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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 Backpack Running Horses School Bag Print Travel Laptop Backpack 7 8 Printronix Rear Door Assembly,Stealth BL, 177541-901 Exponent World LCD Monitor Stand UOBEKETO Detachable 18" Sun Umbrella Stand Base Weights Sandbag ZHYYDS Women's Roller Skates, PU Leather High-top Roller Skates LOLLIMEOW Ceramic Raised Cat Bowls, Elevated Food or Water Bowls
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 QWERTYUKJ Chunky Knit Throw Blanket Giant Handmade Arm Cozy Supe 13 Black and White Cow Skin Leather Placemat Non Slip Placemat for
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 for Easter Hoppity Carrot Cart Bunny Spring Retro VNTG Decor Fig YAZXHJAZ Travel Laptop Backpacks Happy Dancer Vintage Dance Nati TGGFA Metal Strap for Xiaomi Mi Band 4 Wristband Smart Watch Str Carburetor For Dyna Low Rider EFI FXDLI Night Train CBRT-PD40883 Laser Link Software for Windows Zxsdfv Puzzles for Adults 1500 Pieces DIY Wooden Puzzles Large C 925 Sterling Solid Silver September Birthstone Natural Sapphire MUSEDAY DIY Acrylic Paint by Number Kit Canvas Oil Painting Kit Navigation Frame, 2‑Din Car Stereo Radio Fascia DVD Audio Navi
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 DayMark - ACR-11ASP - Delivery Form, Binding Type Notepad, Numbe 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 YUAOO Wall Hanging Woven Wall Hanging Gradient Tassel Wall Hangi Skip Beat Gaming Mouse Mat Led Nice Gamer Mouse Pads for Boys Gi Roostery Spoonflower Throw Blanket, Green Leaves Vines Plants Ju HZWLF Telescope High Power Binoculars,7X50 HD Waterproof Rangefi Huge Ceramic Shaving Soap Bowl with Ball Handle Pure White Color Cafe Turino 60-Count Ristretto Espresso Capsules for Single Serv ZXC Chrome ABS Auto Gear Shift Knob for Peugeot 206 207 307 308 Kingston GO! Plus Works for BLU Dash XL 512GB MicroSDXC Canvas C Hail to the King ProSphere Delta Zeta Men's Performance T-Shirt (Structure) C4F65
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Fuel Parts REA1164 Alternator Outdoor Soft Shell Jacket Men Windbreaker Hunt Clothes Replacement For Jaguar Xk8 Year 2006 Front Side Marker Light By WANGXIAOLINhuajia Plant Stand, 4 Tiers Metal Flower Herbs Holder Custom 3D Wallpaper Vintage Wood Grain World Map Background Wall Wuziwen 3Ct Pear Cut Wedding Band Bridal Ring Set for Women Halo 6' x 9' Spanish Cuenca - N10361 Doris Leslie Blau Calicomfy Hand Made Anti Slip Premium Quality Gray Oushak Area R Table Runner and 4 Pieces Placemats, 13"x70" Cotton Linen Kitche
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 XDCGG Steering Wheel Cover Pizza Microfiber Leather Anti-Slip Un SODIKA 2 Pieces Anti Fatigue Kitchen Floor Mats Non Slip Waterpr WSSBK Winter House Women Fur Slippers Cute Cartoon Bedroom Warm Halloween Carnival Costume Adult Zombie Skeleton Skeleton Print RADNOR 2" X 4 1/4" 1.75 Diopter Glass Magnifying Lens (2 Units) 3inch Air Cut Off Tool ,Angle Grinder Pneumatic Cutting Machine MOMO Tuner Black 320mm (12.6 Inches) Leather Steering Wheel w/Br LSLY Gaming Chair Armrest Rotatable Office Leisure Internet Cafe Floor Lamp Standing Light Vertical Lamps Lights LED Floor Lamp S Coastal Classics Exuma Bahamas Men's UPF 50+ Sun Protection Long
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
1.71ct Emerald Round Cut Solitaire 3 stone With Accent Natural L
1 2 3 4 5 5x8' Maryland Flag, Durable All-Weather Nylon, Reinforced Fly En Berry Plastics 1086627 Polyken Multi-Purpose Duct Tapes (2 Rolls BRK First Alert Lithium Battery Smoke Detector FG250LB Multifunction Auto Car Inflatable Air Mattress Bed for Back Seat CGSignLab 2467665_bnrm |"Blowout Sale -Classic Navy" Wind-Resist KEFITEVD Men's Military Pants Multi-Pockets Cotton Outdoor Tacti Animation - Aikatsu! 2nd Season 5 (2DVDS) [Japan DVD] BIBA-8425 Vampire Knight Backpack cute , Multi-Function Travel Laptop Bac Big buy store Thin Comforter Bedspread Throw Blanket Cartoon Pen
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 Compatible with RS RS Heritage Edition Z28 Z28 Heritage Edition Cubavera Men's Linen-Blend Flat Front Shorts
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 ZXDHNS Photo Wallpaper Wall Mural - Beautiful Blue Stars W X H/9 Ultra-Slim Black Adjustable Tilt/Tilting Wall Mount Bracket for
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 unknows ETSK Exerciser Pelvis Floor Medial Exerciser Hip Muscle 2 PCS Car Seat Cushion Pad Anti Scratch Seat Pad for Driving Car
Chapter 13 Neural Nets and Deep Learning PDF 3 Clear Silicone Thick Wand Rings Enhancer Set Night Pleasure To Way-Lon Jenn-Ings Classic Large Capacity Zip Backpack Bag Laptop
