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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 Mural Wall Mural Photo 3D Modern spiral-350x250CM 7 8 OVIOS Patio Furniture Set, 9 PCS Big Size Outdoor Backyard Sets liliupop Women's Men's Cowboy Hat Gentleman Ladies Cowgirl Jazz 12 Packs Kitchen Cabinet Knobs,Red Parrot,Pulls Cupboard Handles Chunky Knit Blanket Handwoven Luxury Knit Chunky Throw Blanket L Portable Car Truck Vacuum Cleaner High Suction 12V 120W Handheld
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Lifeline AAA Premium Road Kit, 42 Piece Emergency Car Kit with J 13 ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with K
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Chunky Knit Blanket Chunky Knit Throw Blanket Big Yarn Handmade Double Immune Support Bundle: Elderberry+Probiotic + Elderberry Bath and Body Works Sea Island Cotton Ultra Shea Body Cream 8 Oz Glass Cabinet Knobs 1.18 Inch Crystal Drawer Pulls Clear for Kit HDGZ Chunky Knit Blanket Chunky Giant Knit Throw Handmade Bulky iLOOSKR Halloween Cosplay Women 2 Piece Vintage Magic Witch Dres GGHHJ 3 Colors LED Wave Shape Table Lamp Curved Desk Bedside Lam Rexroth New Aftermarket A10VSO45DFR1/31L-VUA62K68 Hydraulic Pist Desk Monitor Stand Riser Aluminum Alloy Laptop Stand Computer De
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 MAPOLO Laundry Hamper Cool Truck Foldable Linen Laundry Storage 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Maglite Flashlight Combo 2 Aa Cell Red Pack 5D Diamond Art Kits, Elephant DIY Diamond Painting Full Drill Cr 73 Inch Yoga Mat Towel Funny Caffeine Molecule Chemistry Non Sli Adorable Realistic Raccoon Garden Statue Outdoor Garden Ornament SAN82001 - Description : Dry-Erase Marker, Non-Washable - Expo L Daesar Curtain for Living Room 2 Panels, Bedroom Curtains Darken Black Canyon Cranberry Citrus Scented Hand Sanitizer Gel, 128 Oz Womens 2 Piece Shirt Pleated Skirt Sets Long Sleeve Printed Self Women Printed Pullover Hoodie Fleece Hooded Sweatshirt Cat Ear P Guitar Tuning Peg,6 Sets 3R3L Gold Plated Guitar Tuning Keys Peg
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 TYTG Carburetor Carburetor, mz200 2kw Motor Auto Accessories ZJchao Hair Removal Waxing, 100g/Bag Depilatory Hard Wax Bean Ar Gibraltar SC-JMM Jaw Microphone Mount WFSH Towel Stands Creative All-Copper Rotating Solid/Towel Rack/ 2.36ct Princess Cut Solitaire with Accent split shank Pink Ideal American Shifter 382130 Shifter Kit (PG 23" E Brake Cable Clamp ZL Home Bedding Sets 4Pcs Soft Duvet Cover Farmhouse Turkey wit Camping Happy Camper Spring Colors Placemat Leather Table Mats S Justin Men's Classics Deerlite Cowboy Boot Round Toe Chestnut 10
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Essential Medical Supply Height Adjustable Standing Toilet Safet 1/2-2 Carat Platinum GIA Certified Cushion Cut Diamond Pendant N Carpe Diem Hardware 26102617-9-80 Starfish Small Knob with Sea A 4 PCS Chef Knife Set Japanese vg10 Steel Damascus Kitchen Knives Grass Cutter Trimmer Parts General Wear-Resistant Multifunctiona Rexroth New Aftermarket A10VO71DR/31L-VPA11N00 Hydraulic Piston Professional Tailor Dummy Male Mannequin Tailor Tailor Shop Wind Oxford 10 Pack A4 Spiral Display Book with 40 Pockets Plastic 8 Wall Sticker for Bedroom Living Room Letter J Summertime Fruit i JUSTINS NUT BUTTER ALMND HNY JAR, 16 OZ
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo
1 2 3 4 5 8.00 MM Lab Created Aquamarine Solitaire Ring, D-VSSI Moissanite Earrings for Girls,QWEA Cute candy color dinosaur pendant earrin Women's 2 Piece Velvet Tracksuit Set Long Sleeve Zip Up Hoodie Standard Motors ALS293 Wheel Speed Sensor Number 40 Charm - 925 Sterling Silver - Forty 40th Birthday Anni F Fityle 2X Electric Shoulder Clip Warning Light Led Flashing La 4 Pack AB12180 12V 18AH Baoshi 6-DZM-20 6DZM20 Electric Scooter FRFFASHION Tropical Palm Tree Comforter Set Clear Water and Surr ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with Y
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 American Shifter 424780 Shifter Kit (518 23" E Brake Trim Kit Fo 3D Orange Pattern 6543 Floor Wallpaper Murals Wall Print Decal A
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 Kit,Full Drill Stone Flower(90 Fluffy Puppy Printing Women'S Lunch Bag,Portable Fashion Meal Ba
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 Spyder 2018 Rt Sm6 Se6 Sup Moteur Assesup Motor Assembly 7050114 LZL Towel Bar Solid Wood Brass Kitchen Storage Wall Hanging Spic
Chapter 13 Neural Nets and Deep Learning PDF Rocking Giraffee Bath Towel for Bathroom, Est.1928 Farm Home Cow Antique Gray Modern Farmhouse Console Sofa Table Grey Rectangle
