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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 UXZDX Creative Cartoon Mute Student Gifts Alarm Clock Fashion Ho 7 8 Soapow 190T Polyester Taffeta Sunshade Awning Canopy for Outdoor Shahbanu Rugs Super Kazak Khorjin All New Hand Knotted Soft Wool JHDS car Automotive Exterior Driver Door Handle ABS Carbon Fiber Re: School Backpack Bookbag Laptop Daypack Schoolbag for Men Boys Te
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Touch Up Express Paint for Toyota Corolla 8U6 Tropical Sea Metal 13 Rexroth New Aftermarket A10VO71DR/31L-VSA11K01 Hydraulic Piston
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 XTZJ Handheld Vacuum Cordless 4.4KPa, 1.1LB Lightweight Hand Vac Modern TV Stand with RGB LED Lights, High Gloss Entertainment Ce GG Bailey D1850A-CSA-GY Custom Fit Cargo Liner for Select Toyota BUERYUZ Mat Silicone Toilet 2-Piece Doorway Mat 19.5×31.5 Inch D Rtengtunn Church Pedants, Church Relics Jesus On The Stand Cross DIY 5D Diamond Painting Kits for Adults, Cat Girl Diamond Art fo Adults Diamond Painting Kits, Singing and Dancing 50x150cm/20x60 Angelina Jolie Gone in 60 Seconds and Wanted (2 Feature Films) ( Bonamaison Coasters - Set of 4 -Premium Absorbent MDF - 9x9CM (E
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Large Capacity Laptop Backpack Reusable Tote Bags Lunch Box Cute 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 OFFTEK 1GB Replacement RAM Memory for Gateway 4026GZ (PC3200) La Ao no Blue Exorcist Yukio Okumura Bag Cosplay Costume CL-0268 Rotor Clip Equivalent External Retaining Ring, Light Dut MOSU Square Velvet Ottoman Cover, Stretch Footrest Slipcover Non Denso 953-0018 Fuel Pump Module Assembly Deep Seat Cushion Indoor Outdoor Chair Cushion Floral Vector Whi Bindpo LED Ring Light, 14.5cm 10 Level Dimmable Fill Light USB P CAUTION USE HANDRAIL 2.15ct Brilliant Round Cut cathedral Solitaire Genuine Natural V Mighty Max Battery 12V 18AH Gel Replaces Battery for APC UPS SU2
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 LAOJUNLU Blue and White Porcelain Ornaments Art Treasure Blue an GemAbyss Beads Gemstone Chalcedony Cut Beads, Blue Chalcedony Fa TOOLOUD O'Dang - St Patrick's Day Adult Lounge Shorts Garden Statue Figurine, Resin Garden Figurine, Weatherproof Stra Rexroth New Aftermarket A10VSO45DFR1/31L-PKC62K68 Hydraulic Pist Modern Cabinet Drawer Handle Knob 10pcs Ceramic Vintage Cabinet Gothic Decor Collection Aquarium Poster Old Gothic Cemetery Chur MYYINGBIN Retro Jacquard Throw, Double Side Sofa Towel with Tass GyLazhuzizyj Hangers, Pack of 10 Premium Plastic Heavyduty- No
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 LBVGY Writing Journals Notebook 3D Leather Notebook with A Pen W 3M 0.375-5-5180 Gray General Purpose PTFE Skived Film Tape -65 t American Shifter 483900 Shifter Kit (TH400 23 Swan E Brake Cable HMZXZ Large Lunch Bag Animal Cow Flower Sunflower 24-Can (15L) I American Shifter 519451 Shifter Kit (700R4 16" E Brake Cable Cle WENTING Laundry New Large Cartoon Folding Laundry Basket Dirty C Corner Glass/Stainless Shelf Dual Tiers Frosted Wall Storage Hol Ambesonne Ethnic Ottoman Pouf, Bohemian Damask Motif Oriental Ro Camel Carpet 4'x6' Qum Persian Silk Carpet Handwoven Area Rug fo 13x21 Inch Bolster Cylindrical Pillow Insert Form
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
JIUCHUAN Indoor Doormat Dont Touch Me Text Mexican Hat Non Slip
1 2 3 4 5 Metal Sheet Cutter Head, Comfortable Handle Multi‑Functional E LIMEI-ZEN Dirty Clothes Storage Box Family Indoor Storage Series Replacement For Mercury Mariner Year 2012 Parking Light By Techn EZON-CH Decoration Quilted Bedspread Coverlet Fashion for Bedroo ABZ Brand Amazing Collection Ocean Goddess Thinking Mermaid Prin DDSYJ 3D Wall Stickers Personalised Any Name Princess Wall Decal MIMI KING Improve Posture Correction Belt, Easy Convenient Humpb New Package of 250 (pcs) 3/8"-16 x 2" Carriage Bolts - Plain Set youyu6-2o521 Kayak Accessories Kayak Phone Mount Universal Boat
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 Cover Geny 100% Waterproof Generator Cover Heavy Duty Weather/UV 1/4-20X1 Serrated Hex Flanged Washer Full Thread Screw Case Hard
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 FTFDTMY New Casual Ultra Light White Duck Down Jacket Women Autu WXQ-XQ D12 7W JingRui XK LED 700 LM USB Charge Water Resistant S
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 ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with C G.W. Ground Works Generations Family Figurine
Chapter 13 Neural Nets and Deep Learning PDF Twin Size Quilt Throw Bedspread Lightweight Soft All Season Cove DDEPND Particular 0-300mm Stainless Steel Scriber Ruler Marking
