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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 Custom Photo Dear Sister I Love You with All My Heart Fleece Bla 7 8 5D DIY Diamond Painting by Numbers Diamond Art Kits,Adults Diamo Keeney 64B 1-1/2" Black Triplever With Strainer Dome Grid Bath WEWINMON LHS Air Orbital Sander, Sturdy Air Orbital Sander Squar SH-CHEN Weighing Scale Digital Weight Bathroom Scale with Step-O November Birthstone - Solitaire Clover-Shaped Swiss Blue Topaz V
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Smart Pot Big Bag Raised Bed Round Fabric 15-Gallon Planter Mini 13 Portabl 82mm UV Pass Filter 312nm ZWB1 M82 with Camer Ring UG11
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 14k Gold Yellow Finish 12.18mm Polished Comfort Curb Bracelet Wi Estella Collection 14k Yellow Gold Crescent Moon and Star Stud E Port Authority Ultra Warm Brushed Fleece Jacket Stir Boom Freeze Dried Raw Dog Food by "I and love and you" - SLONG Universal High-End Car Armrest Center Console Accessories Accuform MADM533VP, 18" x 24" Attention Sign"All Visitors and Sa 1/2-2 Carat 18K Yellow Gold GIA Certified Cushion Cut Diamond Pe Table Tablecloth Set - Tablecloth Cover + Backing Cloth, Dutch V LuxMart Indoor/Outdoor Flag Latin America 2x3 Flag Set of 20 Cou
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Shahbanu Rugs Deep Red with Pop of Navy Blue Organic Wool Afghan 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 LKJYBG Nightstand in Antique Gray 25503 2 Piece Non Slip Kitchen Mat Set Happy Fall Y'all Thanksgiving F LOUQINGDZ Balloons 6pcs Jungle Animal Balloons Elephant Tiger Hi Dyenamic Art Bee Humble Inspirational Sign - Metal Sign with A P ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with A Infinity Bar Charm Pendant (25mm x 5.5mm) JYMBK Wall Clock Wallow Clock Black/White Mute Elephant Wall Clo Detazhi Bear Plush hot Water Bag Cartoon Charging Electric Heati Carat in Karats Sterling Silver Rose Tone Cz Heart Pendant (21.4 Simple Block Mid Heel Pumps for Women Comfort Square Toe Slip On
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Ombra Laptop Shoulder Bag Abstract Geometric Graffiti Portable L QIFFIY Chess Set Metal Glossy Chess Pieces Solid Wooden Folding EXCOW Japanese Anime Shoes for Men Women 3D Print Mesh Casual An Animation - Inazuma Eleven Go 12 [Japan DVD] GNBA-1952 KYCHDY Front Lace Chemical Fiber Wig European Beauty Big Wave Lo 2pcs Wish Dragon Plush Cute Cartoon U-Shaped Pillow Soft Anime W Decal Stickers Multiple Sizes Fresh Grapes Black Red Bar Restaur LYHSH Mechanical Round Belt Pulleys 1Pcs AF Type 15-40 Teeth XL Unusual Suspects - Parody Painting Art Print Poster
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 NACHI NU215 Cylindrical Roller Bearing, 1.408 mm ID, 25 mm OD 75 Chow Sang Sang 999.9 24K Solid Gold Angel Egg Pendant for Women Accuform EADC545CA, 18" x 24" Contractor Preferred Safety Sign"S YBSM for K-awasaki Z650 ABS 2016 2017 2018 Motorcycle Brake Hand Kimball - 7/64 Hex Key Wrench Pkg of 5 (6 Packages) Zjxxm Photo Wall Mural 3D Wall Paper Gold High-Grade Diamond Flo Diamond Painting by Number Kits Gold Black Woman (100x220cm/40x8 Garden Furniture Covers Waterproof, Outdoor Patio Furniture Cove Plutus Brands Plutus Parallel Lanes Luxury Throw Pillow, 20" x 3 SLJZ AYSMG F2088/F2058 108 Keys Mixed Light Mechanical Blue Swit
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Vlad Dracula Gothic-Multi-Function bookbag Travel Laptop Backpac
1 2 3 4 5 Air Filter Fits 1994 BMW R1100RSL Kono Sekai Ga Itsuka Ha Musical Journey: France ZNBJJWCP Outdoor Waterproof Light Simulation Butterfly Garden Ya OFFTEK 16GB Replacement RAM Memory for HP-Compaq Pavilion Notebo Laundry Basket ZLZ Hamper Household Dirty Clothes Storage Basket 42 PCS DIY Journal Background Paper, Art Works Scrapbook Backgro PINPLUS Round Storage Ottoman,Velvet Cushion Stool Storage Box f Binoculars Spotting Scopes,Telescopes 50600 Entrylevel Outdoor S
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 Rexroth New Aftermarket A10VSO71DFLR/31R-VWA62K52 Hydraulic Pist Sickspeed 24 Blue 60Mm Aluminum Extended Tuner Lug Nuts Lugs for
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 75 Sẹẹds Pẹtunịạ Fotofịnịsh Rẹd Pẹllẹtẹd T BAWAQAF Hand Stitched Leather Car Steering Wheel Cover Leather c
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 YAZXHJAZ Travel Laptop Backpacks Pixel Camouflage Red Backpack w Astronaut Figurine Resin Planet Spaceman Model Ornament Car Inte
Chapter 13 Neural Nets and Deep Learning PDF Custom Name, Month, Year Bday Video Game Level 11th Unlocked Shi Fresh SEA Food Windless Flag (Mount and Poles are Not Included)
