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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 Guitar Strap Button Lightweight Guitar Strap End Lock for Ukulel 7 8 2.35 ct Round Cut Halo Pave Solitaire Halo with Accent Genuine F JumpingLight Wholesale Combo Set Brazil Brazilian Country 3x5 3x HD Transparent 13x4 Lace Front Natural Wave Human Hair Wig With Oval Diamond Knife Sharpener Kitchen Knife Sharpening Rod With A Drew Lock Jerry Jeudy Denver Broncos Autographed White Panel F
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Farmhouse Eyeglass Cleaner Microfiber Cleaning Cloth (Farmhous 13 Ergonomically Designed Mesh Office Chair with Waist Support and
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Rexroth New Aftermarket A10VO28DFR1/31R-VRC12K40 Hydraulic Pisto LIUXR Mountain Bike, 26 Inch Wheels Adult Bicycle, 21-27 Speeds Jianzun Cartoon Green Alligator Men's Drawstring Casual Athletic Electronic Digital Vernier Caliper Accurater Stainless Steel Hig Law of Attraction Planner - Sep 2021 Deluxe Weekly, Monthly Plan Schlage Commercial AL80JDJUP613 AL Series Grade 2 Cylindrical Lo 5.11 Tactical Men's Lightweight TDU Ripstop Work Pants, Style 74 Pluma Family American Gift Coffee Mug meikadianzishangwu No-Shedding Non-Slip Machine Washable Pink Ra
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 QWERTYUKJ Nordic Fashion Hand Chunky Knitted Knit Chenille Blank 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Spring Flowers On Tree Branch PatternLaptop Backpack,Travel Back 5D DIY Diamond Painting Kits for Adults,Egypt Queen Full Round D Case CX210 Long Reach Excavator Parts Catalog Manual - Part Numb Artificial Plant Panels, Artificial Privacy Fence UV Protection, LFDSBLJ Car Centre Console Armrest Box for Focus 3 mk3 2011-2019 3/8-16 x 5 Coarse Thread Grade 8 Hex Tap (Full Thread) Bolt Allo OFFTEK 16GB Replacement RAM Memory for HP-Compaq All-in-One 24-f OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo DIY 5D Diamond Painting by Number Kits, Sunsets Natural Sea Diam TANKKWEQ Modern Sculpture Electric Meter Box Decorative Painting
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Rexroth New Aftermarket A10VO45DFR1/31R-PSA62K40 Hydraulic Pisto SODIKA 2 Pieces Anti Fatigue Kitchen Floor Mats Non Slip Waterpr Plutus Brands Superior Aluminum Wood Tray Stand Thread Forming Tap,M6x1,HSS MOUNTUP Dual Monitor Wall Mount Freestanding Monitor Stand Bund WZCUICAN Universal Motorcycle PWK34 34mm Carburetor for SUZ,UKI QWERTYUKJ Nitted Blanket Comfortable Chunky Knitted Blanket Bedr Kiddie Inflatable Swimming Pool, Baby Bath Swimming Pool, Thicke SALUTUYA Semi-Closed Cat Toilet Cleaning Accessories for Small D
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 NOMIMAS Universal Double Sides Recliner Cover, Fashion Sectional Fibre Metal P2ARW Roughneck Hard Hat - Ratchet Suspension - Blue Safety Technology Runt Rechargeable LED Stun Gun Pink 20,000,000 Jewels Obsession Silver Lion Head Necklace | Rhodium-plated 925 GONG Hair Sticks Hair Pins Wedding Hair Jewelry Accessories Brid US Motor Works USEP8271M Professional Series OE Replacement Fuel Genuine OEM Door Interior Trim Panel Bracket for Mercedes 205722 New Hondaa Service Shop Repair Manual ARX1200 Aquatrax 2004-2007 Kingston GO! Plus Works for BLU XI+ 512GB MicroSDXC Canvas Card Harbour Housewares Metal Wire Coat/Clothes Hangers - Trouser Bar
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Tiare Hawaii Women's Jenny Jumpsuit
1 2 3 4 5 Bodybuilding Supplements for Men Muscle Grow - CREATINE 3X Power Genuine Hyundai 85313-24000-AV Headlining Strip, Front 12-14X4 Unslotted Hex Washer Serrated Self Drilling Screw Full T Dr. ColorChip Road Rash Automobile Touch-Up Paint Kit, Compatibl Case for Ipad Pro 12.9 Maritime Decoration Fish Turquoise Protec Pbldb 3D Butterflies Leaves Wallpaper Decal Dercor Home Kids Nur NYZXH This Will be The Best Tool When Your Friend is Away,high 1 Honda Genuine 81131-SDA-A51ZA Seat Cushion Trim Cover, Right, Fr Hooded Jacket Womens Raincoat Windproof Loose Outwear Outdoor Pl
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 Replacement TV Remote Control Controller for LG 75SM8670PUA Nano GemAbyss Beads Gemstone 1 Strand Natural 16 Inches Natural Super
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Womenfocus 6 Ft Round Soft Carpet for Kids Girls Non-Shedding En Jomi Compression Pantyhose Women Collection, 20-30mmHg Sheer Ope
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 K-ON! Sakuragaoka High Summer School Uniform Yui Hirasawa Cospla 1.69ct Round Cut Solitaire double Halo Canary Yellow Ideal VVS1
Chapter 13 Neural Nets and Deep Learning PDF Rexroth New Aftermarket A10VSO28DFR/31L-PWA62K68 Hydraulic Pisto 14k Rose Gold 1/4 Carat Diamond Vintage Flower Pendant with"18 i
