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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 Natural Balance Platefulls Wet Cat Food, Turkey, Chicken Duck 7 8 Lace Front Wigs Human Hair Water Wave 13x4 HD Lace Frontal Wig P NUIOsdz Air Filter car Engine air Filter car Accessories,for Hon 24V 1A PLC Industrial Control Board FX3U-48MT Industrial 24 Inpu KIOXFS Light Outdoor Fishing Chair Portable Folding Backpacker P 1/2-2 Carat 18K White Gold GIA Certified Oval Cut Diamond Pendan
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Plutus Brands Plutus Rocky Way Handmade Throw Pillow, 20" x 26" 13 LSXIAO-Tarpaulin Waterproof Heavy Duty Sun Protection Lightweigh
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Herth+Buss Jakoparts J5211104 Starter 3D Wall Stickers Breakthrough Wall Sticker Self-Adhesive Wall De Gem Stone King 0.97 Ct Mercury Mist Mystic Topaz G/H Lab Grown D Heating Kettle, 12V 750ml Stainless Steel Electric Car Kettle He 3D Pink Flowers 7664 Floor Wallpaper Murals Wall Print Decal AJ HARD EDGE DESIGN Unisex Living In Arizona with Illinois Roots Sw Faux Fur Combat Boots - Fluffy Military Vegan Furry Shoes Auto Paint Depot Touch Up Paint for Chevrolet Captiva, Malibu, S American Shifter 368218 Shifter Kit (PG12" E Brake Cable Clamp 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 KccOsg De-mon Sl-ayer 16 Inch Double Compartment Backpacks Schoo 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 16PCS Shower Curatin Set with Non-Slip Small/Large Bath Mat, Toi FVGKYS 3D Wall Decals Custom Mural Bush Animal Cat Removable Wal Meek Mill Travel Laptop Backpack, Business Slim Durable Laptops AINIYF Super Quality Umbrella Stand, Antique Look Metal Umbrella American Shifter 504086 Shifter Kit (4L60E 10" E Brake Cable Cla Baseball Letterman Varsity Jacket Original White Leather Sleeves TSHAOSHUNHT Genshin Impact Figure Hu Tao 3D Night Light, Acrylic WQinyu Towel Rack, White No Drilling Six Hooks Stainless Steel O ZHXQ-Photo Album Album Book Insert 6-inch 160 Family Travel Albu SHTY Universal Wall Sticker Mural Decoration Wall Custom Name Wa
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 ACCL 7Ft Cat6A UTP Ethernet Network Booted Cable Red, 4 Pack Wallpaper Sticker Wallpaper 3D Mural Chinese Style Simple Modern 3D Floor Waterproof Custom Wallpaper 3D Flooring Mountain Stream YOURAN Nano Diatomaceous Earth Soft Floor Mats Bathroom Absorben STRADPET Titanium Chinrest Clamps, Chinrest Screws in Bright G SZZME LSXT AYS Multi-Function Bionic Blade Design Adjustable Bal Queen Waterproof Gazebo Curtains, Artistic Design Arms Shield wi ZANZAN Storage Bins Fabric Storage Boxes Containers Organizer Co HDGZ Chunky Knit Blanket Knitted Blanket Chunky Braided Knot Thr
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Yankee Candle New Midsummer's Night Charming Scents Bangle Car A CGSignLab 2470789_bnro |"Open House -Ghost Aged Rust" Heavy-Duty senya Double Layer Inverted Umbrellas Leaves Seamless Pattern Fo EwdeWwo 4 Pieces Duvet Cover Bedding Set- 1 Duvet Cover + 1 Flat XingKunBMshop Towel Rack Room Towel Rack Aluminum Towel Ring Bat Battery Replacment for dell Vostro 3460 Vostro 3560 T54FJ 8858X Opti-UPS DS3000DL Compatible Replacement Battery Kit AB12350 12V 35AH SLA Battery Replacement for Merits P310 Regal M 14k Yellow Gold #1 Dispatcher Pendant Charm Necklace Career Prof Grey Doormats for Outside Entry Washable, Large Size Home Office
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Flower Prairie Custom Floor Tile Wallpaper Bathroom Waterproof 3
1 2 3 4 5 RealSteel Dragonfly Monogram (Penny Vein, 36") COLORSUM Placemats with Table Runner Set Autumn Thanksgiving Dah Caerling Gochuumon wa Usagi desu ka kirima sharo Minato (ojitan Oval Ruby Solitaire Pendant with Diamond in Platinum (7x5mm Ruby 14k Yellow Gold Florida Lobster Out Claws Pendant Charm Necklace Rexroth New Aftermarket A10VO45DFLR/31L-PPA62N00 Hydraulic Pisto Timken 544090 Tapered Roller Bearing, Single Cone, Standard Tole Silverwala Yellow 925 Sterling Silver Ring for Unisex yzf Wireless Charging Handheld Automotive Vacuum Cleaner with St
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 3 Tier Super_Mario Cupcake Stand Display Stand Set for Grad Part HelloCreate 26CM Steamer Pot, Stainless Steel Double Layer Food
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 5/8 Inch-18X4 Inch (Ft) Square Head Set Screw, Cup Point, Fine, HWCUHL 3D Wall Stickers Mural Red Camouflage Art Wallpaper Mural
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 LUHUANONG Aluminum Monitor Stand ,Computer Riser Universal Met OS-Trachten Traditional Blouse Longsleeve Checkered Bordeaux
Chapter 13 Neural Nets and Deep Learning PDF Frame Sliders Crash, for YA-MAHA XJ6 XJ-6 Diversion Motorcycle C Spice Rack-5 Shelves-Wall/Door Mount-no Clean-up to 40 Bottles S
