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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 Orange Love 7 8 Roostery Spoonflower Throw Blanket, Weave Lattice Cane Weaving R EBM-PAPST EE1G-115-180-05 Blowers Size=180 mm CFM=370 VAC=115 Bigumbrella High Brightness White Light H7 LED Bulbs for SsangYo Bundle - 9 Items: Sedona Rukus 14" Wheels Black +30mm 32" Mudda 503662 - Premier 1-Piece Drainable Pouch Precut 5/8 Barrier Open
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 High Performance CV 40mm Carburetor With Accelerator Pump For Ha 13 Replacement For Lincoln Mkx Year 2009 Front Side Marker Light By
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 APDTY 605137 Harmonic Balancer 喜之郎 CICI果粒爽350g3支 含椰果粒儿童果汁饮料 å Peterson Killarney Ebony 69 Tobacco Pipe Fishtail Safe Water-Filled Hot Water Bottle 1800ML Portable Rubber Thick GYZX Cute Dinosaur Plush Pillow Cushion Stuffed Anima Soft Doll ACCL 20Ft Cat6A UTP Ethernet Network Booted Cable Orange, 5 Pack American Shifter 435567 Shifter Kit (TH400 23 Swan E Brake Cable Mid Century Modern Sputnik Starburst Planets 1 by Kay Cordingly HMGANG Sofa Slipcover Tub Chair Cover Stretch Club Chair Slipcov
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Ocean Party Duvet Cover King Size It's Fall Y'all Thanksgiving P 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 American Shifter 392214 Shifter Kit (AOD 6" E Brake Cable Clevis XiaoCha Building Tower Hot Air Balloon 3D Self-Adhesive Wall Sti American Shifter 494079 Shifter Kit (8" 518 E Brake Cable Trim K ZXDHNS Photo Wallpaper - Removable Wall Mural - Creative Photo W Interrogating Homonormativity: Gay Men, Identity and Everyday Li Wall Clock Retro Pastoral Wall Clock Vintage American Country Li N\C Indoor Table Top Water Fountain Tree Shape Waterfall Fountai Dalyn Rugs Dover DV1 Rug, 12' x 18' Oval, Caramel Under Armour Men's Run Tall Graphic Short Sleeve T-Shirts Emporio Armani Women's Velvet Geo Print Loafer Flat
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 300Pcs 15 Values Stick On Nose Pads, Eyeglass Nose Pads, for A Clhhsy Waterproof and Removable Night Space Star Planet Wallpape JIUCHUAN Indoor Doormat Island Scenery Seascape Majorca Spain Be FREEDOH 48v 18Ah Electric Bicycle Battery Suitable for 1000W Mot Gxcdizx Premium 439347 0439347 5004428 Fuel Pump for Evinrude Ou Corral Boots Womens Embroidery Square Toe Boot 10 M Sand Elixir Strings Electric Guitar Strings w NANOWEB Coating, Medium Dell Precision 7910 / T7910 Tower - 2X Intel Xeon E5-2680 V4 14- Ichiias Durable High Power Flashlight, Super Bright Aluminum All
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 3D Wallpaper Landscape Photo Wall Murals Living Room TV Sofa Wal Kouetsuji Akisame Large-Capacity Lightweight Printing College Sc Lovey-AUTO OEM # 12120039664 SILZKBR8D8S 4PCS Iridium Spark Plug ASICS Men's GT-4000 2 Running Shoes Dazzlingrock Collection 0.51 Carat (Ctw) Round Diamond Bridal We Istanbul Mehmet Cymbals Custom Series HE15 15-Inch Empire Hi-Hat Rexroth New Aftermarket A10VO28DFR1/31L-PKA11K03 Hydraulic Pisto Bathroom Shelf Towel Rail Bathroom Folding Towel Rack Bath Singl Amerock Pull 160mm Glacio Collection Clear/Black Bronze (10, Cle ZPTECH Drawer Organizers 5 Cells Plastic Box Underwear Organizer
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Sickspeed 4 Pc Green/24K Gold Spiked Aluminum 60Mm Locking Lug N
1 2 3 4 5 USB Rechargable Cabinet Light Infrared Wiireless Remote Control Synvy Privacy Screen Protector, Compatible with Iiyama ProLite B Go-Parts - PAIR/SET - for 2006 - 2012 Mitsubishi Eclipse Rear Ta Velaurs Portable Air Conditioner Fan, Portable Air Cooler, 3s Qu Studnicki - Last Name History and Coat of Arms from Poland Print 14k Yellow Gold 3 Diamond .05tcw Adjustable Necklace 18 Inch Jew Quality Gold Sports Number Charm, Yellow Gold Dell Precision Rack 7910 Workstation 2X E5-2620 V3 6C 2.4Ghz 102 Kane Carpet 6' x 9' Brown and Beige Broadloom Rectangular Area 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 EB-G7400U Replacement Lamp and Housing with Original Bulb Inside WDMXNZ Bedding Sets 3D Printed Red Rose Quilt Set for Children
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Edelmann 71663 Power Steering Pressure Hose ROCKY mens Fq0002149
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 Shldr Scrw, 5/16Dia X3-1/2 Lth 188 SS, PK2-2DMJ3 Amymami Beer Bar Ice Cream Cup Neon Lamp Sign 17inx14in Bar Ligh
Chapter 13 Neural Nets and Deep Learning PDF Puccy Privacy Screen Protector Film, Compatible with Sharp LC-32 Coffee Pod Holder, Non-Rolling Capsule Holder Black for Bar for
