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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 Fit for CE Sedan Power Passenger Side Mirror 7 8 Koolzap For CAPA 04-08 TL 3.2L 3.5L Sedan Hood Panel Assembly OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo Yuanquanhengshou Guatemala Flag Womens' Track Pants Jogger Sweat Hair Styling Wigs, Hair Wig 13X4 Lace Front Human Hair Wigs Comp FAFZ Bathroom Double Towel Bar, Balcony, Kitchen, Hotel Wall-Mou
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Wall Clocks for Living Room, 3D Wooden World Map With Picture Fr 13 GANTEE Strong Tiger Play Rugby Soft Microfiber Lightweight Quilt
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 QJIAHQ Sunflower Plant Stickers Sunflower Butterfly skirting Dec Plutus Brands Plutus Wolf Fur Handmade Throw Pillow, 26" x 26", Kitchen Floor Mats Stain-Proof PVC Home Door Mats Absorbent Carp Oval Opal Halo Pendant with Diamond Bale (8x6mm Opal) PUMA mens Smash 2 Hook and Loop Fresh Sneaker, Puma White-puma W Verified by SanFlash Ultra SanDisk 64GB Works for ZTE Director M Savannan 3 Piece Duvet Cover Set Twin Size, Happy Halloween Blac Jabetc Wig Fashion Wild Real Hair Wig Hair Wig Full Lace Semi-Ma A.O.R
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 New Era 59FIFTY Black On Black Los Angeles Dodgers Cap 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Bunny Outdoor Garden Statue, Waterproof Resin Rabbit Garden Land TANGADYL 4X30 Binoculars, Portable Binoculars Compact for Adults American Shifter 522883 Shifter Kit (C6 23" E Brake Cable Clamp Rembrandt Charms Oriole Charm, 10K Yellow Gold ACCL 125Ft Cat5E UTP Ethernet Network Booted Cable Orange, 2 Pac LICHUXIN Indoor Swing for Kids Swing Chair More Special Needs, C Rear Axle Bearing and Seal Kit for Yamaha KODIAK 400 4x4 Auto 20 New Catholic Saint Cecilia Figurine 10" H Patroness of Musicians Car Neck Pillow and Lumbar Pillow Kit - High Density Memory Foam Solitaire Pink Sapphire Heart Pendant (2.5mm Pink Sapphire)
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Danger High Voltage Equipment Safety Sign Decal Sticker 5"x7" 10 Velvet Fabric Sofa with pocket-71‘’Blue Standard - TechSmart Black/Red Factory Style LED 3rd Brake Light YUUIKLLE Black 18.5"x18.5"x1.9" Granite Patio Umbrella Holder, S Daily Supplies Book Bag Lunch Bag Combination Universal Backpack MARC JOSEPH NEW YORK Womens Casual Comfortable Genuine Leather L 14k Yellow Gold Lab Created Diamond 3mm Polished 0.1 Carat Lab g LBHAUSE Luxury 4 Piece Bedding Set Full Size, Gray Floral and La Pave 0.13 CT Certified Diamond Open Heart Pendant Necklace, Soli
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Gutori 7 Inch Sucá¹­ion Ðidḷo for Woṃen, Sucá¹­ion Cup Ðiḷ .925 Cute Beautiful Sterling Silver Rocket 1 pcs charm Easy to b ZSMPY Double Walled Vacuum Cup Flask Thermo,Stainless Steel Insu Black and White Tiger Sat in Grass Nature Wallpaper Photo Wall M Diamondrensu Moissanite Bridal Set, 4.55 CTW Radiant Cut Grey Mo M Initial Alphabet Pendant, HI-SI 1/2Ct Diamond Name Necklace, S Replacement For Jvc Gr-d228 By Technical Precision WKDZ Round Rattan Storage Basket with Lid, Multifunctional Stora Averill's Sharper Uniforms Women's Ladies Utility Chino Pant: Fl TechMikeNY Server 2X E5-2667 2.90Ghz 12-Core 128GB H710P Rails P
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
SISHUINIANHUA Shaped Push-Up Bracket Anti-Slip High Density Foam
1 2 3 4 5 California No Lifeguard On Duty Sign, Complies with State of Cal Shahbanu Rugs White Wash Peshawar Hand Knotted Pliable Wool with WBG BBQ Ribs (18" x 24") Yard Sign, Quantity Discounts, Multi-Pa Wigs European and American Female Frontal Lace Wig Big Wave Long 1/2 Carat Diamond Cross Pendant Necklace in 14K Gold (Silver Cha LuxMart Advertising Flag - Durable Polyester SERVICIO DE NOTARIO zyylppylw Shoulder Bags 2021 Luxury Design Women Handbags and Pu Its Colombia Not Columbia Leather Place Mats Heat Resistant Stai 2(X)IST Men's Hampton Boardshort
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 Yume.Hanabi Wallpaper Sticker Wallpaper 3D Mural Abstract Chinese Style Flow
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Dxtxx High-Grade Stainless Steel Solid-State Bathroom Shower Wal HARD EDGE DESIGN Girl's Youth I Love Knitting T-Shirt
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 Baja Designs 49-0001 LED Spot Light Kingston GO! Plus Works for ARCHOS 64 Xenon 512GB MicroSDXC Canv
Chapter 13 Neural Nets and Deep Learning PDF LONGLONG Full Motion Swivel Monitor Arm with Gas Spring for 22-3 exari Three Grid Seasoning Bottle Set Kitchen Supplies Creative
