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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 Statue Sculpture Retro Mushroom Sculpture Simple Style Plant Fig 7 8 Mahler: Symphony No. 2 "Resurrection/Auferstehung" XLanY Picnic Backpack for 4 People, with Refrigerated Compartmen Niubiyazwl Storage Cubes, 1 Pcs Large Capacity Clothes Storage B healing hands Purple Label Women's Jasmine 2278 V-Neck Top/9139 MicroMemory DDR3 8GB RG LV 1600 MHZ, S26361-F3781-L515-MM
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Chunky Knit Blanket Luxury Polyester Fiber Hand Made Super Bulky 13 Porcelain plate, Japanese Style Cerami Black Ceramic -10 Inch De
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Nautolex Omnova Portico Marine Vinyl Taupe, Fabric by the Yard HGDD The and Winter Wool Cap Baby Baby hat Infants and Children Holy Land Market Olive Wood Children's Nativity Set (12 Pieces S 2 Pcs Rose Glasses Cloth Suede Eyeglass Cell Phone Cleaning Clot DDSGG Laptop Backpack is Suitable for School Trekking Work Rick YG-1 J4 Series Vanadium Alloy HSS Spiral Pointed Tap, Uncoated ( 2.83ct Round Cut Pave Solitaire with Accent VVS1 Ideal Natural P Buffet Sideboard, Sideboard 23.6"x11.8"x29.9" Solid Mango Wood Verified by SanFlash Ultra SanDisk 64GB Works for Videocon A54 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 American Shifter 435310 Shifter Kit (TH400 23 Swan E Brake Cable 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Dell Precision 7910 / T7910 Tower - 2X Intel Xeon E5-2697 V3 14- Clhhsy Custom 3D Beautiful Sunset Rock Seaside Landscape Murals Car Side Window Sunshades Set of 4 Industrial Metal Wind Gentlem Birthstone Bracelet Version Engraved Text Bracelet Pendant Brace Harris Farms Stall Fork 9 1/2 x 12 1/2-28 Roptex (Brown Kraft) SFI Open End Catalog 500 Locksmith Windless Flag Sign Kit with Complete Aluminium Pole Se Motorcycle Accessories CNC Extendable Brake Clutch Levers for Ka RVCA Women's Minted Deep Scoop Neck Tank Top Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 ProSphere Delta Phi Epsilon Men's Performance T-Shirt (Zoom) C1E Fresh 9 Coasters for Drinks, Absorbent Drink Coaster with Cork Base, Mod YYDD Buddha Statue Outdoor/Indoor Large Home Decor Zen Decor, Ma HUOZHE Bamboo Bathtub Rack European-Style Non-Slip Retractable A Breathable Colorful Highland Cow Car Interior Seat Cover Cushion kengbi Colorful Seed Bead Kit Craft Beads Set 24 Ocean Styles Co ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with P 5D Diamond Painting Large Kit, Blossom DIY Diamond Art Painting
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 ProSphere Sigma Phi Epsilon Men's Performance T-Shirt (Camo) E91 Crystal Singing Bowl Classic Frosted 9 inch C note The Root Chak DANGER LEAD WORK AREA MAY DAMAGE FERTILITY OR THE UNBORN CHILD C Fibonacci Spiral Vinyl Record Retro Wall Clock Birthday New Year DJASM 12pcs Simple and Stylish Modern Hotel Napkin Buckle Napkin XINWAN.Women's bag 2021 new handbag middle-aged women's bag big CNMJI BBQ Grill Tools Set,16 Pieces Stainless Steel BBQ Tool Set LVLONG Mobile File Cabinet Printer Stand with Wheels, Office Bed Tear‑Resistant Sleeping Pad Lighweight Air Bed Inflatable Slee AE Designs Premium Quality Ridge Rider Windproof Water Resistan
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
American Shifter 381859 Shifter Kit (TH200 23" E Brake Cable Cla
1 2 3 4 5 Camera Case Waterproof Shockproof,Camera Backpack Bag DSLR/SLR/M American Shifter 390381 Shifter Kit (45RFE 6" E Brake Trim Kit F BABE MAPS Sunflower Duvet Covers Queen Size,4 Pieces Breathable 12PCS Decorative Cabinet Wardrobe Furniture Door Round Drawer Kn SILVER SEA EMPIRE 14K White Gold Plated 925 Sterling Silver Pave 4.8v 800mah Ni-Mh Rechargeable Battery for Bp-38 Bp-40 Bt-1013 B Sterling Silver RH-plated Cross FWC Pearl 6in Plus1in Ext. ID Br FixtureDisplays 17Watt BR40, 3000K Dimmable LED Bulb FDK-BR40-17 Gem Stone King 2.58 Ct Swiss Blue Topaz Black Diamond 925 Silver
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 Kawasaki Engine Fj180v Carburetor Assembly 15004-0952 New OEM HWCUHL 3D Wall Stickers Mural Green Trees Landscape Wallpaper Mu
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 ZYLBDNB Candlestick Holder Wrought Iron Hanging Basket Candle Ho NOTUDE Electric Fuel Pump Module Assembly without Pressure Senso
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 Halloween Parent-Child Outfit,Family Pajamas Set,Matching Pajama LVLIANG Towel Rail Sus304 Stainless Steel Rustproof Towel Rack W
Chapter 13 Neural Nets and Deep Learning PDF Replacement Dock Connector Fit for Gigabyte Motherboard G41 Desk Men's Work Combat Boots Waterproof boots,Yellow Lemon Fruits