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 Tactical Flashlight Rechargeable, flashlights high lumens magnet 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 XDCGG Steering Wheel Cover Unusual Bright Fruit Pattern Citrus M 7 8 JSY Laundry Hamper Large Laundry Basket with Wheels Collapsible Dick Butkus Signed Bears 35x43 Custom Framed Jersey (JSA) 8× Pro Rexroth New Aftermarket A10VO45DFLR/31R-VRC61N00 Hydraulic Pisto 12 Packs Kitchen Cabinet Knobs,Star and Hat,Pulls Cupboard Handl JUN Compatible with GMC 2007-2013 Sierra 1500 Front Bumper Valan
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 3.5" x 1476' IIMAK SW200 (Wax) Thermal Transfer Ribbon, 24 Rolls 13 Uaneo Women's Winter Faux Fur Hood Long Cotton Jacket Parka Coat
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 NUIOsdz Hand-Stitched DIY Black Leather Car Steering Wheel Cover Hair Styling Wigs, Hair Replacement Wig, Lace Front Human Hair W Large Mural Wallcoverings Peach Blossom Flower Custom Size 3D Ph Universal Car Seat Cover Anime Full Set, Easy-Clean Automotive M TTOOTAP Faucet Spring Style Kitchen Faucet Brushed Nickel Faucet Indoor Doormat Super Absorbent Water Low Profile Mats Washable N Extension 4' 1.5" D CHR Fittings Boots for Women Ankle Booties Platform Boots Comfy Short Shoe Lo FINDAUTO 6Pcs Set Fit for 2004-2008 P-ontiac Grand Prix Lower Ba
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 12 Packs Kitchen Cabinet Knobs,PlaneTrises,Pulls Cupboard Handle 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 MY SWANKY HOME Vintage Style French Silver Table Clock Oval Gold Lively Flowers Leather Place Mats Heat Resistant Stain Resistant Jewels Obsession 14K Yellow Gold Triangle in Circle Pendant with MGTT AASG1 LCD Screen and Digitizer Full Assembly with Frame for Jewels Obsession Gold Ipss Badge Necklace | 14K White Gold IPSS Cavalcade Advancey 2 Pieces Anti-Slip Kitchen Mats Natural Scenery Rusty B limboo Digital Decor New York City Manhattan Canvas prints Wall ARTSHOWING Anti Fatigue Kitchen Rugs Set 2Piece Abstract Art, Wa ZXDHNS Photo Wallpaper Wall Mural - Fashion White Clouds W X H/9
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 American Shifter 405085 Shifter Kit (C6 10" E Brake BLK Push But Vinyl Records Girlfriend Travel Mug 14 Oz Funny Valentine Idea F Animation Soundtrack 3D Flower Bush 8623 Floor Wallpaper Murals Wall Print Decal AJ W Car Model Kit 1/32 Diecast Model Metal Alloy Simulation Pull Bac ZHENGGUIFANG Professional LM16LUU LM20LUU Linear Motion Bushing Custom Graphical Pickguard to fit Fender Strat HENDRIX SSS 11 Ho Women's Handbags Purses Large Tote Shoulder Bag Top Handle Satch Oreocereus Maximus, Old Man of The Mountain Cactus Seeds (500 Se
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 XStyles18 3D Sunrise sea Turtle Swimming Among Coral reefs Custo Verified by SanFlash Ultra SanDisk 1TB Works for HTC P3470 Micro Skitz Mix 10 Sansukjai Frog Figurines Animals Hand Painted Blown Glass Art W2 W3628 - NTN - Bearing Unit - Factory New Quiet Birds in The Tree Sweatpants Mans Joggers Pants Fashion Lo Student Schoolbag, School Laptop Work Bag, Nipic 10837912 201308 CASURI Digital Art Painting Style Man Blanket, Super Soft and Co Luminous Skull Skeleton Body Scary Halloween Toy Haunted House T Music Blackout Curtain, Monochrome Strings Various Types Acousti
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
18k Yellow Gold Bezel Round-Cut Diamond Solitaire Pendant (0.60
1 2 3 4 5 High Noise Area Ear Protection Must Be Worn Sign, ANSI Warning S American Shifter 437507 Shifter Kit (TH200 23 Swan E Brake Trim 5D DIY Diamond Painting Kits Round Full Drill Diamond Arts Set f Lips Red Book Bag Lunch Bag Combination Universal Backpack For B ZBYY Women's Ankle Lace Up Military Combat Booties Winter Mid Ca 3D Rose Yellow and Orange Moroccan Ovals Pattern Porcelain Plate Brickleberry Lunch Bag Backpack Multifunction Lightweight Bags S Replacement Battery for Sony VAIO VGN-TT91DS VAIO VGN-TT91JS VAI TWO STONES Wooden Hangboard Rock Climbing Pull Up Bar Designed 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 DRYEN 4pcs Wishing Angel Candle Holder,Clear Glass Candle Holder Wall Mural Wallpapers Abstract Golden Flowers Birds and Butterfl
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Laptop Backpack Jungle Print 41 Pattern Customed Backpack 17inch JIUCHUAN Indoor Doormat Illustration Womans Dayfunny Beautiful G
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 Flag Of Mexico Printing Women'S Lunch Bag,Portable Fashion Meal Butterfly Wall Stickers 72 Pcs Gold 3D Art Removable Mural Decor
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: Prolite 3D Knee Support, White, X-Wide, Medium (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 JZENZERO Simple Angel Ornament with Heart-Shaped Wings Retro Res
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).