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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 Spiritek 7 8 British 2 Pieces No-Slip Area Rugs for Kitchen Office Front Door Corumly Men's Long Sleeve Shirt Fashion Trend Personality Embroi YHPD 2×3m/3×4m/4×5m/7×7m/8×8m Camouflage Netting Army Camo Net C Texas Cowhide Western Country Rustic Cowboy Case for Ipad 2020 1 Lucky Box Mystery Boxes Mysteries Box, (Electronic Equipment)(Ra
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 FVGKYS Wall Decals Art 3D Custom Poster Mural Street Fruit Shop 13 sweet dreams Green Gingham Checked Christmas Boys Pajamas
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 DANSHILONG LMHP10LUU Ploit Flange Type Linear Bearings 101929 mm YINGGEXU Telescope Universal Adapter Mount Binocular Monocular T Solid 14k Yellow Gold Solitaire Blue Sapphire and 1/8 Cttw Diamo Bnineteenteam Felt Drum Pedal Hammer Drum Pedal Beater with Stai Glider Rocking Chair Replacement Cushions Velvet Washable,Cotton 14kt Gold 5-Way Medal. Includes deluxe flip-top gift box. Medal/ N/ A Kids Hooded Beach Bath Towel - Cute Cat Hooded Baby Towel f Dell Precision 7910 / T7910 Tower - 2X Intel Xeon E5-2650L V4 14 XStyles18 Unisex Hawaiian Shirts William I German Emperor Histor
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Magid Glove Safety TB553E-XS Roadmaster TB553E Select Cow Grai 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Dell PowerEdge R820 16 Bays 2.5 Server - 2X Intel Xeon E5-4650 v American Shifter 531832 Shifter Kit (4L60E 23 Swan E Brake Trim Exhaust Valve Detroit Diesel Series 60 (Before 1991) fits DETROI Space PlanetExquisite custom printed school or office Backpack L HELLEN Outdoor Gardening Resin Little Angel Flower Fairy Ornamen 10Pcs Caulking Tool Kit, 5 in 1 Silicone Caulking Multitool (Sta ML Kishigo 1526 Ladies Economy Mesh Safety Vest - Orange Extra L Caulk Cap CCY-2, 2-Pack, Yellow Grand Canal and Basilica Santa Poplar Wooden Jigsaw Puzzles for AA-Grease 04 Heat Sink, Thermally Conductive Compound, MIL-DTL-4
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 4' x 10' EZ Cool Car Vehicle Insulation Kit (40SqFt) 10' Foil Ta AAAbrasives 4-1/2x5/8-11#40 Premium Ceramic T-27(Flat), Abrasive aihanbaihuodian Wigs European and Wigs Women's Gradient Color Fr Kingston 512GB ICEMOBILE Galaxy Prime Plus MicroSDXC Canvas Sele Women's Exotic Lingerie Sets Women's Sexy Lingerie See Through L American Shifter 442069 Shifter Kit (6" 4L80E E Brake Cable Clam Wired Earbuds/Headphones Sport, 3.5MM Noise Isolating in-Ear Wir K1AutoParts Fender Flares Wheel Arch 3" For Sensor Version 4Door 1200Mbps WiFi Range Extender, US754 Signal Amplifier Booster wit
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Custom Self Adhesive Mural 3D Stereoscopic Space Golden Circle B B.way 100x100mm Square Filter with One Filter Holder ND1000 Filt XStyles18 Unisex Hawaiian Shirts World War 1 Austro Hungarian So I Am A Writer, Funny Duvet Quilt Cover Set, 3 Piece Bedding Sets XiuLi 2 Pack/4 Pack 8 LED Solar Flower Lights, Sunflower Solar G R2920 Bloody Marble Case Cover for MacBook Pro 15? - A1707, A199 paritariny Sanding Disc Backing Pads 200Pcs 50mm 2 Inch Sander D Auto DN 2X Inner Steering Tie Rod End Compatible With Mazda B200 RTR_GF 5 Pieces of Flared Shoulder Stainless Thumb Screw, 29/64" Halloween Costumes Super Flag Sign with Complete Hybrid Pole Set
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
15"x7.9" Vivid Sign New Don't Quit Your Daydream Beer Cute Super
1 2 3 4 5 Handheld Vacuums Mini Car Vacuum Cleaner 33000r/min All-Copper M 7800mAh Battery Replacement for Acer Aspire One A110-1545 Aspire 11iṇch Ḅig Ðịdḷo For Men - Woṃens Ðịdḷo - Reaḷ Ð 10 Ring Light LED Desktop Selfie Ring Light USB LED Desk Camera MGPRO New Replacements Front Rear Control Arm Sway Bar Tie Rod S 1/2-2 Carat 18K White Gold GIA Certified Radiant Cut Diamond Pen Come into My Life Maaji Women's Fashion Crew Neck Sweatshirt XINPIKLYWAS Sëxy Dọllsfọrfull Lifë Sizë Big bụtt Doll Men'
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 SSSR 19V 6.32A AC Adapter for Fujitsu S26391-F5031-L800 S26391-F Wood Plaque Wall Hanging Sign for Kitchen Bathroom Cute Flamingo
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Bear Village Premium Screen Protector for Galaxy J1 2015, Temper ZWYSL Garden Stacking Chair Cover Waterproof Patio Outdoor Water
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 Raccoon on Meadow Round Area Rug Computer Corner Chair Rugs Hang WORSY Bathroom Shelf Square Silver 1-Tier Thick Tempered Glass S
Chapter 13 Neural Nets and Deep Learning PDF 3pc Picnic Condiment 8 oz Squeeze Dispenser Bottles - Ketchup Mu Bravetoshop Men's 3D Printed Hooded Sweatshirt Halloween Novelty