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 Freddy Krueger Anime funny Laptop Backpack 16.5Inch Backpack Lap 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 American Shifter 382420 Shifter Kit (PG 23" E Brake Cable Clamp 7 8 EZON-CH Decoration Quilted Bedspread Coverlet Fashion for Bedroo SKY Silver Braided Carbon Fiber Bow with Ebony Frog 4/4 Full Siz ZYQXB Fluffy Tie-dye Carpet, Used for Bedroom Decoration, Modern 10 SPlug with Remote Contol Rechargeable Waterproof Pennis SexTo wangtao M.2 NVME to PCI-E 3.0 X16 Expansion Card Heights Speed 3
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 for Mazda 5 2008-2013 Car Floor Mats Full Covered Advanced Perfo 13 Rexroth New Aftermarket A10VSO45DFR/31L-PSC11K40 Hydraulic Pisto
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 RADNOR Large Premium Leather Palm Gloves with Canvas Back and Sa Fabricom Luxurious Premium Quality 800 Thread Count Egyptian Cot GUOXY Camping Dome Tent Camouflage with 2-Layer Double Door Fu Rononand Ocean Octopus Tentacle Hooded Towel, Kids Hooded Bath T 14.3" Laptop Backpack For women,College,School Dayparks,Abstra Faiza Morroccan Distressed 9'10 x 13'2 Area Rug in Royal Blue Velvet Blanket Fuzzy Soft Plush Blanket ,for All Season Spring Guyver Bookbag, Travel Backpack, Also Suitable for Sports and Fi YJFENG Heavy Duty Tarpaulin Waterproof, 0.3mm Transparent PVC wi
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 LEI789LL Artificial Flowers Bouquet Decoration Realistic Artific 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Dragonfly watercolor painting. Fine art print of dragonfly paint VPS Seat Cover Compatible With Honda Rancher Black Seat Cover Teresa Brewer Portrait in Classic Photo Print (24 x 30) HP Q8756A Universal Instant-Dry Glossy Photo Paper, 51 lbs, 60" In Person At El Matador! Imeya 24” Kinky Curly Lace Front Wigs Human Hair Pre Plucked 13x Custom Products Combat Classic 20 Inch Barrel - .685 - 98 Custom LYHDP Murals Tank Removable Torn Hole Decor Wallpaper PVC Art Nu Garden Cotton Hammock Seamless Pattern Made of Roses Buds with Z Yamaha Intake Manifold Carburetor Boot FZ6R 2009-2012 Street Mot
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 SHIWANGLIN Car Gear Shift Lever Knob Cover Trim Decoration ABS R Handheld Vacuum Cleaner, 6000pa Car Vacuum, Cordless Mini Handhe 2XU Men's Gym Singlet, Black, X-Large FRONT OR REAR BUMPER SIDE MARKER LIGHTS CLEAR FOR VOLKSWAGEN VW CKKHYCD 3D Waterproof Tablecloth red Cartoon Whale Outdoor Picni Look Of Girl In Future Laptop Bag for Women,Fashion Folding Ligh NOSYI Window Door Awning Canopy, Outdoor Roofing Canopies, Water Customers (18" X 24") Yard Sign, Quantity Discounts, Multi-Packs Dame a la Licorne Belgian Throw - Medium: 59.00" x 59.00" Cotton
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 GYJWXM Trash Can Bathroom Shelf Towel Rail Stainless Steel 2 Lay ASICS Kid's Gel-Excite 8 GS Running Shoes YYDMBH Piggy Bank Cute Cartoon Piggy Bank Decoration Resin Craft CL-093 Rotor Clip Equivalent External Retaining Ring, Light Duty Triostar 14K White Gold Plated 1 1/7 Ct Diamond Men's Women's Hibiscus Turtle Men's Plus Fleece Hoodie Hood Pullover Sweatshir New QuadBoss Shift Control Motor - 2012-2016 Honda TRX500 Forema xinlianxin Artificial Flowers Plants 10Pcs 7 Bundles Artificial LUNCA Dynamic AMOLED Material LCD Screen and Digitizer Full Asse Floral Vegetable Dye Blue Heriz Serapi Oriental Area Rug Handmad
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
4 Wheel Mobility Scooter (Silver)
1 2 3 4 5 Fuel Injection Pump MM436649 30L65-01700 for Mitsubishi L3E Engi Must Remain Locked Sign, ANSI Notice Sign, 24x30 Inches, 3M EGP MZXUN USA 1/2/3/5/7/9/11 PCS Placemat+Coaster Set Tableware Pad All Balls Rear Wheel Bearing Kit 25-1586 Compatible With/Replace Smith Bearing MVCR-76 Smith-Trax Bearings, V-Groove Stud Style Kingston 512GB Sony Xperia ion MicroSDXC Canvas Select Plus Card Roostery Spoonflower Throw Blanket, Arrows Triangles Geometric C Kimball - Auto-Darkening Welding Helmet 2.6ct Emerald Cut Double Halo Solitaire with Accent Flawless Ide
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 Towel Bathroom Sets,Paris Eiffel Tower Street Landscape Towels 3 Custom Wall Covering 3D White Lotus Retro Oil Painting Photo Mur
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 AUGHTM Hand-Stitched DIY Black Leather Car Steering Wheel Cover ZDXFG 2000 Pieces Jigsaw Puzzles for Adults Home Décor Games Fam
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 Cup Heater, Coffee Mug Warmer, Coaster Smart Thermostatic Heatin Peterson Kapp Royal 106 Tobacco Pipe - Fishtail
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: American Shifter 384992 Shifter Kit (AOD 23 Swan E Brake Cable C (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 Pug Life Artificial Leather Placemat, Pu Table Mat, 6-Piece Set
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).