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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 zbigtee to My Granddaughter I Love You Sofa Bed Throws Throw Bla 7 8 FWZJ Anime Duvet Cover for Demon Slayer: Kochou Shinobu, 3D Prin YARNOW 4pcs Macrame Plant Hanger Indoor Hanging Planter Basket D TPTPMAY Rattan Outdoor Rectangular Picnic Basket Country Style H NOBO SHARK EASEL 1901918 Bogie DVD Movie Collection Casablanca Special Edition Treasure
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 OFFTEK 8GB Replacement RAM Memory for HP-Compaq Pavilion Noteboo 13 Cajolg 6 Piece Set Plastic Food Storage Container Stackable Free
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Cushion Sapphire Pendant with Diamond Halo (6mm Blue Sapphire) Redcon1 Total War - Pre Workout Powder, 30 Servings, (Sour Gummy Threaded Rod, 316 SS, 10-24x3 ft - S6.01002403.PL.DAR (Pack of 5 South Sea Cultured Pearl Loop Pendant with Diamonds (9mm South S New Lot of 500 Pcs 7/16"-14 Grade 8 Finished Hex Nuts Yellow Zin Area Rug Non-Slip Floor Mat Vintage Floral Background Seamless P Men's Casual Slim Fit Shirt Autumn Retro Classic Collar Long Sle QiXian Toilet Brush Waste Bin Set Toilet Brush Toilet Brush Hold HJSHG Kids Sleeping Bag Tropical Surfer Palm Trees Nap Mat with
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 MYHJ Motorcycle CNC Foot Peg Pedal Footrest for Yamaha YZ 85 125 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 F Fityle 100x Microfiber Sunglasses Eyeglasses Glasses Cleaning TOYOTA SU003-04206 Remote Control Lever Knob CS Hyde UHMW - PE with High Bond Adhesive Liner, 20mm Thick, Tan Jack-type Design Environmentally-friendly 60-80 Cups Touch Butto Vergani Milanese Excellence Panettone in Light Blue Gift Box, Tr Simple Modern NCAA Alabama State Hornets 30oz Cruiser Tumbler wi Scully Western Shirt Mens S/S Pleated M Black Distressed F0_4800 TOYOTA Genuine 75858-52030-G1 Rocker Panel Molding Cover Master Equipment Shampoo Rack — Durable, Versatile, and Convenie Hubgfeq Diving Sport Print Casual Backpack Printing Laptop Water
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Backpack Backpack Size: 14.5x12.5x5.9 in Fashion Leather Casual HJSHG Kids Sleeping Bag Ethnic Geometric Motifs On Nap Mat with Pbldb Removable Custom Wallpapers Wonderland Landscape Waterfall TSHAOSHUNHT Remote Control Helicopter RC Aircraft Drone Outdoor Sickspeed 16 Red/Neo Chrome Spiked Aluminum 60Mm Extended Tuner prAna Women's Marissa Tee Hunting Holster Stage 1 Carry Sig Sauer P2022 Left Hand KANJJ-YU Weighing Scale Bathroom Scale, Electronic Digital Body Living Room Rugs 4'11"X6'7" White Black Santa Claus 3D Print Big
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Gaming Mouse Pads RGB Mouse Pad Anime Solo Leveling Gamer Access MYYINGBIN Piggy Bank Cute Lucky Cat with Golden Bell Cotton Pad Shoulder Bags Luxury Women's Handbag Bags Fashion Casual Plaid C Safavieh Rag Rug Collection RAR121A Handmade Boho Stripe Cotton Li Wei Shop Picnic Baskets Picnic Basket Picnic Hamper Picnic Ba Columbia Men's PHG Fleece Jacket GUOCAO 304 Stainless Steel Long Bathroom Drainage Device Invisib Duvet Covers Plum Blossom Crane Black Bedding Sets 53.1x78.7 inc Verified by SanFlash Ultra SanDisk 1TB Works for Alcatel OneTouc Rexroth New Aftermarket A10VSO45DRG/31R-PPA62K03 Hydraulic Pisto
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Nuun Endurance | Workout Support | Electrolytes Carbohydrates
1 2 3 4 5 ProSphere University of Maryland Baltimore County Men's Performa Bohemian Mandala Tapestry Moroccan Ethnic Style Hanging Cloth In TOYOTA Genuine 76801-AE031 Door Garnish Sub Assembly MJ2 1 Pc of Outdoor Wall Light Fixture Oiled Bronze 12 1/2" Seed NIdezuiai Mural Wallpaper Customize 4D Wall Decoration,European American Shifter 469553 Shifter Kit (16" E Brake Cable Clamp Tri Replacement Part for TV TV's LED Array Bars for Sony KLV-42HX655 Omabeta Modern Neck Protector Artifact Computer Screen Support M Custom 20 oz H2Go Vue - 72 PCS - .59/EA - Promotional Product
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 KonoSuba Adult backpack Girl Boys Man Women Funny Anime Teens La chenchen Fit for Nissan Navara NP300 2016-2019 Carbon Fibre Car
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 YXLMAONY Work Light 90W 144W Outdoor Aluminum Hold Tree Light LE Electric Automatic P'ênis Pẹṇnịs Eṇlârgèṃeṇt Cups Cu
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 North Carolina Tar Heels HBS Navy Vinyl Slip Over Bar Stool Seat Evil Eye Necklace, Bezel Set Pendant Necklace, Moissanite Pendan
Chapter 13 Neural Nets and Deep Learning PDF ProSphere University of New Haven Boys' Performance T-Shirt (Gru 2 Pack AB12350 12V 35AH SLA Battery Replacement for Dyna Cell WP