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 Touch 'n Foam FireBreak  Flame Resistant Sealant 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 Clear Chair Mat, Transparent PVC Floor Protector for Carpet Floo 7 8 Kingston 512GB BLU Life One X (2016) MicroSDXC Canvas Select Plu Sensor-1 A-DS-GPSMD-D1-GRN-4, Green ESP 1MBGPB Polypropylene Heavy Weight Meltblown Maintenance Univ JINParts Mobile Phone LCD Display Replace Part Dynamic AMOLED Ma Multi-Pockets Acoustic Guitar Bag Thick Padding Waterproof Guita
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Laser 1098 C, Copy C for Charitable Vehicle Deductions 13 Emoshayoga Beside Storage Armchair Caddy Organiser for Sofas or
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 DENPETEC Durable Dog Bite Sleeve - Strong Jute Training Equipmen Razer DeathAdder Expert - Optical Esports Ergonomic Professional Wireless Gaming Keyboard and Mouse Combo,3 in 1 Rainbow LED Rech YG-1 O5 Series Super HSS Spiral Pointed Tap, Hardslick Coated, R Das Archiv XStyles18 - I Love Pugs - Hawaiian Shirt, Best Gift for Men, Sum Accuform MADM981XP, 10" x 14" Accu-Shield Sign with Legend:"Rest OFFTEK 32GB Replacement RAM Memory for SuperMicro SuperServer E3 XIGG Shade Sail 2×2×2m/6.6×6.6×6.6ft, Sun Sail Triangle, Sunshad
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Digital Alarm Clock for Bedrooms Kitchen Office 3 Alarm Settings 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 SIGOUYI 4PCS Shower Curtain Set with 36x72Inch Waterproof Polyes SHARP ZSMC1442CS Carousel 1.4 Cu. Ft. 1000W Countertop Microwave SRQOESFF Headband Women Solid Color Dot Hair Band Knot Elastic S Custom Political Yard Sign #1 - 2 sided print, 2 stakes per sign MAPM Premium GRAND CHEROKEE 14-15 TAIL LAMP LH, Inner, Assembly, Spiritual Energy M3 Decorium Clothes for Pets Puppy Summer Shirts Vest Small Cute Floor Wallpaper 3D Modern Art Yellow Rose Petal Droplets Bathroo Clothing Sale King Windless Feather Flag Sign Kit with Complete Yt92Pl@00 Mens Mysterious Universe Jogger Sweatpants, Fashion Fl
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Yuwuxin Protective Net Child Safety Net Pet Fence Net Nylon Rope Golden Retriever Puppies Men's Drawstring Casual Athletic Traini Colorful Seder Plate Made of Anodized Aluminum Modern Passover J Wall Mounted Shelf Floating Shelves Bathroom Shelf, Wall Mounted Arch Memory 4 GB 204-Pin DDR3 So-dimm RAM for HP Pavilion Entert Spiritual Resistance SSMDYLYM Elastic Sofa Cover Geometric Armchair Cover Protector B SILVER "ARC DE TRIOMPHE, PARIS" CHARM WITH SPLIT RING DIY Crafti YIXIN2013SHOP Chinese Traditional Gossip Mirror Lucky Chinese Fe
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Veri SanDisk Ultra 64GB MicroSDXC Works for Samsung SM-T805 by S DWXN 2 Wheel Trolley Cover Golf Ultra Compact Lightweight Golf T LZYY Automotive Armrests for CX-30/Mazda 3 4th 2019 2020 Car Fro Mystery Box, Random Mystery Box Electronics, Surprise Box Contai Apartment Decor Collection Aquarium Background Sticker Relaxing NYDZDM Green Pavilion Bird Feeder Plastic Hanging Bird Food Cont whjfdc Electric Wine Opener Rechargeable Automatic Corkscrew Cre GJF 3D Children's Room Area Rugs, Living Room Bedroom Big Carpet Kingston GO! Plus Works for BLU Dash J 512GB MicroSDXC Canvas Ca COUYY 12V car Battery Tester Digital car Diagnostic Battery Test
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
QuQiu Tattoo Supplies Kit Precision Powerful Tattoo Power Supply
1 2 3 4 5 Ultra-Slim Black Flat/Fixed Wall Mount Bracket for Seiki SC462TC Diamond2Deal 14K Yellow 3 mm Wheat Pattern Wedding Band Ring for BABE MAPS 6 Pieces 12 x 18 inch Stylish Geometric Placemats, Wip Nobuddy Electric Kettle, Temperature Control Glass Kettle 1800W Synvy Privacy Screen Protector, Compatible with Planar Systems R LFCFE Men's Halloween Tuxedo Medieval Retro Costume Mid-Length P 0.9ct Brilliant Princess Cut Solitaire Flawless Simulated Cubic Auto Siphon Racking Cane for Bucket Carboy Bottle with Tubing Pl Laundry Hamper Halloween Black White Skull Pattern Foldable Line
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 Sherpa Fleece Blanket, Fluffy Soft Plush Bed Blanket, Super So Rose Collapsible Market Basket with Strong Aluminum Frame for Sh
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 GBKGDH Shift Knob Shifter Car Racing Styling Aluminum Gear Shift 14K White Gold 6 Prong Marquise Peg V-End Setting 6x3mm
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 Ascent, Preworkout Raspberry Lemonade Single Packet, 0.42 Ounce LOT of 25!! Honolulu City Patch 3.50" x 2.25", City of Honolulu
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: Printed Blanket Tomorrow's Ark Game Character Bed Blanket Sniper (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 GCZZYMX Owl Rame Wall Hanging,Handmade Woven Tapestry,Boho Art D
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).