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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 Ariocarpus Retusus 1H 7 8 GDSJEGQM Car Seat Covers Full Set - Green Background with Clock 6Pcs Chair Covers, Dining Room Seat Protector Happy Halloween Gi Amymami Beer Bar 17inx14inB ates M otel N o V acancy Custom Hand Iron Eaters Hangarone Crystal Chandelier Chandelier LED Ceiling Light Φ100 ×
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Soultone Cymbals CST-HHTT17-17" Custom Hi Hat Top Only 13 ShiSyan Bath Chair, Foldable Wall-Mounted Shower Stool, Non-Slip
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Williams Sound PockeTalker Ultra Duo Sound Amplifier with Headph MAREEYA SHOP OEM Genuine 5.7L Hemi Engine Exhaust Rocker Arm Sha HENGXIAO Long Runner Area Rug Kitchen Runner Rug Hallway Runner Advancey 2 Pieces Anti-Slip Kitchen Mats Beaytiful Dreamy Night Metal Plant Stand Black Paint, 4 Plant Shelves with Round Patter PCI Express to Dual 19pin 20 Pin USB 3.0 Card 5Gbps High Speed D To My Daughter Once Upon A Time There Was A Little Girl Who Stol Women's Fashion Hoodie,Oversized Hooded Baggy Crewneck Long Slee Kimisoy Teens Pullover Hoodie Pink Patchwork Lightweight Sweatsh
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Rocky Men's Rkyw039 Western Boot 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Click-N-Ship Labels from SheetLabels.com, Laser or Inkjet Printa TGGFA Mobile Phone Bracket Extension Rod for BMW K1600GT K1600GT Wuyuana Carpet Hand-Woven Jute Round Rug, Linen Mat, Straw Woven VCFR 18650 Rechargeable Battery Lithium Lithium Ion 2200 MAH 3 7 Beer Gaskets, 25Pcs Silicone Leak-proof Beer Swing Flip Top Bott GCOCO Women's Sexy Stilettos Pointed Toe Mid Calf Boots Pull on Kingston 512GB Oppo Find 7 MicroSDXC Canvas Select Plus Card Ver Cardinal Richelieu Medieval Civilian Hand Painted Tin Metal 54mm Beautiful 3/4 CT Solitaire Diamond side Stone Engagement ring, A Printed Blanket Middleearth: ShadowofMordor Action Acting Sofa B
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Space Unicorn Cat Case for Ipad Pro 12.9 in Case 4th Gen 2020 Ta QTT Area Rugs for Living Room Bohemian Rugs Simplicity Boho Carp 1.61ct Brilliant Round Cut Solitaire Natural London Blue Topaz G Wallet + checkbook holder leather 'Frandi' black gray. Cozy Plush Doormats 18x30in, Absorbent Cushioned Kitchen Mat Are GOWE 60MM Forged Steel V2003T V2003 crankshaft COJJ Portable Charcoal Grill Household Stainless Steel Folding T Clear Plastic Pant Skirt Hanger 12" Box of 50 American Shifter 416855 Shifter Kit (12" E Brake Cable Trim Kit
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 AAAbrasives 8x1x1, 120 A/O, Unmounted Flap Wheel Cl 3 Pcs/Packag LLADRÓ Secrets in The Park Children Figurine. Limited Edition. P RAN-Sculpture Golden Retriever Garden Welcome Statue, Outdoor Do NANDAOFENG Asthma Awareness Soft and Comfortable Bedding Brushed GG Bailey D2015B-CSA-GY Custom Fit Cargo Liner for Select Suzuki Case Crawler Excavator CX470B Tier 3 Workshop Repair Service Man D.Franklin Men's Beach Pool Sandal Cyan Design 05168 Poole Plate, Blue Antkea 4 -Shelf Storage Cabinet, Reversible Door: No, Shelf Weig Cute Cartoon Cats TPU Case for New iPad/iPad Air/iPad Pro Genera
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
(75pcs) 5/8" X 4", Lag Screws, Hex Head, 304 Stainless Steel (18
1 2 3 4 5 eCarpet Gallery Large Area Rug for Living Room, Bedroom | Hand-K American Shifter 465000 Shifter Kit (TH200 12" E Brake Cable Cle INTERESTPRINT Valentine Watercolor Giraffe Kiss Love Classic Sho FVGKYS Wall Decals Art 3D Custom Poster Mural Cartoon Animal Dra Xinrangxin Wood Monitor Stand Riser, 4 Tier Desk Organizer Stand Genuine Hyundai 89160-3Y000-PBK Seat Cushion Covering Assembly, Blue White Diamond Engagement Ring with Wedding Band Sets 14K Wh Duvet Cover Queen Size Milky Way Starry Sky Comforter Cover with CITALL 1Set Interior Steering Wheel Decoration Trim Frame Strip
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 Lovejoy 68514439561 Stainless Steel 100 Round Hub, 3-3/4" Bore, Mikk-Line Baby, Toddler Kid Wool Cardigan
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Garden Bench Cushion Gray,Indoor/Outdoor Bench Cushion, Swing Cu Rexroth New Aftermarket A10VSO45DRG/31R-PUA11N00 Hydraulic Pisto
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 JumpingLight 4x6 USA Thin Blue Line Premium Waterproof Polyester Mosmatic 85.706 high Pressure Duct Cleaner Adjustable TRR 3S Col
Chapter 13 Neural Nets and Deep Learning PDF Laundry Basket WGZ Wrought Iron Hamper Basket Bathroom Dirty Clo Wholesale Pack of 24 State of Connecticut Flag Bike Hat Cap lape
