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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 Yunding High Visibility Reflective Safety Vest Hi Viz Vis Execut 7 8 Duyang Women's Winter Sherpa Lined Fleece Pullover Sweatshirts S Water Sensor, PP Shell Water Switch for Welding Machine XiaoCha Animals Dogs Pizzas Stars 3D Self-Adhesive Wall Stickers POR SI NO TE VUELVO A VER (1997) LA PEQUENA SEMILLA EN EL ASFA Dog Paw Leather Placemats, Set of 6, Waterproof, Heat Resistant,
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 RYYAIYL Bathtub Support Track, 60cm11.5cm Stainless Steel U-Shap 13 Zjxxm 3D Large Wall Mural Wallpaper Hd Balcony Window Beach Sea
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 ZPTECH Drawer Organizers 3Pcs/Set Fashion Underwear Storage Box aksldf Never Stop Reading Wall Decals Library School Classroom B Bonamaison Coasters - Set of 4 -Premium Absorbent MDF - 9x9CM (E Dynatron L18 1U Server AIO Liquid Cooler for AMD Socket SP3/TR3/ Pinemeadow Green NCAA Michigan Wolverines Doublewall Insulated S Waterproof Watercolor Flower Sunflower Leaf Car Interior Seat Co United Abrasives/Sait Ovation 4 1/2" X 5/8-11" 40 Grit Type 27 F 2x Front Upper Arm Bushing Kit Fits: 04-07 Nissan Frontier D40 0 Pbldb 3D Mural Wallpaper Decorative Wallpaper Modern Simple, Fre
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Wine Rack Whiskey Decanter Wine Decanter High-end Personalized H 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Amymami Beer Bar All We Have is Now Red Neon Lamp Sign 14inx10in GyLazhuzizFZH Soap Tray, Soap Dish, ABS, Draining and Quick-Dryi Ambesonne Christmas Alphabet Portable Fabric Wardrobe, Interpret ZHIHUI S-Curve Multifunction Inflatable Sofa Creative Ṣḙxy I HCHL Halloween Decor Farmhouse 22 Inch Autumn Wreaths for Front Camo Netting with Mesh Backing, 2m×3m Outdoor Oxford Cloth Sunsc eCarpet Gallery Large Area Rug for Living Room, Bedroom | Hand-K XJJUN Storage Racks, Corner Bookshelves, Floor Racks, Multi-Laye 6.0 Inch Hairdressing Hair Cutting Scissors Set Professional 440 Loose Deep Wave HD Transparent 13×4 Lace Front Human Hair Wigs f
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Ochoos HK354208 Drawn Cup Needle Roller Bearings The Size of 354 Backpack,Cute Fruit Watermelon Backpack,Leisure Bag for Travel,L Celtic Knot Irish Classic Hoodie Man's Hoodie Long Sleeve Pullov (Front Kit)(High-End) 2 Black Coated Cross-Drilled Disc Brake Ro A-Tech 16GB Memory RAM for Dell Latitude 3410 - DDR4 3200MHz PC4 SODIKA 2 Pieces Anti Fatigue Kitchen Floor Mats Non Slip Waterpr American Shifter 343602 Shifter Kit (6" E Brake Cable Clamp Trim 12 × 16 in Old Oak Picture Black Frame for Wall or Tabletop Disp WDWL Climbing Rope Outdoor Wear-Resistant Aerial Work Rope Lifel