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 Arts Print Oversized Queen Quilt Throw Bedspread Lightweight Sof 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 434485 Shifter Kit (4L60E 23 Swan E Brake Trim 7 8 OFFTEK 32GB Replacement RAM Memory for Microstar (MSI) GF63 Thin Veri SanDisk Ultra 512GB MicroSDXC Works for Micromax Q462 by Sa ZPTECH Drawer Organizers Foldable Underwear Storage Box with 6/7 3-inch CC Solid Satin Gold Cabinet Bar Pulls (Pack of 25) Metal ProSphere Fresno State Graduation Men's Performance T-Shirt (Zoo
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 GIMAE GM1103143 Rear Bumper Compatible with 1996-2014 Express 15 13 Earrings for Girls,QWEA Cute pendant earrings with cartoon earri
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Natural Rattan Woven Plant Stand, Flower Pot Indoor Plant Holder FDFGGR Towel Racks Towel Shelf Sus304 Stainless Steel Towel Stor COLORSUM Shower Curtain Sets with Non-Slip Rugs Artistic Eye wit SUCICI Classic PVC Hot Water Bottle 1000ml with Suede Cover Port AURELIOR Maple Seamless Handle Pull, Cabinet Handles and Drawer 12-9 1/4 x 1 x .035 x 14N Band Saw Blade M42 Bi-metal 1 Pcs RRG Palak Notes: 5000 IU Vitamin D3 with K2, Vitamin A, Immunity Slow Timer Kodiak Cutting Tools KCT172093 USA Made Split Round Adjustable T
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Ultra-Slim Black Adjustable Tilt/Tilting Wall Mount Bracket for 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Yellow Jacket 16248 Plus II 3/8" Heavy Duty Charging Hose, 3/8" Fashion Simple Cross Necklace Women Choker Chain Fine Jewelry Co Replacement for 3m 78-6969-9957-8 Bare Lamp Only Projector Tv La Platinum Amethyst 1/10 CTW Diamond 16-18" Necklace Rugs America Atlas Area Rug, 5'3"x7'0", Stone Amber Rexroth New Aftermarket A10VO28DRG/31R-PPA11K52 Hydraulic Piston MISSBIE Hairstylist Love Men's 3D Print Athletic Fit Full Zip Sw Hot Water Bottles/Classic Hot Water Bottle Reusable Portable Hot Society6 Mid Century Modern Stars Turquoise by Kay Cordingly on Rexroth New Aftermarket A10VO28DFR/31L-PSC62K68 Hydraulic Piston
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 XDFCVLL Inflatable Dog Collars For After Surgery Recovery Cone W Motorcycle Grips for BMW R1200GS AdvenTURE LC 2014 2015 2016 2 Wall Decals Stickers DIY Removable A Desert Consert PVC Wall Sti GOWE Engine Forklift Excavator 4TNV94 4TNV94L crankshaft LIANGANAN Handheld Five Function Silica Gel Holes Shower Head Wa DIY Door Wall Stickers Murals 34.6"78.7" Waterproof Self Adhesiv FFHADC-Stair mat 10 Piezas De Alfombrillas Antideslizantes para DJDLLZY Storage Bucket Large Wicker Basket with Lid Lining Baske BCDlily Women's Geometric Rhombus V-Neck Short Sleeve T-Shirt To
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Shaxin Fuel Pump 1pcs Fuel Pump For E3581M Men's Trippy Art Jogger Sweatpants, Elastic Waist Fleece Sweatpa Compatible with Ipad 10.5 Inch Bloody Handprint Horror Dirty Sca Golf Bedding Set Comforter Soft Bedspread Queen Cover with 2 Pil GQFGYYL Anime Rick and Morty Printed Shirt Men's and Women's Cas "Flags Signs" Lot 2 Pack 3x5 ft New Orleans Mardigras Mardi Gr INS T(3)750-4/0-500FX-4/0M-535DLO TULCSA (Pack of 1) Area Rug Non-Slip Floor Mat Black red and Beige Floral Seamless New Package of 2500 (pcs) 1/4 x 1" Carriage Bolts - Hot Dip Galv SMART550USB Smart USB 550VA UPS 120V Tower with USB, 6 Outlet, S
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Nomads Loom Antique Malayer 100% Wool Rugs
1 2 3 4 5 Dayrise Hair Brazilian Virgin Hair Curly Wave Lace Front Wigs Na Luxembourg, View of Old Grund Quarter, Vintage Travel Advertisem Dirty Hands Make Clean Money-Front Car Seat Cushion for Universa PAOPAOTANG Step Stools Step Stool Step Stool, Solid Wood Step St TMAAORS Car Rearview Mirror Base Cover Guard Trim Accessories,fo Retro Vintage British Flag PatternWeight Scale Digital Body Batt TRUSCO Aluminum Level LAHM-450 1.98ct Brilliant Emerald Cut Solitaire with Accent Halo Aquamari Room Wall Decor New Cartoon Forest Animals Wall Stickers for Bed
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 US-0400, VS-400 Spirolox External Retaining Ring, Light Duty, 3. Spring Step Women's Wisteria Work Shoe
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Customize Any Size 3D Wallpaper Hand-Painted Tropical Plant Fres Aqur2020 Storage Rack, Paulownia Floating Shelf Retro Style 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 Telescoping ClîÅ¥orǎls Sucking Scratcher Massager - Extendable XDCGG Steering Wheel Cover Floral Pears Blooms Microfiber Leathe
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: M.A. FORD 17725010A 1/4" 4 FL Altima 1/2"F TCUT SQ E/Mill (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 10Pcs Photoelectric Sensor Switch, Photoelectric Sensor, E3FDs30
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).