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 Liushop Desk Decorations Ceramic Animal Figurines Home Decoratio 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 4 Tier Decorative Metal Plant Stands, Flower Pot Rack Indoor/Out 7 8 Pastel Color Bedding Set Comforter Soft Queen Size Cover 3 Piece Fendrihan Shaving Soap for Men MADE IN GERMANY (Coconut Vanill Cuddly Big Frog Stuffed Animal, Plush Frog Stuffed Animals Cushi FRFFASHION Kawaii Comforter Set Cute Cartoon Colorful Donuts on American Shifter 529065 Shifter Kit (45RFE 23 Swan E Brake Trim
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Qric Swimming Round Sun Flower Circle Inflatable Life 13 Cosplay Hair Styling Wigs, Wigs Ombre Blonde 4/27 Colored Highli
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Kumfie House Heavy cast iron bird feeder with hanging bracket Re MUSEDAY 4 Pieces Duvet Cover Bedding SetChristmas Farm Theme Elk Lab Grown Diamond 'X' Letter Initial Necklace, 1/5 Ctw Solid Gol KJBGS DIY Rhinestones 1440pcs Mix Size Light Purple Sliver Base 2 Carat Diamond Ring Double Halo Engagement Set (H-I Color, I2-I DIY 5D Diamond Painting Kits for Adults/Kids,Sea View(80x220cm/3 Inner Tie Rod End LH RH Pair Compatible with Chrysler 200 Sebrin JumpingLight 3x5 Abkhazia Premium Quality Fade Resistant Polyest MDHANBK DIY Hand-Stitched Car Steering Wheel Cover Accessories C
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Laundry Basket Trolley with Detachable Fabric Bags Laundry Troll 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 LHHYY Wall Stickers Nature Beautiful Lake Mountains 3D Decal Wal YINLAN Outdoor Garden Decoration Sculpture Goose Sculpture Swan MYF Bathroom Towel Rack Towel Rack,Wall-Mounted Brass Bathroom K Mailbox Glass neon Sign #10571 Made in USA Replacement Value Fuel Pump Module Assembly HWCUHL 3D Wall Stickers Mural Pink Flamingo Wallpaper Murals for Choose Happy Sticker, Qoutes Sticker, Gift for Friend, Vinyl Sti CRYSULLY Men's Leather Jacket-Fall Winter Vintage Motorcycle Bik Wear Goggles Sign, (SI-6940) 24x30 Inches, 3M EGP Reflective .08 Jewels Obsession Silver Horse Necklace | Rhodium-plated 925 Silv
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Rexroth New Aftermarket A10VO45DFR1/31L-VPA62K05 Hydraulic Pisto bjyx Wall Clock Wall Clock Green Leaf Minimalist Clock Living Ro Home Decoration Flowers,Set of 3 Artificial Green Grass Bonsai A SMXGF Lawn Decor Home Garden Animal Ornament Hedgehog Resin Deco QA1 HS603S-14250 Single Adjustable Strut Kit HLL Foldable Storage Box,for Clothes Washable Underwear Storage Turbo RHF5 Turbocharger YM123945-18010 For Komatsu WB97S-2 WB93R Floating Yellow Sapphire Pendant with Diamond Halo in 14K Yellow Groom To Be, Future Son In Law, Presents From Mom-In-Law, Groom
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Bopaodao Heatsink Pure Copper Fins, Air Cooling Passive Coolers Fango Dance JIAD 24 Pack Solar Lights Outdoor, Solar Lights Garden Lights La 3304GFD123,Cable Assembly 12/3 SOOW 30.48m 3 POS Power to 2(3 PO 6X8 MM Octagon Cut Rhodolite Solitaire Stud Earrings,14K Rose Go Jigsaw Puzzle for Adults and Kids and Young Adults (African Woma FREE SOLDIER Women's Outdoor Water Resistant Fleece Lined Softsh Novelty Statue African Figurine Sculpture Colorful Dress Sitting Wall Murals,Custom 3D Wallpaper Butterfly Orchid Flower Wood G Standard Line Triple Jumbo Linen Hamper - VLJH3WBM - Wineberry M
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
TRUSTLIONTEK 30ft 0.065 inch Line String Trimmer Compatible with
1 2 3 4 5 Prince of Tennis-Absolute King Rik / Various Gear Shift Knob, 5 Speed Car Gear Shift Knob with Boot Gaiter Fi ROWHY Patio Umbrella Outdoor Rectangular Portable Umbrella With JLXW Motorcycle Grip for Kawasaki VERSYS 650 VERSYS650 2006 2007 Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp Wei Hong Home Full-Automatic Reverse Umbrella/Double-Layer Hands Breeze Decor Harvest Autumn Golden Fall Garden House Flags Kit ERGDF Dirtbike CNC Aluminum Accessories Pivot Brake Levers Clutc NYC Autoparts Front CV Axle Half Shaft Assembly [Passenger Side]
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 ZHANGF Non Slip Chair Cushion, Sponge Padded Seat Cushion, Soft HARD HATS REQUIRED
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Jewels Obsession Silver Baseball Mit With Ball Necklace | Rhodiu Rembrandt Charms Dad Charm, 10K Yellow Gold
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 Replacement For Part-10571 Hose By Technical Precision STRAW Pet-Perfect Cordless Bagless Portable Hand Vacuum for Carp
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: Hailong Magic Clothes Hanger Organizer, Rotate Anti-Skid Folding (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 LIXIONG Ottoman, Faux Leather Cube Footrest Stool with Faux Leat
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).