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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 portable Light weight Camping Tents Light, Umbrella Pole Lamp Pa 7 8 Bundle - 9 Items: ITP Twister 14" Wheels Milled 28" MotoRavage T Watercolor AbstractExquisite custom printed school or office Bac JYX Agate Necklace 10x14mm Cylinder Red Agate Necklace 19.5" YJRIC Wigs Wig Creative Carving Short Hair Wig high Temperature Kastar 3-Pack VW-VBK360 Battery and LTD2 USB Charger Replacement
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Versace Jeans - Men’S T-Shirt 13 Kingston GO! Plus Works for LG G Pad II 8.0 512GB MicroSDXC Canv
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 US Cargo Control E Track Ratchet Strap with Double-Fitted End - Replacement Battery for N591LB, Q551, Q551LN, Q551LN-BBI706 Rexroth New Aftermarket A10VSO71DFR1/31R-VRA41K01 Hydraulic Pist WJSM Motorcycle Accessories 7/8'' 22MM Handlebar Grips Handle Ba Gomadic Brand Horizontal Black Leather Carrying Case for The Son Rembrandt Charms Gibbs Lighthouse, Bermuda Charm, 10K Yellow Gol Colorful Cute Dog Paw Prints Round Diatomite Cup 4in Coasters Se BioTRUST Sol Joy, High-Potency Vitamin D3 with 200mg Vitamin K2 RADIATOR UPPER HOSE For 1343.GE
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Clara Pucci 2.0 ct Brilliant Round Cut Solitaire VVS1 Flawless S 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Wall Murals Wallpaper Monkey Tropical Green Leaves Wall Mural Wa Graphic Tees for Women Teen Girls Vintage Sea Theme Short Sleeve Electric oven Rattan Willow Wicker Vegetable Basket Storage Bask Black Marbleprinting Women'S Lunch Bag,Portable Fashion Meal Bag Pvc Action Figure Anime Character Model 23Cm One Piece Navy Gene Shuangklei 7 Colors Changing 3D Visual Motorcycle Modelling Tabl Bundle - 5 Item: easiPart 12" Human Hair Hairpiece by easiHair, Animation - Pretty Rhythm Aurora Dream Rhythm 18 [Japan DVD] AVB 5D Diamond Painting Full Drill Winter Lake,DIY Diamond Art Dots Sport-Tek Youth Colorblock Raglan Jacket. YST60
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Women's Cute Crop Tops Short Sleeve Drawstring Ruched T-Shirts V UR-093, VH-93 Spirolox Internal Retaining Ring, Light Duty, 0.93 SuperMicro SuperWorkstation 7037A-i with X9DAi, 2X 2.4GHz 6-Core Astrology triple moon statue adult backpack, unisex backpack, ca 14k White Gold 5/8ct. Black Diamond Cross Pendant HKJZ SFLRW Desk Digital Alarm Clock, Large Numbers Green 7" LED Corolado Spare Parts, Air Filter Engine Cover Carburetor Av Buff ZXDHNS Photo Wallpaper Wall Mural - Christmas Candle Pattern W X Hunter×Hunter 3PCS Bedding Sheet Set Anime Quilt Cover + Pillowc
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 FURYIGOLD 5D Diamond Painting Kits(Bicycle Girl 80x220cm/32x88in LA Swings Inc. 6ft. Cypress Regular Porch Swing - Lead TIME to S DIAOD Folding Storage Racks Metal Desktop Towel Rag Holder Hange Shep's Wool, Persian Red Wool Top 8lbs, Roving Fiber Spinning, F Steve Gregory Game Used 2007-11 Chargers Football Locker Name Pl Toaster Bread Shade Settings Removable Crumb Tray Compact Stai Professional Massage Table Spa Bed Portable Massage Bed 2 Fold A Round Lake - Wisconsin - Vintage-Inspired Lake Map Print Poster, ERA Paints Automotive Touch Up Spray Paint Kit for Volkswagen Go Rexroth New Aftermarket A10VSO45DRG/31L-VRA11K03 Hydraulic Pisto
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
LED 18650 Flashlights - Ochoos P16TAC XM-L2 U3 1000Lumens Tactic
1 2 3 4 5 ZIHUAD Retractable Kitchen Sink Drain Rack Plastic Square Dish R 12 Packs Kitchen Cabinet Knobs,Taichi Yin Yang Gossip Vintage,Pu YBSM for K-awasaki Z300 2008-2016 2017 2018 2019 Motorcycle Brak Songs Christmas Owl Lover Camping Stool Portable Folding Stool with Ca ZHENGGUIFANG Professional LMH16UU 2 Side Cut Linear Bearing 16x2 Eummit Headset Gaming Headphone Headset 7.1 Esports Headset, 3.5 DUO ER Hex Coupling Nuts M5 M6 M8 M10 M12 M16 M20 M24 304 Stainl LUSTAR Handheld Vacuum Cleaner and Household Car Vacuum Cleaner,
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 TTNM 110cm Scarf Flamingo Plush Cartoon Toy Soft Animals Bird Do Bowbear Baby 3-Pair Leg Warmers
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Rear SEAT: ShearComfort Custom Waterproof Cordura Seat Covers fo AIRMARK 4 Pcs Shower Curtain Sets with Non-Slip Rugs,Toilet Lid
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 Supermicro Certified MEM-DR316L-HL02-ER18 Hynix 16GB DDR3-1866 2 PNdeid Christmas Trees Leather Place mats for Dining Table Set o
Chapter 13 Neural Nets and Deep Learning PDF Primigi Girls Zura Dress Ankle Strap Mary Jane Flats Shoes ArtPlaza Van Gogh Vincent - Rising Moon Decorative Panel, 51x39.
