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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 HZQ Shade Cloth for Plants, 99% Shading Net Mesh Tarp Thickening 7 8 Diamond Painting Kits for Adults,Diamond Art 5D,Paint Diamonds D Dolphin Car Seat Covers (Set of 2) 2 Front Car Seat Covers Car S Plumeria Flowers and Pink Flamingo Cute Folding Stool Portable C YOT Pack of 2 Durable 4 Feet Dog Leash with Comfortable Padded H Insurance Banner Flag Sign Display Flutter Kit Feather Tall Swoo
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Zjxxm Custom Wallpaper Murals Vintage Fresh Palm Plantain Leaf P 13 The Legend of Robin Hood - Complete Series - 3-DVD Box Set [ NON
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Boat Cover for BAYLINER Trophy 1802 Cuddy 1995 1996 1997 1998, G 7PCS Anime Re: zero Rem Cosplay Costume Outfit Uniform Dress Paj KJGHJ Fleece Blankets Blanket Home Textile Polar Microfiber Blan J677-F535 7.75" Energetic Root 'C#' Chakra Healing Hand Hammered Omabeta Polyester Princess Style Children Bed Curtain Bed Mosqui Cozy Plush Doormats 24x35in Absorbent Cushioned Kitchen Mat Area SQUARE FURNITURE Small Wooden Mirror Jewelry Cabinet - White Shure RK383 Suspension Shock Mount Elastic Cord for KSM44A, Cris Ochoos Cross Hatch Adhesion Tester, Cross-Cut Tester Kit, Paint
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Images 1966-1967 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 American Shifter 412671 Shifter Kit (AOD 12" E Brake Cable Clamp zxb-shop Artificial Bonsai Tree 47inch Artificial Palm Tree Plan #6-32 x 7/16 Coarse Thread Machine Screw Phillips Pan Head Low C Xinyu store Game Name : Pokemonstadium1,This Cassette is Suitabl Flexible Metal Hose, Dia 1/4 in Green Chinese Dragon Hardware Round Furniture Knobs Drawer Dress LICHUXIN Chunky Knit Blanket Throw Accent Blanket for Decor Home Clhhsy 3D Art Wallpaper Custom Wallpaper Space Expansion 3D Mura SALE Foft Fur fox collar for coat parka or hood real fox fur 75 Jewels Obsession Gold Heart Necklace | 14K White Gold Heart Pend
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 HSOSK Solar Torch Light with Flickering Flame; 20" Tall Waterpro Shanbor Yellow Mid-Length Short Straight Hair Wig Ladies Hand La Bnaioy DIY 5D Diamond Painting by Number Kits Crystal Rhinestone Rufischi Men's UFO Band Rock Music Metal Athletic Fit Full Zip S caliper Measuring Tools 300mm LCD Digital Vernier Gauge Micromet JzyhNzd for Mercedes Benz Vito w447 2016 2020, Car Dashboard Cov Fuel Pump Rebuild Kit fits - R1200GSW 2013-2017 - Motor Fuel Pum Momyeah Stainless steel straw Extra Wide Straw Reusable Stainles Bezel-Set Diamond Solitaire Open Circle Pendant (0.25 cttw Diamo
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 LCD Screen and Digitizer Full Assembly with Frame for Huawei Hon DriftX Performance 3pcs Front Bumper Body Kit Lip Compatible Wit American Shifter 474276 Shifter Kit (C623" E Brake Trim Kit For Tropical Pineapple Laptop Backpack 15.6 Inch Casual Daypack Wate Lopus Wigs Europe and America Carved Black Straight Wig Front La Toshiba V000181670 Laptop LCD Screen 15.6" WXGA HD LED (Compatib Rellamily Thanksgiving Holiday Table Runners 13x108inches, Farmh ZQHUAA One Piece Cartoon Car Seat Cover, Anime Accessories Super B.way 67/72/77/82/95mm Magnetic Lens Filter Kit UV Filter CPL Fi JUNMAIDZ Resin Molds Large Handmade Mirror Plate Silicone Mold f
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
800ml Blue Light s Team Atomity Fogger Disinfection Spray Atomiz
1 2 3 4 5 ZYCSKTL Knobs Kitchen cabinets Kitchen Drawer Pulls,Creative Dee TTNM 90CM The Animal Rabbit Sleep Pillow Long Pillow Cute Pengui HSJA Customize Wall Mural Wallpaper Rainbow Firebird Pink Backgr S.B Arts Christian Wooden Wall Cross Handmade Antique Plaque Han Breathable Pickleball Heartbeat Golden Car Seat Cover Universal Matching Wedding Bands Set Oxidized Blackened 925 Sterling Silve Avatar The Last Airbender Katara Backpack Anime Printed College SBU Grey Heavy-Duty Boat Cover for Monterey 186 MONTURA BR I/O 1 eCarpet Gallery Large Area Rug for Living Room, Bedroom | Hand-K
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 Jewels Obsession 14K Yellow Gold Badge Pendant with 18" Necklace PajamaJeans Bermuda Shorts for Women - Stretch Denim Shorts for
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 OG-Renstky Women Natural Rex Rabbit Fur Hat Winter Real Rex Rabb Eyelash 3-Piece Bedding Set Simplistic Kids Drawing Style Blue E
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 Jewels Obsession Gold Bird Necklace | 14K White Gold Hen Pendant NMC C370R, OSHA Sign (Pack of 50 pcs)
Chapter 13 Neural Nets and Deep Learning PDF Countertop Spinner in Maple 12 W x 12 D x 20-3/4 H Inches Pink Whales Sharks Laptop Backpack For Women Daypack ​with Usb
