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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 MAXDOOL Red Steering Wheel Cover Sequins Frame Trim for Nissan R 7 8 GG Bailey D2110A-CSA-BGE Custom Fit Cargo Liner for Select Ford Zamtac 3D Printer Parts 3D Printer Auto Leveling Sensor/Accessor Wall Sconce Lighting Fixture Outdoor Garden IP55 Waterproof Wall Corn Light Dimmable 3W E14 2508 COB 200-300 Lm Warm White Cool W Breeze Decor Chimney Santa House Flag Winter Christmas Marry Xma
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Round Cake Display Stands Cupcake Holder Metal Dessert Serving T 13 YINGGEXU Vacuum H.Koenig Wet and Dry Vacuum Cleaner
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Vintage Library Bookshelf Bookworm Backpack Set With Lunch Bag P Solid 10k Yellow Gold 8 mm Half Round Wedding Band Ring IKO Needle Roller Cage Assembly, 38mm Bore, 46mm OD, 20mm W, Ste ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with S Capel Rugs Zoe-Cane Wicker Rectangle Machine Tufted Area Rug, 12 Mystery Box, Mystery Box Electronics, Mystery Boxes Random, Birt Puroma 24Pcs 5-Size Desk Drawer Organizer Set and Puroma 12Pcs 3 Berserk Folding Stool,Portable Chair Folding Camping Stool for O Garden Bench,Outdoor Benches, Outdoor Metal Park Bench, Cast Iro
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Overlord Canvas Laptop Shoulder Messenger Bag Computer Handle Ba 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Zebra Classical Sketch Large Flapover Messenger Bag Unisex Casua Sunao Na Mama EvoTears 3ml Drops - Made in Germany, Polish Distribution Lang Multimeter, 40Mhz 200Msps 3 Modes Waveform Automatic Normal and 2017 Topps Chrome #RA-IH Ian Happ Certified Autograph Baseball R ZXDHNS Wall Murals XXXXL - Golden Christmas Theme Self-Adhesive ZHUANYIYI Shower Curtain Rod,Punch-Free Thickened Bold Stainless KELUINA Large Dining Chair Covers,XL Dining Room Chair Slipcover Rexroth New Aftermarket A10VO45DFLR/31R-VKC12K40 Hydraulic Pisto TH XHome Aquarium Décor Backgrounds Easter Egg Ears Pattern Fis
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 adidas Men's Fast and Confident Tee Corolado Spare Parts, Air Fuel Oil Filter Line Hose Spark Plug K WANGXI Hand-Stitched Car Steering Wheel Cover Wrap Accessories, HKVS Levers for Suzuki for Gsf600 for Bandit 2007/2008/2009/2010 Coffee Ippaino Koufuku MIOAHD Car Dashboard Cover Carpet Dash Mat Dash Board Pad Sun-Sh Carlisle 686303 ABS 3-Step Riser with Textured Satin Finish, 23- YYDD Ant Habitat Bug Cage Ant Farm Castle Acryl Box - Natural In ZYYYWW Storage Boxex, Non-Woven Fabric Underwear Organizer Bras
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 LLDSB026 Shade Netting, Protective Net, Encrypted Mesh Fabric, U Heating Belt Portable Hot Compress Belt for Health Care for Add L.K. Bennett Women's Darla-Nap Driving Style Loafer Stairway Decal Ocean Starfishes Conches Wall Sticker Stair Riser PG Beddings 3 Piece White Vintage Pom-Fringe Pompom Duvet Cover ERA Paints Automotive Touch Up Spray Paint Kit for GMC Suburban KOOTION 128MB USB Flash Drive Small-Capacity Flash Drives Keycha Milwaukee Basketball City Skyline Laptop Backpack Knapsack Trave 1/4 CT HI-SI Diamond Solitaire Ring with Accents, French Setting Dining Chair Slipcover, Polka Dot Circle Flower Geometric Patter
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
OMIDM Table Clock Table Clock Clocks Decorations Home Living Roo
1 2 3 4 5 Dining Room Chair Covers Set of 8 Farmhouse Style Cow Cattle wit Mirrorball Adamanta 64GB (4x16GB) Laptop Memory Upgrade Compatible for Acer MOMO Ultra Blue 350mm (13.78 Inches) Alcantara Steering Wheel w/ My Daughter I Love You Gymnastics Artificial Leather Placemat, P DC Cure Casual Low Top Skate Shoes Sneakers Black/Grey 7.5 D (M) Wall Decoration Islamic Mosaic Art Stamping Plate High-End Decor 0.1 Carat Silver Diamond Moissanite Accent Heart Pendant 18 inch 10k Gold Solitaire Engagement Ring For Women 0.1ctw Round Cut Di
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 AMOSD Atmosphere Light, USB Bedroom Bedside Lamp, Creative Gift Chunky Knit Blanket Chunky Knit Blanket Hand Made Large Cable Kn
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 ERA Paints Automotive Touch Up Paint Kit for BMW X6 1995-1997 (2 ZOANEN Car Side Window Sunshades 4pcs,Planets Over Nebula Gas Cl
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 PJ Salvage Women's Grey Henley top Becomes Your Favorite Nightsh Johnny DeppStar Multifunctional Blanket Bed Sofa Sofa Chair Livi
Chapter 13 Neural Nets and Deep Learning PDF Team Golf NCAA Illinois Fighting Illini Regulation Size Golf Bal ZYZCJT 100% Waterproof Jacquard Suede Sofa Slipcover,Waterproof