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 Trump Flag 46 House Flag Dowel Set Patriotic Vote Keep America P 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 ProSphere St. Edward's University Girls' Performance T-Shirt (Om 7 8 Kunpeng Dog Mom States Car Seat Covers Vehicle Seat Protector Ca BRDI14553 Bearings 10Pcs /Lot LM3UU Linear Bushing 3mm Juguan Au Soldats Allemands TOMS Women's Alpargata Core Espadrille ZSHUZHI Lab Distillation Apparatus Laboratory Aspirator Bottle 2
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 1/2 CT Aquamarine and Diamond Zig Zag Stackable Band Ring,14K Wh 13 LWSJP Table Cover Rectangular PVC Tablecloth Waterproof Oil-Proo
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 MOUMI 40X60 High Power Zoom Monocular Pocket Telescope with Smar Four Cheese Premium Italian Sauce, made with Italian Cheese (Pac JGTC Special 2004 - 2nd Round MessBebe Women Short Sleeve Top T Shirt Crew Neck Cotton Tee Str Disney Minnie Mouse Outline Hoodie HAOANGZHE Shower Rack,Towel Bar, Wall-Mounted Bathroom Rack,Fold AAAbrasives 2x1/2x1/4"sk, 100 A/O, Mounted Flap Wheel Cl 10 Pcs/ Bayside Apparel USA-Made Performance T-Shirt - 2XL / White ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with A
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 West Virginia Flag, 6' x 10', Outdoor, Nylon 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Kimball - M8.0 Cushion Grip “T”-Handle Hex Key 12pcs SC8VUU SC8V SCV8UU SCV8 Linear Bearing Block DIY Linear Sl BYWWANG Car Front Glass Heated Rearview Mirror Side Wing Rearvie QWERBAM Beach Shirt for Men Summer Short Sleeve 5XL Shirts Mens Outdoor Table Cover, Furniture Cover, Heat Dissipation Rainproof USB Mini Air Cooler Portable Desktop Cooling Fan Student Dormito 12 Packs Kitchen Cabinet Knobs,Red and White Tablecloth Pattern, Blue Mountains, or Unbelievable Story ( Tsisperi mtebi anu dauje TK Classics Cover Set for BARBADOS-06p Sail White Bigfoot Sasquatch Case for New iPad Pro 11 12.9 inch Case 2020
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Champion Boy's Long-Sleeve Fleece Crew Sweatshirt (Multi Stripe liushop Indoor Tabletop Fountain Little Monk Indoor Relaxation D Painted Birds #21 - Microfiber Cleaning Cloth (Lens Cleaning Clo SHPEHP Hot Water Bag in Winter with Plush Knit Sleeve Hot Water American Shifter 458539 Shifter Kit (PG10" E Brake Cable Clevis CGSignLab 2465687_5mbsw_27x18_None |"Public Parking -Chalk Corne 4 1/4 x 6 3/4-28 Ultra-98 Baronial Envelope (President) 250 enve Mhwlai Household Pillow Quilt, Sports Knit Fabric Home nap Offic Garden Animals,Garden Animals Statues,Simulation Animal Guinea P
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 YBQ Bathroom Rack Bathroom Shelf Wall Mounted Hair Dryer Holder HOMEST Carrying Case for Cricut Accessories, Portable Storage Ba XIANSHI Portable Air Conditioner Fan, 300ML Water Tank USB Recha Plutus Brands Plutus Pearly Shell Velvet Luxury Throw Pillow, 20 For Audi S6 A6 Quattro A6 Pair Front Strut Assembly - BuyAutoPar Verified by SanFlash Ultra SanDisk 64GB Works for Nokia N95 8GB ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with H SHXYFEB 10 Sets Rear Tailgate Trunk Liftgate Charged Lift Suppor FIBVGFXD Chess Set , Foldable Chess Board Wooden Chess Portabl GyLazhuzizyl Shower Curtain Liner Fabric No Chemic Smell,with
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
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1 2 3 4 5 Barn XO Barn Wood 1.5" Thick top Coffee Table - Fast shipping 1.48ct Brilliant Round Cut cathedral Solitaire Flawless Ideal VV Kuroko no Basuke Aomine Daiki Cosplay Costume Wig KITHOME Contemporary Non-Slip Area Rug Halloween Wrath Grimace B Men's Large Size Printing Color Contrast Shirt Fashion All-Match ACDelco Professional 36-352328 Power Steering Hose Assembly Paschale Mysterium / Various Lilliput Lane Deer Park Hall LL002 YellowMaps New River SE AZ topo map, 1:24000 Scale, 7.5 X 7.5 Mi
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 HTTMT- Chrome Foot Shift Lever w/shifter peg Compatible with H-D QAZW Water Bottle with Time Marker 2000ML Large Capacity Gradien
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Endangered Species Hirasea Operculina Camping Folding Stool Oxfo Pacific Natural Foods Organic Oat Beverage, Original, 32 Ounce B
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 Pbldb 3D Mural Wallpaper Bare-Eyed 3D Blue Sky Baiyun Beach Sea FANGMING Round Placemats Set, Washable Outdoor Table mat,Heat-Re
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: puseky Family Matching Sweater Parent-Child Long Sleeve Crewneck (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 Music Note Piano Printing Women'S Lunch Bag,Portable Fashion Mea
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).