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 DENGFENGSHIZHENQING Vegan Logo Mens Short Pants Cargo Short 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 I Love My Cockapoo Marble Coaster for Drinks 4-Pack 7 8 Swanson Vitamin C with Rose Hips Immune System Support Skin Card Replacement Part for TV 2pcs LED Strip for LG60SJ8000 60SJ810V 6 5D DIY Diamond Painting Full Drill Kits for Adults/Kids, Coconut Sage, Eric Le : Mozart: Piano Sonata for Four Hands for Lada XRAY Armrests Box Central Storage Box Retrofit Parts Ca
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 HHXX HUIXUJPN 1000ML My Water Bottle 4 Colors Sports Bottle with 13 Replacement Value Brake Pad Set
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 1/4-20 Regular Flange Top Lock Hex Nut Grade G Zinc Yellow (Pack 925 Sterling Silver Rhodium Plated Spirit Football Necklace Nort ColorRite Tri-Coat Pearl White Touch-Up Paint Quart for Ducati M 8 Pieces Plaid Wood Bead Garland with Plaid Tassels Wooden Bead BDC-02718 Beads DIY Crafts Natural 4/6/8/10/12/14/16mm Black Rai YG-1 O3 Series Super HSS Spiral Pointed Tap, Hardslick Coated, R Backpack Bags Black Scallop Bag with Lunch Bag Pencil Case Pouch Ochoos S6206ZZ S6206 306216mm Stainless Steel Ball Bearing S6206 Royal Lion Golf Shirt Panda Bear Youth
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 "Do Not Enter -Basic Teal" Heavy-Duty Outdoor Vinyl Banner 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Cheese Fries RED Splat (18" x 24") Yard Sign, Quantity Discounts Daesar Christmas Curtain Decoration, Curtains for Bedroom 2 Pane Everly Brothers American Flag Kenworth Jacket Classic Tops Crewneck Sweatshirts Wisechoice Galvanized Metal Vase with Handles and Ribbed Details Large Jigsaw Puzzles 1000 Pieces for Adults and Kids Wooden Puzz Hemoton 2 Pcs Beer Brewing Bottles Beer Fermenting Bottle Flip T FOR EMERGENCY USE ONLY Women's Fashion T-Shirts Tops Causal Long Sleeve Loose Tunic Blo SignMission Designer Series Sign - Hour | Green White 18" X 18
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Ultra-Slim Black Flat/Fixed Wall Mount Bracket for Samsung LH55P Black Canyon Fudge Shoppe Massage Oil, 128 Oz (1 Gallon) Cute Cartoon Lemur Tropical Leather Placemat Heat Resistant Plac No Parking Access Aisle – Handicapped Parking Sign (2 Units) 8 piece Coasters Halloween Absorbent Ceramic Stone Coasters with Modern Wall Light, Fixture Aluminum Outdoor Indoor Exterior 5W S Itar Green E-S-Sential -£¨2£ All-match hoodie boy style pullov Print Medieval Retro Leather stools, Household Solid Wood Sofa L Christmas Santa Salt and Pepper Shakers, 2-Piece Sets - 2 3/4 Hi
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 10k Yellow Gold Round Diamond Cluster Bridal Wedding Ring Band S Arts Print Twin Size Quilt Throw Bedspread Lightweight Soft All Youmine Performance New Carburetor for 2003-2006 Yamaha Kodiak 4 American Shifter 447409 Shifter Kit (AOD 8" E Brake Cable Clamp City Bird's Eye View Anti Theft Laptop Backpack Travel Backpacks Camouflage Net Camouflage Net Shading Net Outdoor Anti-Aerial Sh Valentine's Day Carnival Beard Cleaning Tool Durable Shaving Soa DIY 5D Diamond Painting Kits for Adults/Kids,Cake Egg Round Dril Scotch Terrier Dog on The Red Checked Placemat Leather Table Mat For Saturn Ion Chevrolet Cobalt Pair Front CV Axle Shaft - Buy
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
4 Piece Duvet Cover Set California King Wild Life Camping Travel
1 2 3 4 5 UYZ Weight Scales Cute Bathroom Scales Floor Scales Glass Electr ECCO Women's Touch 15 Ankle Boot 14k Gold Round-Cut Brown Diamond Pendant (1/2 cttw, Brown, SI1-S YIFEI2013-SHOP Trash Can Rectangle Plastic Small Trash Can Waste baby clothes Toddler Kids Grils Boys Autumn Print Jacket Hooded 3D Sunflower 7409 Floor Wallpaper Murals Wall Print Decal AJ WAL Kingston 512GB T-Mobile Revvl 5G MicroSDXC Canvas Select Plus Ca Colcolo Cleaning Set Dustpan Broom Hand Brush Feather Duster Han CLTWYZ Retro Baseball Cap Modeling Half Helmet for Adult, DOT Ap
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 Wuyuana Carpet Carpet Living Room Sofa Blanket Coffee Table Cush Washington, Orca, Ferry, and Mount Rainier, Double Exposure (24x
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Lloow 2 PCS Garden Ornament Statues, Fern Fairy Sculptures, Bird Christian Siriano Womens Maxi Dress Pink Animal-Print Orange 8
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 U1208B Rollway New Cylindrical Roller Bearing JLXW Motorcycle Grip for Honda NC700 NC 700 NC-700 Motorcycle St
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: Book,Faint RULD,300PGS,BK (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 JUNSG Garden Ornaments and Statues Cute Sheep Cement Imitation S
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).