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 BSEA Adjustable Globe Ceiling Light,Modern Gold G9 Sputnik Chand 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 HARD EDGE DESIGN Unisex Art Deco Class of 1948 Sweatshirt 7 8 KXVV Towel Rack Swivel Towel Rails Wall Mounted Towel Bar with Triostar Women's 1.15 CT. TW. Diamond Frame Multi-Row Bridal Set Animation - Ginga Kikotai Majestic Prince Vol.6 (DVD+CD) [Japan Gem Stone King 0.55 Ct Round Blue Diamond 18K Yellow Gold Plated Christmas Express Delivery Red Truck Running Bull Terrier Dogs D
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 RFGTH Sculptures Statues Ornament Figurines Cute Angel in Porcel 13 XKOEY Towel Rail Bathroom Shelf Double Row Space Aluminum Corner
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 "Flags Signs" 12x18 12"x18" Lot of 12 (Dozen) Czech Flag r-1-5 Peterson Newgrange Silver Spigot (03) Fishtail Pipe Fuel Pump Module Assembly Compatible with 07-08 Sierra 1500 Silv red Christmas Tree Skirt Country,Farm Scenery with Wooden Path a 250 Fine – Handicapped Parking Sign (4 Units) ProSphere Alpha Chi Rho Men's Performance T-Shirt (Digital) B7A6 Men's Classic Slip-on Canvas Shoe Fashion Sneaker Casual Walking Women Bikini Bandeau Halter Ruched Swimsuit Two Piece Se Bandage Ross-Simons 10-10.5mm Cultured Pearl Ring With Diamond Accents i
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Capel Waterway Multi Rug Rug Size: Concentric 11'4" x 14'4" 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 WHEEJE Durable Weighing Scale Slim Weight Scale, 6Mm Thick Tempe Best Of Silk Road Parker Triple-Lok - Male Elbow 37° Flare / NPTF Purple Love Grass, Tridens flavus Bare Root (25 Plants) KEMEILIAN ZBSSH601 Double Layer Makeup Organizer Women Fashion N Borg and Beck BST2638 Starter Motor POUYTB Household Foldable Large Laundry Hamper Storage Box Bathr piaoling Laundry Hamper Clothes Basket 22/32L PP Laundry Baskets Gomadic Double Port Micro Car/Auto DC Charger Suitable for The C Beware of Chickens 13 oz Heavy Duty Vinyl Banner Sign with Metal
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Drum Brake Lever Handle Versys1000 Accessories Motorcycle CNC Ad Wzdszuildnb Laptop Bag, Laptop Bag PU Leather for Women 13 14 15 American Unlimited Wood Wall Clock Leopard Print Face Animals La Mount-It! Triple Monitor Mount with USB and Audio Ports, Height College Safety Bundle: Wildfire 1.4% MC 1/2 Oz Pepper Spray and CGSignLab |"Yard Sale -Chalk Banner" Heavy-Duty Outdoor Vinyl Ba GHHQQZ Floor Protector Oil-Proof Waterproof Non-Slip Tablecloth Bartender Kit Roll Bag, Portable Large Bar Case Bag, Home and Wo Nursery Windless Flag (Hardware Not Included) FI (5)
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Lebenzat Car Seat Covers,Christmas Santa Reindeers Moon Car Set OFFTEK 8GB Replacement RAM Memory for HP-Compaq Pavilion Noteboo LAOJUNLU Antique Copperware Imitation Copper Hip Flask Teapot Im Xcasso Set of 3 Floating Industrial Display Shelves Ledge Booksh Work Light European LED Panel Ceiling Lights 3-colors Dimming Re CRTTRC Cartoon Lucky Cat and Dag Printed Tablecloth Japanese Hom shanxihuangfu Electronic Scale Fat Name ABS semi-Package Small C Camping Stool Abstract Geometric Mini Folding Chair Portable Sto HIMNA PETTR Solar Lights Outdoor, 2Pack Waterproof Solar Spotlig Jnseff Hot Yoga Mat Towel Huge Grey Elephant with Two Ivory Woma
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Yoga Mat Non Slip TPE Leopard1 High Density Padding to Avoid Sor
1 2 3 4 5 Hamsa Symbol Pattern Placemat Leather Table Mats Set of 6 Easy t ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with G Albion Engineering Company 935-4(3 Pack) Bent Cone Nozzle for Al Jigsaw Puzzles 2000 Pieces for Adults for Kids Buddha Statue Jig MEIHE-Parts zhouqiqigege LM25LUU LM30LUU LM35LUU LM40LUU LM50LUU TRD Relaxation Indoor Tabletop Water Fountain with LED Lights an HLL Stools,Pouffe Foot Stool Cube Faux Leather Bench Seater for Arch Memory 4 GB 240-Pin DDR3 UDIMM RAM for HP Pavilion Slimline Genuine Toyota 17700-AD016 Air Cleaner Assembly
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 XIAOQIU Checkers Set Foldable Wooden Chess Set International Che Step stool Wooden Ladder Chair Stool 3 Steps Portable and Foldab
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 TH XHome Aquarium Background Fish Reptile Tank Gallon Backgroun MIXZA Performance Grade 128GB Verified for Samsung Galaxy A11 Mi
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 ARTSHOWING Anti Fatigue Kitchen Rugs Set 2 Piece Animal, Waterpr Tamaris Women's Loafers, 6.5 us
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: SUN-Shine Twin 3 Pieces Bedding Duvet Cover Set Retro Farmhouse (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 Evan-Fischer Tail Light Assembly Compatible with 2014-2018 Jeep
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).