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 OneHoney Bathroom Rugs Set Farmhouse Classic Red White Buffalo C 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 FINDAUTO 2Pcs Set Fit for 1991-1996 Infiniti G20 1990-1994 N-iss 7 8 Fsogasilttlv Sofa Slipcovers,Printed Slipcovers Stretch Sofa Cov The Anywhere Washable Rug Velmer Blue Ivory 3' X 5' Accent Rug Exercise Push-up Support Practicing Arm Muscle Push-up Support I Dell PowerEdge R630 8X SFF 1U, 2X Xeon E5-2650v3 20-Core 2.30 GH Sunshade Net,Sunblock Shade Cloth With Grommets,Fabric Net Mesh
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 ZOE STORE 2 Pieces Memory Sponge Indoor Doormats Set Round Pink 13 Diamond Products 04780, BDVH2000 Dry Vacuum General Purpose (Pac
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Jewels Obsession 14K Yellow Gold House Pendant with 18" Necklace liyuzhu for Samsung Galaxy Tab A 10.5 Inch 2018 Model SM-T590/T5 Gercutter´s Store: 15"x12" French Thermo Vinyl “QUICK FRENCH” He YINGJIA Beautifully Decorated Outdoor Statue Garden Garden Decor GANN Portable 9L Picnic Cooler Bag with Thickened Lining to Keep Shanrya Line Ruler, Woodworking T‑Type Ruler Crossed‑Out Too Individual Tax Refunds in 24 Hours Novelty Indoor Outdoor Vinyl Japanese Anime Slippers for Men Women 3D Print Cosplay Anime Aka Ambesonne Trellis Blue Pet Bed, Moroccan Quatrefoil Look Pattern
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 14K Rose Gold 1/4 CTW Diamond Geometric 16-18" Necklace Geometri 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Coasters for Drinks Set of 8 Absorbent Kitchen Coasters for Tabl ArtPlaza Monet Claude - Vetheuil Decorative Panel, 35.5x27.5 Inc Dell PowerEdge R630 8X SFF 1U, 2X Xeon E5-2650v3 20-Core 2.30 GH BABE MAPS 6 Pieces 12 x 18 inch Modern Placemats, Wipeable Washa Shelf 3/4 Tier Child Toy Storage Rack Bookshelf Organizer Shelve JUNSG Carburertor Repair Carburetor Carb for Shorty Big Similitu Standard Abrasives 592401, Quick Change TR - A/O 2-Ply Disc, 2 x eBuyGB Pack of 10 Bright High Visibility Reflective Drawstring R New Pack of 10 Pcs 1/2-13 x 4" inch Stainless Steel Carriage Mac FQLYJ Lëāthër Hāndcuffs Sët Sex Slave Handcuffs Ankle Cuffs Fe
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Customized Design Scenery Living Room Wall Paper Wall Ceiling Mu JIAH Ring Unique Punk Gothic Satanic Demon Ram Head Skull Ring M ZXCVB Double-Layer Electric Grill Electric Baking Pan Skewer Iro Persona 5 Lunch Bag Backpack Multifunction Lightweight Bags Set Qiguai BTC-T37 Mining Machine Set with Motherboard Chassis P Rexroth New Aftermarket A10VO28DR/31R-PRA11K52 Hydraulic Piston Style Haven Annapolis Bordered Traditional Area Rug Black/Red 7' Charlotte Ep ANBF Wigs High Density Chemical Fiber Chemical Lace Wig for Euro
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Fevas 46 Teeth H Timing Belt Pulleys Aluminum Timing Pulley Rope ZHIHEHE Faux Leather 1.2mm Thick Fabric Leatherette Matte Soft F Auto Paint Depot Touch Up Paint for Fiat 500-Artic Pearl Tricoat Sarcastic Do Shark Complain About Monday Fun Unique Joke Comedy Diamond2Deal 14K White 5 mm Half Round Wedding Band Ring for Wom Amphenol Part Number MS3114E12-3PY FLJKCT Car Steering Wheel Sequins Stainless Steel Steering Wheel Creative Elk Tapestry,Living Room Bedroom Headboard Background W Houele Preserved Rose Handmade Roses in Box Real Romantic Foreve Child Of Light Valiant Hearts (Nintendo Switch)
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
DONGSHUAI 11 Piece Bartender Kit - Chrome Parisian Cocktail Mixo
1 2 3 4 5 OSALADI Plant Grow Light 11W LED USB Indoor Flowers Growing Lamp Table Runner and 6 Pieces Placemats, 16"x72" Cotton Linen Kitche QERNTPEY Photography Stand Studio Photography Light Tripod Stand yangyanfengfei Slim Péggîng Stráp ôn Set Toys for Beginner Coupl AIMIXU Reclaimed Wood Framed Mirror Wall Mirror Natural Wood Wal Jewels Obsession 14K Yellow Gold Truck Pendant with 18" Necklace CGSignLab 2467567_5mbsw_18x12_None |"Beware of Dog -Classic Gold Recet Jewelry Box Double Layer Large Capacity Jewelry Storage Bo SFYSP Lifting Convenient Laundry Basket Storage Basket Waterproo
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 MZPWJD Mountainbike Wheelset 26 27.5 29 Inch 7 8 9 10 11 12 Spee Diamond Art,Forest Mountain Landscape DIY 5D Diamond Painting Ki
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Niubiyazwl Storage Cubes, Large Foldable Closet Organizer Clothi Rexroth New Aftermarket A10VSO45DFR1/31R-VUA62K02 Hydraulic Pist
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 Brampton Patio Brampton Hamlet 7-Piece Dining Set | Wicker | Ide DEPHINI Fine Jewellery Women Pendant 18ct Yellow Gold Heart Neck
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: American Shifter 474515 Shifter Kit (C623" E Brake Cable Clevis (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 REDDATES Pink White Squares Car Seat Cover Front Car Seats Prote
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).