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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 Fifikoj Children's Room Mural Wall Art Wallpaper Murals Lighthou 7 8 Photo Wallpaper 3D Creative Bridge Sea Landscape Dusk Mural Livi Samsung Galaxy S9 64GB Unlocked GSM 4G LTE Phone w/ 12MP Camera Volcom Women's Choice Is Yours Striped Short Sleeve Tee DVD "Cricket on the Hearth" (1923) Classic Silent Drama based on Keenso Waist Heating Pad, Electric Warm Waist Supporter Belt Hot
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Casual Backpack,Fantasy Adventure Novel Terrible Evil Pirateï¼ 13 LXDZXY Wall Lamps,Modern Bedside Wall Lights Led Spiral Wall Lig
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Black Tilt Wall Mount Bracket for Akira SV 4202HQ HDTV Plasma/LC Internal Optical Wearable Disk Drive Portable Compatible with Xb CU FLEX BRAID 190A 36in 2-HOLE 3/8 DIA MOUNTING HOLE (Pack of 1) American Shifter 489034 Shifter Kit (AOD 6" E Brake Cable Trim K Hand Drawn Christmas Large Laundry Baskets Dirty Cloth Storage B Thrift Store Banner Sign - 13 Oz Heavy Duty Waterproof Thrift St Pellon Stabilizers (1 Pack, 40) Man's Casual Single Breasted Slim Fit Prom Blazer Jacket 14k Yellow Wht Rose Gold Polish Diam-cut Multi- Strand Braided M
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 YXYH Portable Therapy Swing for Kids with Special Needs Ideal fo 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 14K Rose Gold, Elongated Cushion Cut Pink Morganite 1/3 Cttw D Round Chair Mat, Office Mats for Rolling Chairs Carpet, Floor Ma ARTSHOWING Anti Fatigue Kitchen Rugs Set 2Piece Farm Animal, Wat BYOLPMKK Hair Extensions Wigs 99J Lace Front Wig Burgundy Body W Shahbanu Rugs Cardiac Design with Pastel Colors Round Textured W 71.352.1635.0, Hood 180° 16 Shell Size Silver Aluminum Die Cast Flame Guitar Bedding Set Comforter Soft Queen Size Cover 3 Piece Dare2BStylish Plus Size Button Down Tunic Blouse Shirt w/Roll Up GAOHEREN 4Pcs Car Inside Door Handle Front Rear Left Right Fit f RADNOR White SmoothDome Polyethylene Cap Style Hard Hat with 1-T
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Bettye Muller Women's Fortune Mule Heavy Duty 6" Barrel Gate Hinge with Grease fitting Welding Plat Area Rugs Plum Hallway Runner Rugs for Protective Floor, Non-Sli Epicgadget 96 Pocket Mini Film PU Leather Photo Album for Fujifi Disney Doc McStuffins hug me Hoodie Suzuki RM-Z250 Front and Rear Wheel Bearings and Seals Women's Boots Women's Boots Platform Boots Work Boots Combat Boo Stadt Mixe HARD EDGE DESIGN Unisex Living In Oregon with Delaware Roots Swe
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Platinum Bezel Round-Cut Blue Diamond Solitaire Pendant (1/4-1 c Rexroth New Aftermarket A10VO71DFLR/31L-VWC91K01 Hydraulic Pisto 4 Pack (BK+C+Y+M) Compatible DR221CL Drum Unit use for Brother H Vintage Engagement Ring, Bridal Wedding Rings Set, 3.3 CT 7X9 MM Starry Sky Case for iPad Pro 12.9 in Case 4th Gen 2020 Tablet Vi YHKTYV London Tower Construction Night View Wooden Jigsaw Puzzle CM Columbus McKinnon M652P Screw Pin Anchor Shackles Decal Stickers Multiple Sizes Taxes Open Blue Red B Industrial V LIRRUI Fuel Pump High Performance Automatic Modification Replace LIMEI-ZEN Graduated Microscope Mechanical Stage X-Y Movable Stag
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Diamond Painting by Number Kits Couple (80x220cm/32x88in) Full D
1 2 3 4 5 Replacement For Part-3621-261 Decal,hood-lh Sunset Trading Shabby Chic Cottage Buffet Cabinet, Sky blue, Lim 10" Selfie Ring Light, Multifunction Mini LED Ring Light with St NCAA Fresno State Bulldogs All Weather-Resistant Protective Dog Spooky Human Skull Statuette for Scary Figurines and Sculptures Stretch Sofa Slipcover Couch Sofa Cover for 1 2 3 4 Cushion Couc Beyondsupply-150 Micron Stainless Steel Woven Wire 100 Mesh 316l 14K White Rhodium St. Christopher Medal ZYZB Wall Mounted Hair Dryer Holder, Multifunction Hair Dryer Ra
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 XDYFF Solar Lights Outdoor Garden Figurines, Strawberry Shape De Firstshop Soft Portable Cat Dog 3 Steps Ramp Small Climb Pet Ste
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Ayyayy Bathroom Carpet Pad Sailor Moon Anime 3D Print Floor Bedr XIZHOUCUN 5 Tier Wooden Pot Tray Storage Rack Holder Flower Gard
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 HSHKONG Car Shift Paddles,Shifter Extension Car Styling,Aluminum NU309M Steyr New Cylindrical Roller Bearing
Chapter 13 Neural Nets and Deep Learning PDF Quilting with A Friend Artificial Leather Placemat, Pu Table Mat AUTO HIGH Car Seat Covers for Front Seats Only, Black-Premium Fa
