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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 Fuyunohana/Namidakawakumade 7 8 HUAXUE Garden Folding Chair, Folding Chair Outdoor Folding Dec Tommy Bahama Hot Tropics Silk Blend Camp Shirt Offene Turen Titan TC27955 Solid Carbide End Mill, Extra Long Length, 5 Flute XKUN Elegant Durable Stainless Steel Kitchen Utensils, 6 Pcs Coo
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 ZHM 2Pack Outdoor Garden Lamp LED Lawn Light LED 6W Waterproof L 13 Dr. Icey 2021NEW Vintage Pumpkin Truck Wreath - Rustic Simple De
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Decal Stickers Multiple Sizes Elephant Ears A Outdoor Advertisin 1/2-2 Carat 18K White Gold GIA Certified Asscher Cut Diamond Pen XIEZI Ultralight Camping Chair Portable Folding Camping Chair, U Visualites C Crystal 1.25 Computer Reading Glasses SuperMicro SuperWorkstation 7037A-i with X9DAi, 2X 3.0GHz 10-Cor Brahms: Symphony No. 1 New Bogen Voice Activated Relay Practical Durable Compact Modern Mens Denim Shirts Casual Stud Button Long Sleeve Cowboy Slim Shi Plsily Boys Suits Toddler Foraml Kids Complete Wedding Outfit Dr
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Brady 86547 5 3/4" Height x 3" Width, Economy Polyester (B-851), 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Great Deal Furniture Belinda Outdoor Fabric Chaise Lounge Cushio Elephant Mandala Backpack Laptop Backpack Casual Water Resistant Case for Ipad Pro 12.9 Flamingo Leaves Flowers Protective Case C MARC JOSEPH NEW YORK Womens Leather Made in Brazil Bryant Park L zsst Laptop Sleeve Case Cover Bag Galaxy Marijuana Space Cannabi Trillion Peridot Solitaire Pendant with Diamond Swirl (4mm Perid NewAge Industries 2900226 Silbrade Braid Reinforced Silicone Hos LCGGDB Vintage Full Size Fitted Sheet Pillowcase Sets,Pattern Ergo Proxy Backpack Fashion , Multi-Function Travel Laptop Back QTSM for Y-amaha MT03 2005-2020 8MM Motorcycle Accessories Swing
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 ZMY IP55 Aluminum Rust Proof Metal Pillar Light Outdoor Retro So Bicaquu Oil Bottle Sauce Dispensers, Squeeze Bottles, Cap Lids W Men's 100% Polyester Polar Bear Painting Swim Trunks, Casual Boa Jumping Dolphin Laptop Backpack For Adult Daypack ​with Usb Ch QWERTYUKJ Chunky Knit Blanket Super Soft Throw for Bed Contempor ebm-papst W2E200-CH86-70 Blowers and Fans Replacement Parts for Huq Ignition Coil for Cub Cadet Mtd Troybi 2018-2018 Mercedes Gla250 Passenger Side Outer Led Tail Light As 3 Lịvẹ Plạnts Rẹạl 2" Succulẹnt Lịvẹ Plạnt Crá
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 HMSLINCK Camping Sleeping Bag 4 Seasons, Portable Compression Li XIAOSAKU Bookends Modern Desktop Small Bookends Bookshelf Anti-M WYJ Giant Knit Blanket Handmade Giant Soft Thick Chunky Knitted Yunsu Spacex Men's Causual Long Sweatpants Sport Pants Black FlashMoto Fairings for 1098 848 2007 2008 2009 2010 2011 2012 11 ZYSM Durable Waterproof Hd Night Vision Binoculars - Close Focus Travel Backpack For Women Men Fast Food Business Laptop Backpack Jewels Obsession Gold King Tut Necklace | 14K White Gold King Tu American Shifter 414373 Shifter Kit (4L80E 12" E Brake Cable Cle Zjxxm Wallpapers Photo Modern Home Decor Photo Romantic Living R
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
1.75 ct Round Cut Halo Solitaire 3 stone With Accent Designer Ge
1 2 3 4 5 Yellow Titan Art Poster Work Backpack College Bookbag 17in Lapto XZCWWH Custom Wall Cloth 3D Cartoon Fairy Tale Castle Photo Mura Home Furnishing Craft Jewelry Ceramics Feng Shui Statue Chinese Blue Metal Alpaca Luggage Tag Minimal Llama Bag Tag for Kids Adu Vintage Decorative Bookends, Book Ends Bookends Book Shelves for Pair of Car Door Panel Insert Cards Cover, Leather Synthetic Car Front Sprocket compatible with Suzuki TL 1000S 1998-2003 15 Teet New Large Nude Tribal Forest Fairy Feeding Dragon Petal FIRE Sta Cross Stitch Stamped Kits 11CT Embroidery Starter Kits Stamped C
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 Caroline's Treasures BB3556PW1818 Winter Snowflake English Masti PIJUSHI Women Shoulder Bag Crossbody Bags Designer Crocodile Cha
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Pochacco 3 Piece Bathroom Rugs Set Antiskid Soft Absorbent Non-S XiaoCha Cartoon Anime Character Boy 3D Self-Adhesive Wall Sticke
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 10k Yellow Gold 3d Green Enamel Single Flip Flop Pendant Charm N Distant Voices
Chapter 13 Neural Nets and Deep Learning PDF Carburetor Kit For Massey Ferguson Industrial/Construction Model CGSignLab |"Please No Food Or Drinks -Classic Gold" Wind-Resista
