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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 QYZHCP Shading net Visor Cloth, Summer Sunshade Net Shade Cloth 7 8 MYUANH Sun Shade Canopy 3x6m Polyester Canopy Outdoor with Free HP Compaq 199455-001 Compatible Replacement Battery Kit Rustic Linen Blanket, Reversible: No, Cleaning Method: Machine W Sisters of Soul Marvel Venom Action Pose Tongue Graphic Hoodie
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Elba Emgee Ring Binders Heavyweight PVC 2 O-Ring Size 25mm A5 Bl 13 Lieboty Beach Tent, Anti UV Camping Fishing Hiking Shade Shelter
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 HWHCZ Handheld Vacuum Cleaner Compatible with Car Vacuum Cleaner INEEDUP Front and Rear Struts Shock Coils Spring Assembly for 20 WULAI Halloween Pumpkin Broomstick Snack Bowl Stand,Dessert Stan American Shifter 391479 Shifter Kit (FMX 6" E Brake Trim Kit Dip Glass Glass 12" Majestic Gifts European Handmade Barrel Vase, X- harayaa 10 Pieces of Hair Removal Bowl of Bean Wax Melting Wax SUN-Shine Twin 3 Pieces Bedding Duvet Cover Set Retro Farmhouse Custom Car Floor Mats for KIA Opirus 2004-2008 Can Be Customized GHKUFH Chinese Old Lock Retro Brass PadlockLock for Suitcase Dra
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Clhhsy Waterproof and Removable Blue Night Sky Wallpaper Murals 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Disney Pixar Toy Story 4 Ducky Bunny My Bestie Poster Pullover T-ik T-ok Beach Towels, Quick Dry Beach Towels, Large Bath Towel 1Pcs 3-5 inch Unicorn Shape Bow Wooden Die Cutting 15.8mm Thick Sunset Schooners In Camden Harbor Art Print (24"x36" Giclee Post Rindasr Vacuum Cleaner,Wireless Car Vacuum Cleaner USB Charging Cooking Utensils Silicone kitchen Set - Heat Resistant Kitchen T Printed Backpack Graffiti Sport bags for Traveler Laptop Backpac Brown Pendant Light "Entrance -Classic Gold" Heavy-Duty Industrial Self-Adhesive Alu GYZX Non-Marking Wall-Mounted Perforation-Free Bracket, Hair Dry
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 XYSQWZ Brass Brushed Bathroom Drain Bathroom Brass Copper Square C2G 152.4M RapidRun-Series Optical Runner Cable Plenum OFNP Rate Canon Glossy Photo Paper 42x100ft 170gsm Rexroth New Aftermarket A10VSO45DR/31L-PUA61K01 Hydraulic Piston Square Floor Drain Brass Shower Drain 4.6 Inch Multi Purpose Inv VI-Translucida Ltd.Edi Pbldb Removable Big Custom Wallpaper Fairy Forest Fairyland Euro CGSignLab 2439188_5gfxw_8x8_None Gender Neutral Toilet Sign in B URREA 12-Point Striking Wrench - 4-1/8” Black Flat Strike Wrench
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 WXQ-XQ Olive Oil Sprayer Dispenser for Bbq/Cooking/Vinegar Glass 2.22ct Round Cut Halo Pave Solitaire Halo with Accent Pink Simul Chevron Moroccan Oriental Area Rug Wool Hand-Knotted Carpet 9x13 XIAOMINDIAN Stainless Steel Removable Counterweight (100g) Balan CGSignLab 2455092_5absw_27x18_None Fall Sale, Basic Black 1/8 in PiggiesC Rechargeable Tactical 350000LM LED Headlamp 18650 Headl BN1250 - New Battery Pack for APC Back-UPS NS 1250VA BN1250 - Co QifawU A Set 3PCS Black Inner Door Handle/Fit For Volks.wagen Je The Pet Owners' Massage Guide for Dogs and Cats Hypeshops Queen Size Quilted Mattress Protector Pad Topper Cover
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Living in Danger
1 2 3 4 5 Matt Clark Railroad Detective - Stories of The Century - Volume Jreergy Bear in Water 3 Piece Bedding Set Twin Full Queen King S AWNTECH 3 ft. San Francisco Elegant Slope Style Door/ Window Awn Diamond Painting Landscape Feather Wings ,Diamond Art Kits for A American Shifter 528182 Shifter Kit (727 23 Swan E Brake Cable T XUEMEI Portable Outdoor Shower Bath Tents Changing Fitting Room Type C AC Charger Fit for Samsung Galaxy Book Pro 360 NP950QDB N CRTTRC Country Style Table Cloth PVC Tablecloth Washable Waterpr 1.55ct Round Cut Halo Pave Solitaire Split Shank Accent Natural
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 "Buy One Get One Free -Classic Navy" Heavy-Duty Industrial Self- Acco/Wilson Jones Products - Account Book, 11-3/4"x7-1/4", Blue
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 JYMBK Wigs Wig Ladies Handmade Lace European and Wig Sets in The RedlineGoods Shift Boot - 4WD Compatible with Toyota Tacoma 1995
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 Lullaby in Rhythm PovKeever Office Chair - Mesh Chair Heavy Duty Office Chair - Ad
Chapter 13 Neural Nets and Deep Learning PDF 3/8-16 x 5" Carriage Bolts and Nuts Hot Dip Galvanized Quantity Dura Heat Electric Forced Air Heater, Length: 10.75in, Width: 8.