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 ZCLCHQ DIY Wallpaper muralLeaves Pineapple Non-Woven Wallpaper 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 ArneCase Duvet Cover Set Lightweight Microfiber Bedding Cover 3P 7 8 zxz Front Bumper compatible with 2014-2015 Silverado 1500 LT Chr Case for Ipad Pro 12.9 Colorful Playful German Shepherd Protecti MORRAN Side Accent 2-Tier Storage Locker Bedroom Night Table Sof Qupid Topanga Cute Ankle Booties for Women | Heeled Chelsea Boot Siren Head Action Figure ,Cartoon PVC Action Figure Siren Head M
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 TOP+ White 5ft 65W 20V 3.25A Type-C USB-C AC Adapter Charger for 13 Greday Anti Fatigue Set of 2 Kitchen Rug Sets Yellow Lemon Welco
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Magical Psychedelic Eyes Adults Travel Business Laptop Backpacks American Shifter 413650 Shifter Kit (4L60E 12" E Brake Cable Cla 8800mAh Battery Replacement for Packard Bell EasyNote TM89 EasyN Uxsiya Candle Holder 3‑Dimensional Candlestick European Style Kohler K-7223-2BZ Sok Pop-Up Bath Drain, Oil Rubbed Bronze INTERESTPRINT Funny Giraffe Realistic Animal Classic Short-Sleev TOYOTA Genuine 63391-12060-J0 Roof Headlining Trim Verified by SanFlash Ultra SanDisk 1TB Works for Amazon Fire HD Newparts 7L 8100 X-MAX 0W40 Filter Motor Oil Change Kit F16 X6 s
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Collection 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 YellowMaps Lexington VA topo map, 1:24000 Scale, 7.5 X 7.5 Minut JTSGHRZ Car Lift Supports Front Engine Hood Shock Lift Strut Sup Cordless Wand Massager Grow Numb Handheld Portable Egg Wireless Needle Roller Bearings HN1620 Needle Roller Bearing Without Cage Nagina International Antique Wall Mounted Nautical Premium Alumi Dining Chair Slipcover, Halloween Cartoon Cute Paved Ghost Patte marc janie Girls Boys' Light Weight Down Jacket Kids Removable H Hauzkas Wall Mounted Floating Shelf for Living Room, Bedroom, Ki GEARWRENCH 3" x 4" Heat Shrink for Tethering - 88735 American Shifter 415227 Shifter Kit (700R4 12" E Brake Cable Cle
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 IJEOKDHDUW Plum Table Runner Chinese Style Fleece Table Cloth Re CHENNA Bean Bag Chair Sofa Removable Lazy Game Sofa Lounger Chai Pawlice Tibetan Spaniel Dog Print 360 White Mug American Shifter 375264 Shifter Kit (PG 16" E Brake Dipstick For Chipex | Premium Touch-Up Automotive Paint Kit Compatible with N VPS Seat Cover Compatible With Yamaha PW80 83-95 Grim Reaper Dir Half Round Doormat Little Bells Entrance Doormat Floor Mat Kitch IET Lamps - for PANASONIC PT-EZ770 Projector Lamp Replacement As Goodman 2.0 TON 14.5 SEER Air Conditioner Bundle with Furnace (G
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Personalized Bee Quilt, Gift for Your Lovers Quilt Set Birthday ZQH Towel Ring - Toilet Copper Towel Hanging Ring/Circular Porou NJ313 Nachi Cylindrical Roller Bearing 65x140x33 Steel Cage Japa Capri Jogger for Men, Slim Hammerhead Shark Cotton Sweatpants Diamond Painting Starfish on Lake Seascape 5D Diamond Painting K Transparent Plastic Kettle Large Capacity with Clear Scale 4000m Pbldb Modern New Chinese Wallpaper Mural Non-Woven Wallpaper 3D Speed A6 Power Metal Left Right Genuine Tail Lights Brake Lamps Pair Set For Honda 7 Pieces Metal Dices Set DND Game Polyhedral Hollow Out Metal D
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
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1 2 3 4 5 Case for Ipad Pro 12.9 Macro Close Oil Paint Protective Case Cov Premier Gear PG-18343 Professional Grade New Agriculture and Ind Jewels Obsession Gold Angel Necklace | 14K White Gold Angel Pend Refrigerator Water Filter Compatible with DA29-00020B HAF-CIN/EX GYJWXM Towel Bars Towel Racks Towel Rack Vintage Wall-Mounted Bl MOUMI Monocular Telescope Compact Retractable Zoom Telescope Wid Tall Dutch IRIS Bulbs-Hardy PERENNIALSpring Flowers (Apollo, 20 All American Knit Shorts Set Ambesonne Strawberry Bedspread, Fruits Pattern with Hearts Child
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 Pôčkêt Pûššÿ Vbrating Machine Tịght Mọuth Õrạl Pockét P Return of Bucintoro Italian Tapestry Wall Hanging
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 (300 pcs) #6 X 1", Self-Tapping Sheet Metal Screws, Type"A", Hex YJ 2pcs Ornate Vintage Shelf Brackets, Cast Iron Shelving Brack
Chapter 12 Large-Scale Machine Learning PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
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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: Coasters Round Creative Coaster Cork Insulation Mat Placemat Pot (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 (100) 5/16x3-1/2" Carriage Bolts - Hot Dip Galvanized ("The best
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).