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 KEJI Metal Bookend Metal Book Stand Honeycomb Book Stand Student 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 [email protected]. 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 Peomeise 50pcs Lavender Spandex Chair Sashes with Buckle Slider 7 8 Navajo Style ANNY ADEL Blue Wool Rug Tufted Persian Traditional OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo SYBH Garden Hammock White Hammock Cotton Wall Decal Dads Little Dude, Nursery Boys Room Decor Playroom Genuine Hyundai 8820A-0A906-CHL Seat Cushion Assembly, Front, Pa
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Backpack With Usb Charging Headphone Port, Double Zipper Schoo 13 DDEPND Optionally 6PC SUP Adapter Standup Paddle Board Air Valve
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 500 Pieces Brow Wax Sticks Small Wax Spatulas Applicator Wood Cr Personalized Doberman Dog Shadow Style Quilt Gift for Dog Lover Ahzhlb Outdoor Solar Post Lamp White/Warm Light, Villa Stake Lig Smiffys Evil Spirit Adult Costume BreaAP Compatible with 2011-2016 Ford FRONT BUMPER FACE BAR BLAC Attic Retro Chandelier Twine Monkey Chandelier Resin Lamps Chand GemAbyss Beads Gemstone 1 Strand Natural 6 Inch Long Strand,Supe SYYUN Wall Sticker Wall Sticker Shield Personalized Decal Wall S Sherry Kline O'Fifi Indigo 20-inch Decorative Pillow (Set of 2)
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Signature Hardware 949169-1.8 Beasley 1.8 GPM Multi Function Han 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 CAMILYIN Adjustable Bath Tray by Bamboo - Bathtub Caddy with iPa ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with B Pride Live with Love Garden House Flags Kit Support Rainbow LGBT COXEM Jewelry Collection Display Organizer Case;Portable Travelï Backpack Bags Black Crow Bag with Lunch Bag Pencil Case Pouch 3 AFUMMID Porch Decoration Painting Simplicity Modern Living Room Car Window Sun Shade Front Rear 4 Piece Magnetic Privacy Sunshad Quantum Storage K-QUS953YL-1 Plastic Storage Stacking Hulk Conta IGI Certified 14k Yellow Gold Princess-Cut Diamond Halo Pendant Clhhsy Waterproof and Removable Forest Peach Blossom Wolf Animal
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Friday Night Funkin Backpack Fashionable Multifunction Casual Un LCGGDB Quirky Flat Top Sheet,Funny Graphic Baby Soft Comfortable Industrial Bookshelf, 4-Tier Bookcase, Display Rack, Stable Book Suprafive Fuel Pump For Vapor Separator Johnson Evinrude Outboar aksldf Coffee On My Mind Wall Art Design Adesivo in vinile per l Synvy Privacy Screen Protector, Compatible with iiyama ProLite B Solid 14k White Gold Round Diamond Teardrop Cluster Bridal Weddi Left Tail Light Assembly fits Cadillac XTS L. (Certified Used Au 10k Yellow Gold Filigree Cross Religious Pendant Charm Necklace
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Gem Stone King 1.05 Ct Round Swiss Blue Topaz 18K Rose Gold Plat HHF Tab Cases Covers for IPad Pro 12.9 2018/2020/2021, PC Sili VEESYV Velvet Kitchen Dining Chair Velvet Seat and Backrests,L GXT Water Temperature Room Thermometer with Temperature Safety I DSQK Home Décor,Natural Handicrafts Tibetan Bull Skull Ornament EXIT RAMP Down Sign - Taupe/Black (2 Units) Turkeys #2 - Microfiber Cleaning Cloth (Lens Cleaning Cloth - Su 6 Types Foldable Fishing Net with Aluminum Alloy Pole Soft Rubbe MLHlover Autumn Fall Tree Leaf 16 inch Laptop Shoulder Bag Carry Bhargava Neuro-Fit Forte TabletFree Pallas USA Sandalwood Perfum
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
lsxlsd Pickup Trucks Model Retro Metal Car Statue Handicrafts Bi
1 2 3 4 5 Love Word Charm - Sterling Silver 925. - Heart Anniversary Valen Left Right Genuine Headlights Headlamps Taffeta White NH578 Pa RADIOS Navigation Installed HERE (18" x 24") Yard Sign, Quanti tablecloth New European Style Round Table Cloth Floral Embroider QiXian Creative Toilet Brush Stainless Steel Toilet Brush Wall M UpBright 4-Pin 12V AC/DC Adapter Compatible with Wacom Cintiq 22 Age of Rebellion-Multi-Function bookbag Travel Laptop Backpack LCNING Wig Wigs Fashion Brown Lace Front Human Hair Wigs Short W YSJJNDH Night Light Cartoon Little Cute Cat Silicone Lamp Colorf
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 yaoyaoshop Napkin Rings Napkin Buckle Brass Napkin Ring Napkin B Globe Scientific 1860 Polystyrene Serological Pipette, 1mL Capac
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Divoti Custom Engraved Medical Alert Bracelets for Women, Stainl AMYAL Compact Fridge Mini Refrigerator 10L Translucent Panel Sin
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 Card Captor Classics Skateboard Grip Tape 33 Inch/48 Inch Anti S 14k White Gold 3mm Link Rope Chain Necklace 18 Inch Pendant Char
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: Gildan mens G200 (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 InterestPrint Spiral Bluetie Dye Men's Spread Collar Tops Short
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).