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 Soft High-end Product Male Shake Rooster Prostate Massager, Men 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 Portable Folding BBQ Grill Lightweight Foldable Charcoal Smoker 7 8 Fuel Pump Assembly w/Sending Unit Compatible with Land Rover Ran American Shifter 448494 Shifter Kit (4L60E 8" E Brake Cable Trim Accuform MGNF930XP, 10" x 14" Accu-Shield Sign:"Think Bend Knees FJZ-FJZ Telescope Binoculars 10X50 Telescope Hd Portable Night V Veri SanDisk Ultra 512GB MicroSDXC Works for Samsung N900V by Sa
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 ReynosoHomeDecor 21x37 Inch Rectangular Throw Pillow Insert Form 13 United States Men's Autumn Winter Long Trousers Casual High Wais
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Komatsu WD600-1 Wheel Dozer Workshop Repair Service Manual - Par Organic Style for Heartful Life Verified by SanFlash Ultra SanDisk 64GB Works for Spice Mobile X Lunarable ABC Room Portable Fabric Wardrobe, Back to Doodle with GoTo Foam 5" Height x 48" Width x 55" Length 44ILD (Firm) Uphols Amymami Beer Bar 32in Fruit Smoothies? Neon Sign (Multiple Custo 2 Pack Outdoor Garden Buried Light LED Underground Light Ground WEIDA Pure Color Blanket, Cotton Sofa Decorative Blanket Throw w Top Knobs AQ3-BB Aqua Bath Tissue Holder Bronze
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Purina Pro Plan Canned Wet Cat Food Entree 3 Flavor 6 Can Sample 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Pbldb Custom Wallpaper for Walls 3 D Photo High - Rise Landscape TCpick Heat Insulation Round Placemats, Waterproof PU Leather Pl Crystal Emotion Bedding Set 3 Piece Set(Duvet Cover + Pillow Sha Patio Dining Table Outdoor Coffee Bistro Table for Lawn Garden P 60 Sẹẹds Ẹdịblẹ Dwárf Orángẹ Mándárịn Trẹẹ Gár US Motor Works USEP2362M Professional Series OE Replacement Fuel Night Vision Monocular, HD Digital Infrared Camera Scope Up to 1 Design with Vinyl JER 2231 3 Hot New Decals The joy of the Lord Kingston GO! Plus Works for Samsung SM-E500H 512GB MicroSDXC Can Dog Co Country Hare Roadkill Dog Toy, Small, Brown
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 (500 pcs) 1/4"-28, Slotted Hex Nuts, Finished Nut Pattern, Steel Rouge Plain Wrist Cuffs Red MHSHZY Bath Mat with Non-Slip Suction Cups,Durable Soft Bath Mat 4 Piece Shower Curtain Sets Little Girl and Puppy in The Snow In Linen Canvas Paintworks - Digital Oil Painting Canvas Kits for A Set of 3, 6V 12Ah F2 Sealed Lead Acid Replacement Battery Set fo Four piece coaster set red, white blue fused glass one of a ki Once Every Day [ NON-USA FORMAT, PAL, Reg.0 Import - France ] Worship Backing Band - Backing Tracks for Churches and Small Gro
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 "Flags Signs" 3x8 Advertising Complex Nylon Banner Flag 3'x8' LIFT Safety HDF50C-19 DAX Fifty 50 Carbon Fiber Full Brim Hard H New Pack of 50 Pcs 1/2-13 x 12" inch Carriage Bolts and Nuts Hot Sage Blue Salvia Farinacea jocad (50,000 Seeds) Various Artist : Schweizerische Hausorgeln 1/2"-3/8-16 x 2" Coarse Thread Socket Shoulder Screw Stainless S 14k White Gold Natural Diamond Opal Womens Cluster Ring - Size Main Filter Inc. Filter Replacement for INTERNORMEN 01NR100025G1 Fruit lemon and dots Adult Backpack, Unisex Backpack, Canfeng Fa Brigham Algonquin 265 Tobacco Pipe - Bent Egg Smooth
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
JIA1 Photo Video Studio 10Ft Adjustable Backdrop Support System
1 2 3 4 5 Muchkey car Floor Mats fit for Honda City 2015-2018 2019(Rubber KEMEILIAN ZBSSH602 Crocodile Pattern Jewelry Box Three-Tier Lock YQLKD Figurines Band Cello Sculpture Decor Figure Statue Resin F guizhoujiufu Kitchen Mat Dish Place Mat Flower Cactus Fabric Thi FAG NJ208E-M1 Cylindrical Roller Bearing, Single Row, Straight B 12 × 16 in Diptych Pearl Provence Picture Black Frame for Wall o Ceiling Fixture Lamp Semi Flush Mount Light,Flower Glass Crystal Shower Head,Wall Mount,6 in.Face Dia. Monitor Stand Riser Computer Monitor Stand Printer Shelf Stand D
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 Pbldb Custom Wallpaper Modern Minimalist Small Fresh Flower Dand Kingston GO! Plus Works for LG H970 512GB MicroSDXC Canvas Card
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Clhhsy Custom Mural Wallpaper Flowers Soft Pack 3D Living Room S 3.0 ct Brilliant Princess Cut Solitaire Canary Yellow Simulated
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 Empire Solid Wood Side Chair, Overall: 38.25'''' H x 17.5'''' W Verified by SanFlash Ultra SanDisk 64GB Works for Asus V500KL Mi
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: Green Pine Trees Case for Ipad Pro 12.9 in Case 4th Gen 2020 Tab (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 Area Rug, Vibrant Colorful Competitive Scene with s Racing Horse
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).