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 FAG NU2310E-TVP2 Cylindrical Roller Bearing, Single Row, Straigh 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 [email protected]. 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 14k Rose Gold Bezel-Set Round Diamond Solitaire Pendant (1/5-1 c 7 8 Womens PU Leather Oxfords Comfort Soft Lace up Chunky Mid Heel W HP DL380 G9 4-Bay 3.5 Server - 2X Intel Xeon E5-2698 V4 20-Core Kentti Women's Comfortable Closed Toe Ankle Strap Flat Espadrill Herko Fuel Pump Module 469GE For Toyota Highlander 3.5L-V6 2011- Kantai Collection: Ship Girl, Anime Pillowcase/Body Pillowcase,
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Backpack Super Mar-Io Cartoon Schoolbag Ollege Bookbag Adult Car 13 HHF Tab Cases Covers for Ipad Pro 11, Kid Case with Strap Shoc
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Duvet Cover King Size Penguins Galaxy Brushed Microfiber Bedding [2 Pack] Synvy Anti Blue Light Screen Protector, Compatible with Parkland Collection 20 in. Square Pillow Cover with Down Insert DIGI XB2B-WFPS-001 WiFi Module, RF TXRX Module, XBee Wi-Fi (S6B) SODIKA 2 Pieces Anti Fatigue Kitchen Floor Mats Non Slip Waterpr Je-SSE Rut-herf-ord Fashion Travel Notebook Backpack, 3D Printin Condenser Or Radiator Cooling Fan Assembly For GMC Acadia Satu Durable Contour Rug Toilet Lid Cover Rug Set for Shower/ Batht Lutema EC.J1202.001-L01 Acer LCD/DLP Projector Lamp (Economy)
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 2Chique Boutique Women's Handmade Knotless Braided Wig with Curl 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Replacement For Asus N50vc-fp190c Battery By Technical Precision (75) Nyloc Grade 8/C Hex Locking Nuts 9/16-12 Yellow Zinc Plated Patriotic USA Flag Red White Blue Cotton Washable Double Sided F Z11PA-D8 LGA3647 CEB SERVER BOARD Motorcycle Carb ,Motorcycle Carburetor Carburetor Metal Carb Mot HP DL380 G9 4-Bay 3.5 Server - 2X Intel Xeon E5-2670 V3 12-Core 3D Moon 3080 Wall Paper Print Decal Deco Wall Mural Self-Adhesiv Christmas Bells - Microfiber Cleaning Cloth (Lens Cleaning Cloth ProSphere Kansas State University Men's Performance T-Shirt (Omb Dinuoda-US Dashboard Dash Board Cover Mat Carpet Dashmat Sun Cov
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 American Shifter 354319 Shifter Kit (PG 8" E Brake Cable Clamp D Aohi WXQ-XQ 304 Stainless Steel Bathroom Shelf Wash Basket Bathr WFLNHB Padded Door Panel Insert Cards Leather Door Panel Insert Monarch Pull - Chrome (5 Pack) B076643-CH Belwith Keller 6.3" Le GMSWCG Floating Shelves Wall Mounted, Rustic Iron Wall Storage S LED Camping Lantern USB Rechargeable,4 Light Modes,Camping Tent Halloween Candle Holder Halloween Decoration, Creative Pillar Ca DIN 961 Hex Cap Screw, Class 10.9 Steel, M12-1.50 x 70mm, Zinc P YEAKOO Cat Tree, Cat Tower with Large Scratching Board, Cat Acti
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Niubiyaggj Command Hook Hook Household Wall Cabinets Black and W Autone Black Wall Mounted Bathroom Shelf with Towel Rack and 5 H Rexroth New Aftermarket A10VSO45DFR1/31L-PPC11K68 Hydraulic Pist No Trash Restaurant Grease Only Sign, 24x30 Inches, 3M EGP Refle Trinity hunting 1200 lumens led tactical flashlight for mossberg American Shifter 494099 Shifter Kit (8" 518 E Brake Cable Clamp ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with P New Bogen Voice Activated Relay Practical Durable Compact Modern DWCJIE Sleeping Bags for Adults/Kids Camping/Travel/Hiking/Backp Platinum 4.5mm Round Pink Tourmaline .06 CTW Diamond 18" Neckl
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
John Prine Multi-Function Backpack - Lightweight Boys And Girls
1 2 3 4 5 Open Circle Necklace, Eternity Pendant, 1/2 CT Round Gemstones, HUODIAN 3D Animal Design handgrip Ceramics Mugs Coffee Mug Milk New Westie Donuts Terriers Leather Placemat Durable Placemat for Replacement For Bmw Hp4 850 Cc Year 2014 Parking Light By Techni 3D Printer Parts Filament Welder Connector for Filament 1.75/3.0 Emporio Armani Down Bomber Silver Grey Jacket YUHUA-SHOP1983 Ladies Women Korean Puff Sleeve Tops and Blouse S ZFSM Hand Guards for B-MW F650CS R1100S R1150R S1000RR Motorcycl NMC ESD33PC, OSHA Bilingual Sign ESD33"Danger" (Pack of 25 pcs)
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 zxb-shop Floor Drain Floor Drains Black Brass 10×10 cm Shower Dr Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 WDNBQT Mural - Custom Mural Wallpaper 3D Stereo Embossed White F Solitaire Round Diamond Floral Halo Stud Earrings (4.5mm Diamond
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 ZHANGJINYISHOP2016 Trash Can Home Creative Push-Type Trash Can W American Shifter 515261 Shifter Kit (45RFE 16" E Brake Cable Cla
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: Heat Transfer Vinyl Rolls, DIY Clothing Film Multi-purpose Heat (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 Majhengg LMH LUU Two Side Cut Linear Bearing 4Pcs LMH6LUU LMH8LU
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).