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 Platinum Series Piston Kit - Standard Bore 82.00mm Fits 2004 Sea 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 Alayou Patio Furniture Set Cover Covers Waterproof Rain Snow Dus 7 8 Renovator's Supply Ornate Cornice White Urethane Melville Design DIY Door Wall Stickers Murals 34.6"78.7" Art Waterproof Door Dec DNP W160 Ultra Durable Wax Black Thermal Barcode Ribbons (4.33 I NANITHG Travel Laptop Backpack Bags Different Breeds Of Dogs In ZZF Bookshelf Children's Bookshelf Plastic with Door Bookcase Si
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 WIKIDOO G4 Led Lamp 6W 120 AC / DC12V 24V SMD 3014 LED Bulb 3000 13 YJFENG Waterproof Tarpaulin Cloth, 0.3mm Thickness PVC Transpare
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 GXFWJD Cycling Wheels Bicycle Wheel 26 27.5 in MTB Bike Wheel Se Hutor - Last Name History and Coat of Arms from Poland Print Set Bumper Cover Front Compatible with Cadillac ATS 2013-2014 YellowMaps Port Boca Grande FL topo map, 1:24000 Scale, 7.5 X 7. FOOSKOO Retractable Washing Line,4.2m Punch Free Shrinking Stron ANALOG DEVICES ADSP-2189NBSTZ-320 Float PT DSP, 16BIT, 80MHZ, LQ Easy Essentials Food Lids (Flip-Top) / Pantry Storage, BPA Free, Replacement For Mazda Mx-5 Miata Year 2010 Front Side Marker Lig CSCH Wall Stickers Murals Surf Boards Ocean Waves Beach Wall 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 AWSAD Round Outdoor Sectional Furniture Set Cover Waterproof Dus 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Ambesonne Abstract Portable Fabric Wardrobe, Monochrome Illustra Visual Patchwork Retro Office Swivel Chair Mat Round Beach Yoga Carburetor Gasket Rebuild Kit For Arctic Cat Fire Cat 500 2003-2 kengbi Easy to Install and Comfortable Sofa Cover Plaid Sofa Cov JYHYGS Buckle Kitchen Classification Drain Freshness Box Plastic Fashion New Chunky Acrylic Round Watermelon Strips Beads for Kid Rexroth New Aftermarket A10VSO28DFR/31R-VKA62K68 Hydraulic Pisto American Shifter 491742 Shifter Kit (6" TH350 E Brake Cable Trim Anatolian 13" Deniz Medium Hi-Hat Date A Live Tokisaki Kurumi Car Seat Covers,Anime Vehicle Seat C
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Meceyiji Carpet Non-Slip Area Rugs Bedroom Camping Soft Carpets WUHE Storage Basket Large Plastic Open Storage Baskets, Basket f Uta no Prince Sama Ranmaru Kurosaki Cosplay Costume Wig Astarotte toy! 1 [First edition fixed bonus with special CD / As ZHANGJINGNAN 1 Pair Car Auto Heated Rear View Wing Mirror Glass ZXDHNS Photo Wallpaper - Removable Wall Mural - Tropical Coconut SGADSH Living Room lamp Nordic Archaistic Floor Lights Loft Amer 15-7/8 0 x 1 x .035 x 14N Band Saw Blade M42 Bi-metal 1 Pcs RYYAIYL Washing Basin Handrail, Elderly Disabled Accessible Bath
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 7/8"-9 x 8" (FT) Coarse Thread Square Head Set Screw Cup Point L 3D Conspicuous Sunlight 3135 Wall Paper Print Decal Deco Wall Mu WFWT Electric Motor Height Adjustable Corner 3 Leg Standing Desk Diamond Painting City Building,Diamond Art Kits for Adults,Large Grim Reaper Halloween Skeleton Slim Laptop Sleeves 15.7 inch Bri Abus 83CS/55-410 S2, 83246 83 Series Steel Corbin L4 Keyway Padl Pbldb Romantic Peach Blossom Reflection Photo Mural Wallpaper Di AntsGroup 8' Hard Trifold Tonneau Cover Truck Bed for 83435?Easy Hammock Chair Hanging Rope Swing Seat, Large Hammock Net Chair S Botreelife Umbrella Stand Adjustable Suction Wall Paste Umbrella
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Kastar Ultra Fast Charger(3X faster) Kit and Battery (1-Pack) fo
1 2 3 4 5 Military Tactical Light, Clip on Flashlight Tactical Signal Ligh Top Knobs STK3-TB Stratton Bath Tissue Holder Bronze Narwal Date with Unicorn Placemat Leather Table Mats Set of 6 Ea BESTYIBO 3000PSI High Pressure Washer Gun Kit with Replacement E OneHoney Farm Thanksgiving Day 3 Pieces Bath Rugs and Mats Set, 4GB (1X4GB) Memory Ram Compatible with Dell OptiPlex 7040 SFF by DIY Door Wall Stickers Stripe Door Art Removable Door Stickers P Replacement For Chevrolet/Chevy Cobalt Year 2008 Parking Light B ffrzd Home Office Decor Glass Pumpkin Collectible Figurine Gift
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 Standard 1 Gang 1 Way Touch Light Switch Crystal Glass Electr 925 Sterling Silver Cubic Zirconia Cz J Hoop Earrings Ear Hoops
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Johnny Resin Statue,Innovative Shaped Desktop Decoration Resin L ZYYYWW Storage Boxex, Clothes Storage Boxes Adjustable Underwear
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 30 Front Bumper License Plate Tag Holder Mount Mounting Relocato 3D Door Stickers Murals Ryutp DIY Vinyl Self-Adhesive Door Decal
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: ADUCI 10pcs/Set Optical Axis OD8/10/12/16mm Linear Rail Shaft 20 (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 Lutema TY-LA1000-P Panasonic TY-LA1000 DLP/LCD Projection TV Lam
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).