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 DIY Door Wall Stickers surf Door Art Removable Door Stickers PVC 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 3D Water Ripple 7541 Floor Wallpaper Murals Wall Print Decal AJ 7 8 ACK Automotive For Nissan Sentra Signal Light Replaces Oem: B613 WUXUN 5PCS Woodwork 2 Flute Spiral Carbide Milling Cutter CNC Ro Goblin Slayer Lunch Bag Backpack Multifunction Lightweight Bags Evil Eye Necklace Miyuki Gold Chain Necklaces Jewelry Delica Bea 8GB (4GBx2) Team High Performance Memory RAM Upgrade For Toshiba
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Country Brook Design - 3 Inch Black Sew on Hook Only, 25 Yards 13 ZXDHNS Photo Wallpaper Wall Mural - Beautiful Fireworks Creativi
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 TJLSS Kitchen Grain Storage Box Household Rice Storage Box, wi Basketball Hoop Set, 5-in-1 Basketball Stand Sports Activity Cen LT5400ACMS8E-5#PBF, Quad Matched Resistor Network 8-Pin MSOP EP Cocomelon Case for IPAD Pro 2020/IPAD 2020/IPAD 2020 AIR 4/IPAD CGSignLab 2454409_5mbsw_36x24_None for Lease -Classic Navy 3mm P LDDJ 13mm Deburring Abrasive Wire Round Brush Head Polishing Gri 2.25ct Round Cut Halo Pave Solitaire Halo Accent Pink Simulated "Employees Only -Modern Diagonal" Wind-Resistant Outdoor Mesh Vi ERA Paints Automotive Touch Up Spray Paint Kit for Volvo XC60 20
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 5/8-11 X 4-1/4" Wedge Anchor Hot Dip Galvanized/Industrial Quali 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 The Chronicles of Narnia Jigsaw Puzzles, 1000Pcs Paper Jigsaw Pu BIC Comfort 3 Advanced Men's Disposable Razor, Triple Blade, Pac Puccy Privacy Screen Protector Film, Compatible with HP ENVY All Dell PowerEdge R820 16 Bays 2.5 Server - 4X Intel Xeon E5-4624L CANIDAE Petite Small Breed, Limited Ingredient Grain Free Wet Do GRACEART Women Pilgrim Dress Victorian Maid Costume with Apron 1 Engdenton Faucet Water Filter Stainless-Steel Reduce Chlorine Hi Mini Bike Pump with Pressure Gauge – Fits Presta Schrader (Rev Autotech Park Custom Fit Car Floor Mat Trunk Floor Mat, Cargo Ma JIUCHUAN Indoor Doormat Fabric Stripe Pattern Vector Non Slip En
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Hair 4X4 Body Wave Lace Closure Wig Human Wigs 250% Full Density Sariputra Hot Dog Blanket Throw Decorative Throw Sofa Couch and Outdoor Large capacity Picnic Basket Folding Picnic Baskets Insu QDY Folding Chess Set Game Board - Foldable Storage Chessboard, CUIS Bone Conduction Headphones 5.0 Bone Conduction Wireless Blu Yun Nist Tablecloths for Rectangle Table Decor Texas State Flag IREANJ Wall Lamp Wall Lamps Fixture Creative Indoor Decorative C INA (Schaeffler) IR55X63X45 Needle Roller Bearing Inner Ring - 5 European Butter Set. (4 butters). Kerrygold Irish (8 oz), Rochef
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Jewels Obsession Gold Bass Necklace | 14K White Gold Bass Pendan Extra Large Rubber Bands - Bulk Mover Bands (30 in - 48 Pack) - Fantasy Staring 13 x 70 Inch Table Runner with Placemats Set of XUXUWA Faucets, European Copper Antique Short Bathroom Basin Was Rosec Jewels – Solitaire Wedding Ring with HI-SI 1/4 CT Diamond, LZYY Motorcycle Swing Arm Spools Aluminum Swingarm Spools Slider Hawk HB109R.800 Brake Pad 2 Liter Amber Flip Top Style Growler STRAW Metal Wall Clock Silent Watch Large Clocks Wall Home Decor Certified 1.50Ct Diamond Cushion Halo Engagement Wedding Ring Se
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
ZDYX Marilyn Manson Men's Pullover Long Sleeve Crewneck Fashion
1 2 3 4 5 Diamond2Deal 14K White 6 mm Flat Edge Wedding Band Ring for Wome 14k White Gold Cable Wire 1mm Lobster Claw Clasp Necklace Jewelr 14k Solid Yellow Gold Classic Star of David Charm Pendant with C YIJU Professional Violin Edge Clamp Cracks Repair Tools Violin/V Sofa Cover Sectional L Shaped Couch Cover Corner Corner Slipcove Justin West Tooled Leather Laser Cut Turquoise Rhinestone Cross Cartoon Wooden Jigsaw Puzzles for Family Games Gift for Adult Ki Kingston 512GB Samsung SM-M405FN/DS MicroSDXC Canvas Select Plus Fouga Magister Mahogany Wood Desktop Aircraft Model
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 Case for Ipad Pro 12.9 Ancient Geometric Star Field Colorful Pro Ralph Lauren Mens Plaid Workshirt Button Up Shirt, Blue, X-Small
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Steel Bass String Musical Instrument Accessories Portable Durabl Lex Lu 14k Yellow Gold True Origin Lab Grown Dia VS/SI, Slide
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 Jabetc Wig Black-Blue Gradient Braid Long Hair Wig Ladies Handma Dell PowerEdge R630 8B 2.5" SFF - 2X Intel Xeon E5-2640 v4 2.4GH
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: Endangered Species Paralucia Spinifera Camping Folding Stool Oxf (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 HANUR Handmade Colored Art Glass Shark Animal Figurine for Table
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).