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 HHL Toddler Pillow with Pillowcase - 17 X 10 Inches Soft Memory 7 8 Giant Gator Wigs Wig Black red Brown Gradient Long Curly Wig Lad Society6 Whimsical Bloom by Picomodi on Wall Hanging Tapestry - Custom Dinosaur Name Wall Decal- Baby Boy Girl Unisex - Nursery Polar Fox Christopher MPX806057 Mens Casual Work Lace Up Classic TOYOTA 78950-52030 Seat Stopper Band Assembly
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Lunarable Floral Reading Pillow Cover, Dandelions Taraxacum Conn 13 Custom Mural Wallpaper 3D Stereo Forest Animal Dinosaur Wall Pai
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Megartico Halloween Alice Red Hearts Dress Women Queen Costume HES 18103808 310 4S Folger Adam Electric Strikes, Grade 1, Latch XZGDEN Hair Replacement Wig, Lace Wig Natural Hair Presilian Hum erddcbb Jewellery Ring Display Tray 100 Slots Ring Stand Display Boxers Shorts Full Cut Caramel Beige Striped, Luxurious Sateen L Killer Filter Replacement for PUROLATOR/Facet 1300EAR1003N1 AUSCREZICON Patio Umbrella Cover, Heavy-Duty Outdoor Water Resis Enet Components Inc D-Link to Ubiquiti Sfp+ Dac 3m 9.84ft Non-Woven Wallpaper Wooden groynes in The North Sea at Sylt Wide
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 KM 7" x 5/8-11 36 Grit Flap Disc 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Wall Murals,Custom 3D Wallpaper Butterfly Orchid Flower Wood G YTRED Home Decoration Vintage Resin Smoker Statue Figurines Desk Backpack Bags Puppies Charcoal Bag with Lunch Bag Pencil Case Po JDJD Hand Knitted Chunky Blanket Thick Yarn Weighted Wool Bulky Car Seat Covers Flax Seat Protect Cushion Automobile Seat Cushio Wall Sticker for Bedroom Living Room Angel Princess Fairy Patter Replacement For Harley Davidson Vrscf V-rod Muscle 1250 Cc Year Cherie Dori 18kt White Gold Diamond Circle Pendant With 2.10 Car Hanes Ultimate Men's 3-Pack X-Temp Performance Stretch Boxer Bri Peace 10 Inch Battery Operated Round Quartz Analog Quiet Desk Cl
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Printed Tuxedo With Bow-Tie Suit Father Son Tux Men's T-shirt Let's Talk About Sex DIY 5D Diamond Painting Kits for Adults Kids Full Drill Large Si Key Holder Creative Entryway Organizer Wall Mounted Stainless St 3-Pack Replacement for Whirlpool GI6SDRXXB03 Refrigerator Water VioletLisa Electric Fuel Pump Compatible with 2010-2012 Fusion 3 St-yx Adult Unisex backpack Girl Boy Man Woman Funny Anime Teens Autumn Winter Clothing,Mens Autumn Splicing Zipper Print Sweatsh OFFTEK 16GB Replacement RAM Memory for Acer Aspire VN7-592G-788W
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Diamond Painting Kits for Adults,Full Drill DIY 5D Diamond Art C AP.DISHU Woven Tapestry, Macrame Wall Hanging Boho Chic Wall Dec Puccy Privacy Screen Protector Film, compatible with Gigabyte Ao XIXINYA Acoustic Guitar 41 inchesClassical guitarFolk pop guitar Raybestos BH383982 Brake Hose, 1 Pack Fortinet FortiAuthenticator - VM License 5 Year 24x7 FortiCare C Live Love Laugh Llamas Shorts for Men Summer Fashion Casual Boar PaceSetter 72C1117 Armor Coat Exhaust Header ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with N Il Fischio del Vapore
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
FAG NJ213E-M1-C3 Cylindrical Roller Bearing, Single Row, Straigh
1 2 3 4 5 Beauty Decor 4 Piece Shower Curtain Sets Abstract Purple and Gra Ochoos 4pcs/lot SK8 SK10 SK12 SK16 SK20 SK25 SK30 SK35 8mm Linea HERMA Self Adhesive Clear Heavy Duty Weatherproof Labels, 12 Lab HMEILI Motorcycle Handlebar Grip Bar Ends Slider Fit for Yamaha 14/4C Duraflex Automotive Trailer Cable SAE J1128 Black - Qty of Vintage Wedding Ring, Solitaire Engagement Ring, 3/4 CT D-VSSI M USANA Vitamin D Supplement by USANA Oil and Vinegar Dispenser, Olive Oil Dispenser Bot Ceramics oil MoKo Double Eyeglass Case, Contact Lens Case with Mirror Tweezer
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 Wood Plaque Wall Hanging Sign for Kitchen Bathroom Black and Whi ERA Paints Automotive Touch Up Spray Paint Kit for Pontiac Grand
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 DIY 5D Diamond Painting by Number Kits, Sunsets Natural Sea Diam Custom American Flag Etched Cutting Board Bamboo Wood Chopping m
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 Avex Dance Master Instructors Select / Various Jaye P. Morgan
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: Surprises boxs,Luckys Boxs,Birthday Gift,Mysterys Blinds Boxs(El (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 American Shifter 417156 Shifter Kit (12" E Brake Cable Dipstick
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).