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Rexroth New Aftermarket A10VSO71DFLR/31R-PKC41K02 Hydraulic Pist White Red Girl Baby First Birthday Party Celebration Hanbok Kore Dmtrab for 9H Surface Hardness HD Explosion-Proof Tempered Glass 8-Piece Set Love Coasters for Drinks, Ceramic Absorbent Cup Mat Muchkey car Floor Mats fit for Dodge Avenger 2004-2014 Full Cove 3dRose Through The Keyholes Alice in Wonderland Art Checkered Fl 25 Classic Doo-Wop Ballads 3D Wall Stickers Breakthrough Wall Sticker Self-Adhesive Wall De 9'10"x9'10" Distressed Oushak Pure Silk with Text Wool Handmade Motorcycle Carburetor 28/30mm Carburetor With Power Jet, For Mai
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
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1 2 3 4 5 Broonel Black Leather Folio Sleeve - Compatible with The Dell Vo Notonmek New Fuel Pump 11-7433 117433 Fits for Thermo King Patriot Viper Gaming RGB Series DDR4 DRAM 3000MHz 16GB Kit - Whi YQZZYQ 12.2 in Màsturbation Ạdult Toy for Men Women,Ð-ịldá» Sittingley Fancy Flower Girls Pageant First Communion Dresses Wh NUIOsdz Car Dashboard Cover Dash Mat Carpet Cushion,Fit for Hond Verified by SanFlash Ultra SanDisk 1TB Works for Meizu M5 Note 1 West Mountain Farm Tractor Wall Decal Art Decor 3D Smashed Machi GemAbyss Beads Gemstone 5 Strand Natural Fluorite Smooth Loose T
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 5/16-18X1 1/2 Carriage Bolt Fully Threaded Black Oxide and Oil ( Jewels Obsession Silver Jesus Necklace | Rhodium-plated 925 Silv
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Promised Neverland Travel Laptop Backpack,With Usb Data Cable An GEMS-WORLD Beads Gemstone 1 Strand Natural Mojave Blue Copper Tu
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 Wigs Hair Wig Human Hair Full Lace Wig Bob Layered Haircut Short AURELIOR Modern Spaceship with Wings Handle Pull, Cabinet Handle
Chapter 13 Neural Nets and Deep Learning PDF OFFTEK 1GB Replacement RAM Memory for Eurocom D900K F-Bomb (PC32 aihanbaihuodian Wigs European and Stars with The Same Paragraph
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 OFFTEK 1GB Replacement RAM Memory for HP-Compaq Pavilion Noteboo 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 Go-Parts - for 2014 Mercedes Benz E63 Amg Tail Light Rear Lamp A 7 8 ADVPRO Urgent Care Supply Shop Display LED Neon Sign Red 12 x 8. Rexroth New Aftermarket A10VO45DFLR/31R-PPA61K01 Hydraulic Pisto ScottDecor Wanderlust Decor Collection Fish Tank Background Old 1/4 in Outside Dia,1000 Ft. Yellow Polyethylene Tubing, 5/32 in ZYF Walkers for Seniors Rollator Walkers Crutches Carved Walking
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Veri SanDisk Ultra 512GB MicroSDXC Works for Lava A79 by SanFlas 13 MYOH Jazz Bar Pull, Split Black and Satin Brass, 16 inches (406.