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 Ambesonne Fruits and Vegetables Rectangle Pouf, Colorful Fresh F 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 HJPOQZ Car Door Sound Stereo Audio Cover Trim Ring ABS Tweeter S 7 8 YellowMaps Lazy J Ranch AZ topo map, 1:24000 Scale, 7.5 X 7.5 Mi Fox Hedgehog Leather Placemats, Set of 6, Waterproof, Heat Resis SHF Male Stainless Steel Ch^astity Device Metal Ch^astity Device Samsung VP-M105 Digital Camera Handheld Video Stabilizer - For D BABE MAPS Abstract Area Rugs, Extra Soft and Comfortable Floor C
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Lovers' Requiem 13 WWWFZS Room Dividers Hanging Room Divider Hanging Room Dividers
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Songs from the Crypt Tarpaulin Clear, Heavy Duty Ribbed Sheet Market Stall Cover, Tou WZQUQ Bicycle and Flowers - 1000 Piece Jigsaw Puzzle Adult Child YZJC Classic Vintage Office Desk Clock Digital Silent Living Roo TYTG Carburetor Carburetor Repair kit Chainsaw Repair kit for 38 Fuel Pump Module Assembly Compatible with 04-08 Isuzu NPR-HD Popov: Symphonic Suite No.1 / Symphony No.5 in A Major, Op. 77, Black Clover Klaus Lunette Cosplay Costume 2980 LSJTY Monitor Stand with 2 Storage Drawers, Ergonomic Computer 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 N\C Serving Tongs Stainless Steel Food Tongs Kitchen Utensils Se 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 BYWWANG Heated Mirror Glass Car Styling Heated Wing Side Rear Mi Diamond Painting by Number Kits Full Drill Large DIY 5D Diamond FLY MEN Professional Tools 20pcs Carbon Steel Hex Drive Head Nut HARD EDGE DESIGN Unisex Scottish Clan Crest Badge Weir Sweatshir Professional Kingston 512GB for BLU G90 MicroSDXC Card Custom Ve NBK MJC-80-GR-20-1 3/8 Jaw Flexible Coupling, Set Screw Type, Bo Grayhill 09M30-01-1-03N (1 pc) 09M30-01-1-03N 2 Piece Coastal Throw Pillow Ocean Themed Sea Animals Sofa Cushi ALAZA Yellow Flower on Blue Background Backpack Daypack Laptop W CGSignLab 2467733_mbsw |"Black Friday Sale -Ghost Aged Rust" Pre
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 14kt Yellow Gold Princess Diamond Bridal Wedding Ring Band Set 1 Rexroth New Aftermarket A10VO71DFLR/31L-VUA12K03 Hydraulic Pisto Rexroth New Aftermarket A10VSO28DFR/31R-VSC62K68 Hydraulic Pisto Buffalo Plaid Pattern Bedding Set Comforter Soft Queen Size Cove Funny Orienteer Wine Glass Adult Humor Plan For Today Orienteeri CRTTRC Cotton and Linen Round Tablecloth Oil-Proof Romantic Flow Lizefang Car Seat Headrest Neck Rest Cushion, Ergonomic Adjustab Ksovv Solar Lantern Wall Lights Sconce Vintage Garden LED Solar Artistic Weavers Doria Modern Abstract Area Rug, 7'10" x 10'3",
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Great Idea Lamp Bulb Doormats Non-Slip Washable Indoor Outdoor R Diamondere Natural and Certified Diamond Mom Heart Love Necklace SLATIOM Wild Bird Feeder Garden Outdoor Decoration Mental Hangin CGSignLab |"Open House -Chalk Corner" Premium Acrylic Sign | 27" 2840/7 WH001, 32 AWG Hook-Up Wire, Alpha Wire KMW60046 - Kensington Display Stand SignMission Designer Series Sign - No | Green White 18" X 18" Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4650 8 Pbldb Nordic Modern Art Hand-Painted Watercolor Flowers and Plan Replacement For Yamaha Fazer 8 1700 Cc Year 2013 Parking Light B
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
GemAbyss Beads Gemstone 6 Strand Natural Green Jade Smooth Oval
1 2 3 4 5 Shine Jewel Classic Bezel Set 0.50 CTW Round Purple Amethyst 925 Pre-1900 Antique Vegetable Dye Traditional Area Rug Oriental Woo Idle Decor Pom Pom Pinch Pleated BedSkirt 100% Egyptian Cotton 8 My Hero Academia Durable Laptops Backpack Multipurpose Bookbag L "Flags Signs" Lot of 12 of North 100D 12"x18" Flag 30" r-1-562 Caulk Strip 10.5ft 2Pack + Caulking Tool, Jaisie.W Self Adhesive YINLAN Carburetor Tetrad Stroke New Carburetor Choke Lever Style Motorcycle Brake Clutch Levers Handlebar Handle For Honda XL600 1.75 CT London Blue Topaz Teardrop Solitaire Ring with Moissanit
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 TiuZelf Kawaii Duvet Cover Set Kawaii Child Hand Drawn Doodles i Picnic Basket Rattan Storage Basket Portable Basket (Color : B)
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Carburetor for Suzuki King Quad 300 LTF4WDX LTF300F 13200-19BE1 14K Yellow Gold Madi K Milgrain Bezel Set CZ Post Earrings
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 Power Steering Pump Compatible with LT LTZ WT LS Base 6.6L V8 12 200g Hard Wax Pearl Hair Removal Depilatory Wax Beans for Sensit
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: PVC Table Mats Abstract Geometric Shapes Heat Resistant Pu Table (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 EWEKERB This Will be The Best Tool When Your Friend is Away, hig
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).