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 BoxColors LARGE 30"x 60" 3 panels 30x20 Ea Art Canvas Print Dock 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 Hair Removal Hard Wax Beans Depilatory Waxing Beans Portable Gen 7 8 Lafey Mini Air Conditioner, Air Cooler 0.8W-7.5W 5V Longlasting Qisemi Womens Halloween Sweatshirt Pumpkin Face Graphic Pullover Independence Day Coasters for Drinks Truck National Flag Absorbe ZDD 1/3 Cool Boy BJD Doll 69.5cm Resin Uncle Doll, Handmade Leat Black and White Diamond Halo Pendant with Milgrain (0.696 cttw E
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Fifikoj 3D Wallpaper Papel De Parede Mural Retro Bookcase Booksh 13 Strange Days (Mini Lp Sleeve)
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 ashtray Cigarette Ashtray, Ceramic Ashtray with Lid, Tabletop As Verified by SanFlash Ultra SanDisk 64GB Works for Fujitsu Arrows Society6 Turquoise Cactus Watercolor Painting by Nature Magick o ARTSHOWING Kitchen Comfort Mat Set of 2, Christmas Non-Slip Back PaceSetter 72C1084 Armor Coat Exhaust Header RXBFD Ceramic Incense Burner-Timing Temperature Control Electron Hand made 100% cashmere fluffy men's hat AMZCD Chandelier Light Lamp 1 Ceiling Light,Modern 1 Light Chand Outdoor Wall Light Fixtures Continental Vintage Outdoor Double H
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Hanes Men's Tall Short Sleeve Beefy-T (Pack of 2), 4XLT, 1 Black 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 2 CT Pear Cut Ethiopian Opal and Diamond Half Flower Pendant Nec The Case for Other Contact us Japan Anime Cute Naruto Uchiha Sas Topteng Motorcycle Crash Bar, Front Crash Bars Side Engine Guard 11x14 Audrey Hepburn Watercolor Art Prints, Breakfast at Tiffany Camellia Automatic Umbrella rain Ladies and Men can Store UV Pro Evan-Fischer Aftermarket Rear Bumper Bracket Set of 2 Compatible Dell PowerEdge R640 8 x 2.5 Hot Plug Gold 6136 Twelve Core 3Ghz Just Brass 5/16-18X2 Carriage Bolt Grade 8 Fully Threaded Zinc Yellow (Pack OFFTEK 32GB Replacement RAM Memory for Asus ESC8000 G3 (DDR4-170
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Solar System by Heather Dutton on Water Bottle - 12 oz 356 mL - Just Great Stuff Organic Powdered Peanut Butter, 6.35 Ounce -- 1 US-025, VS-25 Spirolox External Retaining Ring, Light Duty, 0.23 Jawa Jewelers Polished 14K Solid Two Tone Gold Cubic Zirconia Sa KOBJC 18650 Rechargeable Batteries 3 7V 5000mAh Lithium Li-ion B ERA Paints Automotive Touch Up Spray Paint Kit for Porsche 911 2 Pbldb Removable 3D Geometric Blue Ring Staircase Science and Tec American Shifter 361360 Shifter Kit (PG 10" E Brake Cable Trim K Living Room Rugs 1'4"X1'12" Blue White Santa Claus 3D Print Big
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Ethereum Unicorn Hedging Man's Pants Long Pants Basic Active Lou Psy Folding Shoe-Changing Stool Chair Wall-Mounted Wall-Mounted 100PCS Velvet Hangers Premium Non-Slip Flocked Clothes Hangers S Oversized Door Floor Mat for Indoor Outdoor Entryway, Absorbent Custom 5th Grade Hello Fifth Grade Back To School 1st School Day Paezm Kids Wooden Art Easel, Double Sided Whiteboard and Chalkbo NCAA Texas Tech Red Raiders Melamine Dinner Plate Ten Chopsticks Highlight 1b/427 Ombre Color HD Invisible Transpa Gem Stone King 10K White Gold 1.57 Ct Black Sapphire Women’s Ova 24 Grid Egg Box Food Container Egg Refrigerator Storage Box Stor
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Biotin Shampoo For Hair Growth With DHT Blockers, Sulfate-Free,
1 2 3 4 5 Home Decor Wall Papers Living Room Bedroom Papel De Parede Mount Stainless Steel Shower Curtain Rod, Telescopic Rod, Curtain Rod, ZHANG Electric Grill Pan Multi-Function Household Electric Oven V-TIMMIX Velvet Club Chair Slipcover 1-Piece,Soft Non Slip Armch Head Case Designs Officially Licensed Julia Badeeva Cat Animal P Prong-Set Diamond Curved Necklace (0.248 cttw Diamond) NOTICE EMPLOYEES ONLY QFFL 5 X 656ft Weed Control Fabric Membrane, Garden Landscape Fa Round Rose Quartz Infinity Twist Pendant (8mm Rose Quartz)
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 Sticky Professional Shoes for Women - Nursing Waterproof Non-Sli QWESHTU CPU Stand for PC Computer Case Holder Bracket Desktop Ma
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Flocking Carpet Floor Mats, Living Room Garden Bathroom Floor Ma Amymami Beer Bar Sense 14in Red Crown Neon Sign Acrylic Handmade
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 ERA Paints Automotive Touch Up Spray Paint Kit for Subaru Forest Mens Shark Athletic Sweatpants, Close Bottom Fleece Sweatpants w
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: Audio 2000s AMC4171 Universal Microphone Clip Holder with Adapte (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 Astounding Wedding Rings on Ring Bearer Pillow Music Jewelry Box
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).