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Aichsoka Fall Pumpkin Thanksgiving Bedside Storage Organizer Bed Open Trail OE 2.0 Axle Front Left Compatible With Arctic Cat 700 Dazzlingrock Collection 0.45 Carat (ctw) Round Lab Grown White D ML Kishigo 1574 Premium Brilliant Series Ultimate Reflective Saf KAROLA Table Runner and Placemats Set of 4 Bulldog Kitchen Dinin Vixen Standard 1.25" Telescope Eyepiece Adapter 5/16"-18 x 3/4" (FT) Coarse Thread Square Head Set Screw Cone Po 14kt White Gold 1/8 CTW Diamond Bar 18" Necklace GONGFF Statue Ornaments Sculptures Bronze Figurine Mascot Art Sc
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Imeya Body Wave Lace Front Human Hair Wigs 13x6 HD Lace Front Wi 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Personalized Shark Fingerprint Style Quilt, Gift for Your Lovers TBXY for BMW K1200R 2005 2006 2007 2008 Motorcycle Accessories CXYGZLJ Round Base Shower Curtain Rod 31-120cm,Stainless Steel Ravishing Impressions Cluster Design Multi Gemstone 925 Sterling kowaku Eyeglass Sunglass Repair Kit with Screws Tweezers Screwdr Wowdawn Luxury Chunky Knit Throw Blanket-Large Cable Knitted Sof Yzhmm Floating Wall Shelves Kitchen Bathroom 4 Rods Rotary Towel SODIKA 2 Pieces Anti Fatigue Kitchen Floor Mats Non Slip Waterpr Standard External Retaining Ring, Spiral, Axial Assembly, 302 St UXZDX CUJUX 12Pcs/Sets Creative New Bee Flower Napkin Button Wes
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 BMWEITIHBQ Men's ASL I Love You Sign Language Sweatshirts Sport OBSCYON 18 Pcs Caulking Tools,3 in 1 Silicone Caulking Finishing TE Connectivity / Kilovac Brand K43C234 Monitoring Relays Guitar Transducer Pickup Rechargeable Acoustic Guitar Active Pie Clara Pucci 2.1 ct Round Baguette Cut 3 stone Solitaire Stunning Steiner Sports Kristaps Porzingis Signed Knicks Dunk vs. Hawks 8 Camo Netting with Mesh Backing, 3X6m(10ft X 20ft) Woodland - Out Venetian Worldwide Aleisha Patio Ottoman Aluminum,Canvas,Polyest Round Rugs 3.9' Round Circular Rug for Nursery Room, Seasonal Co
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Threaded Stud, 304 SS, 7/8-9x6, PK2 - ZS4.078009600.PL.DAR.GR002 THCOSOH 3-Steps Pet Climbing Ladder for High Beds Car, Pet Folda JumpingLight 12x18 12"x18" Rainbow Stripes Gay Pride Stick Flag NNYUNDING Baking 304 Stainless Steel Cooking Tools Shovel Spoon JHJUH Chinese Tablecloth and Table Runner of a Set Tea Cloth Tea Nutcracker 1pc Funnel Type Nut Crackers Walnut Pliers Kitchen Pe kirkland Holiday Framed Nativity with Star lit Sky 1pc Motorcycle Carb Carburetor replacement 170150130mm for Polar MULAN Cradle Kit Mount Frame Bracket Compatible with Kawasaki KL NO Smoking
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
WUXUN HRC55 3 Flutes End Mill Tungsten Steel Tool for Aluminum C
1 2 3 4 5 Round Cushion Tropical Watercolor Pineapple Palm Tree Chair Pads BFT Mounting Bracket, For 11W417 Solar Panel - N999473 OFFTEK 16GB Replacement RAM Memory for Toshiba Portege X30-D-10L Sterling Ropes 5.9mm PowerCord Rug Entrance PVC Kitchen Mat Home Doormat Carpet Non-Slip Dust-P CGSignLab 2454450_5mbsw_36x24_None for Sale -Stripes White 3mm P Solitaire Halo Engagement Ring, 2.67 CT Round Gemstones, D-VSSI Arch Memory 4 GB 204-Pin DDR3 So-dimm RAM for HP Envy 14-2050ez Pbldb Custom 3D Mural Wallpaper Simple Atmosphere Senior Gray Ma
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 Yellow Mountain WY topo map, 1:24000 Scale, 7.5 X 7.5 Minute, Hi ALIBI 12MP VANDALPROOF 360° Panoramic 50' IR IP FISHEYE Camera
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Adult Onesie Sheep Animal Pajamas Comfortable Costume with Zippe Chess Game Wood, Portable Magnetic Cortex Chessboard Folding Int
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 TPJJ Clear Window Storage Baskets,Foldable Storage Boxes,Large C ArtPlaza Albrecht Durer - Boy Jesus Decorative Panel, 27.5x35.5
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: Custom Neon Signs,12V Personalized Wall Hangings Neon Light Sign (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 YYBFBSM 9.5 inch Ðịliddo for Womeṇ, Reạlistic Ðịdos Tọ
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).