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 Mace Hot Pink Mini Pepper Spray 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 Custom Photo Wallpaper Large Mural Wall Painting Oil Painting 3D 7 8 Knob X Less Rose Garden Arch, Rose Arbor for Various Climbing Plant, Garden Arch Bulk 200 Sheets, White Vinyl 1in. Circle Laser Sheets. Supplied LONDON FOG Baby Girls' Faux Fur Bottom and Hood Matte Shimmer Sa Bad Day [Blu-ray]
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 American Shifter 444688 PG Shifter Kit (6" Trim Kit BLK Dual Shi 13 Wall Sticker Art Murals 105215cm Large Whale Wall Stickers Boy G
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Siskiyou Sports NCAA South Carolina Fighting Gamecocks Unisex Fa Holy Bible: New Testament Tiger Deer Animal College School Backpack Casual Daypack laptop KXVV Towel Rack Wall Mounted Towel Rail SUS304 Stainless Steel Garden Potatoes Dirty Clothes Pack Foldable 82l Round Dirty Clot 3M (3310) Flexible Prismatic Reflective Sheeting Series 3310 Whi Three-Piece Bed Set Duvet Cover Pillow Case Soft Comfy Breathabl TriLink CL35066TL2 3/8 LP .050 Gauge 66 Drive Links Redmax G621A Hot Rods Connecting Rod Polaris
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Antique Car White Rosette Ribbon Award, Auto Show Trophy Ribbon 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Rmage Myouzhen-House Numbers Black House Number Floating Sign 15 Pbldb 3D Autumn River Scenery Wallpaper Decal Dercor Home Kids N NkeGS ABS Steering Wheel Frame,for Honda Civic Red Interior Whee Breeze Decor Valentines Truck House Flag Dowel Set Spring Happy UPN Oil Rubbed Bronze Bathroom Hardware Bathroom Accessories Bat Asense Faux Leather Extra Cushioned Standard Storage Ottoman Ben Jewels Obsession 14K Yellow Gold Anchor 3D Pendant with 18" Neck ML Kishigo 1243 Type R Class 3 Ultra-Cool Mesh Surveyor Safety V xzyq Traditional Woven car seat Summer All-Inclusive Hand-Woven Erosebridal Colorful Leopard Print Fitted Sheet Full Size, Wildl
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Kingston GO! Plus Works for 512GB Zen Mobile Ultrafone Megashot Ceramic Tableware Handpainted Home Hotel Dinner Plate Round Flat Adventures of Fu Manchu - Volume 1 (DVD-R) (1956) (All Regions) Lajro Car Sun Shade for Windshield Funny Funny Small Fashion Cat HUAXUE Garden Folding Chair, Folding Chair Outdoor Folding Dec Pwshymi Camera Color Solar IP66 for Store Monitoring(Southeast A SignMission Designer Series Sign - (No Parking Symbol) | Red W Hong Yi Fei-Shop Shower Sandal Mens Summer Slippers Summer House VERDICT BRACKETS 45 Long COLT Cowboy Shooter Gun Rack Shotgun Ho
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 67-9 SB 20" ELEC FAN SHROUD N\ A European Style Wallpaper 3D Embossed Figure Murals Living R Kohler 63-083-11-S A/C Element Genuine Original Equipment Manufa Decal Stickers Multiple Sizes We Cash Checks Promotion Business Brady 26540, 10" x 14" Polystyrene Flammable Area Sign, Pack of Salabomia Bling Red Print Strectchy Car Seat Covers Full Set, Ul 14k Yellow Gold 3D Honey Bee Charm Bumblebee Insect Pendant with SHJDLSB Art Sculptureantique Spotted Angel Statue Sculpture Deco Liyuzhu 5 PCS GY6.35 5W 80LEDs SMD LED Light Bulb 4014 Energy Sa Motorcycle Plugs Slider Motorcycle Aluminum Handlebar End Plugs
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Fondos De Pantalla De Naruto 23D Fashion Design Floor mat, Beach
1 2 3 4 5 IGI Certified 18k White Gold Bezel Round-Cut Diamond Solitaire P AVIS UTILISER UNE Ceinture ET UN Cordage DE SÉCURITÉ Pour Tout T Metallic Silver Owl Backpack Waterproof PU Leather Laptop Bag Ru 1/4"-10-24 x 7/8" Coarse Thread Socket Shoulder Screw Stainless Universal UNV10281 PRESSBOARD CLASSIFICATION FOLDER, LEGAL, SIX- Tarente Mini Fridge Pink Mini Fridge, Mini Fridge Mini Dorm Appl Berry Bowl With Plate Drillco Nitro Series 1000A 7/8" X 6" Bright and Black HSS SD Dr TRIXIE 1998703 Harness-Y Premium, 70-85 cm/25 mm, Red, L
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 Zjxxm Custom Wallpaper Murals Romantic Rose Flower Garden Living aksldf Dairy Cow Head Wall Decal Farm Animals Art Mural Door Win
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Love Nature Sweet Home Stores Collection Custom English Alphabet Car Seat Covers 2pc Bizarre Adventure Front Seat Protector Cover
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 XTXY 100l Large Laundry Hamper, Collapsible Bathroom Basket, Stu Chunky Blanket Yarn Knit Throw Blanket Handmade Super Thick Warm
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: Tail Light Assembly fits Subaru Forester R. (Certified Used Auto (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 juqingshanghang1 Home Decor- Cosmetic Storage Box Extra Large, 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).