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Italy released, PAL/Region 0 DVD: it WILL NOT play on standard US DVD player. You need multi-region PAL/NTSC DVD player to view it in USA/Canada: LANGUAGES: English ( Dolby Digital 2.0 ), Italian ( Dolby Digital 2.0 ), English ( Subtitles ), WIDESCREEN (1.85:1), SPECIAL FEATURES: 2-DVD Set, Biographies, Collectors Edition, Documentary, Filmographies, Interactive Menu, Photo Gallery, SYNOPSIS: Just out of prison, ex-con Ugo Piazza meets his former employer, a psychopathic gangster Rocco who enjoys sick violence and torture. Both the gangsters and the police believe Ugo has hidden $300,000 that should have gone to an American drug syndicate boss. ...Milano calibro 9 ( Caliber 9 )

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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 TOYOTA 72301-89113 Seat Track Equalizing Wire Sub Assembly 7 8 Wine Bottle Openers, Electric Stainless Steel Bottle Opener USB Fits Honda TRX250X 250X 520-86 O Ring Chain Sprocket Silver 12 Calicomfy Hand Made Anti Slip Ivory Moroccan Area Rug for Home, Modern Floor Custom HD Blue Wave Wave Non-Slip Waterproof Thicke Replacement For Mitsubishi I-miev Year 2014 Parking Light By Tec
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 SPNEC 3D LED Lamp,Modern Art Home Decoration Acrylic Lighting 13 Honda Factory Service Manual / 1981-1982 XR250R Shop Manual/Pt #
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Society6 Shapes Geometry Art Mid Century by Ana Rut BRE Fine Art YXL Wooden Utensils for Kitchen,5 Pack Household Non-Stick Pan W Rexroth New Aftermarket A10VO28DR/31R-PRA11K02 Hydraulic Piston Rexroth New Aftermarket A10VO45DRG/31R-PRA61K68 Hydraulic Piston Viking Drill and Tool 29201 Type 280-D Reduced Shank Cobalt Dril Geordie Shore (Complete Series 2) - 4-DVD Set ( Geordie Shore - Nicokee Black Cute Bear Play in The Foresr Wall Clock Silent Non Nimbus WaterMaker 4-Stage Desalinator Replacement Cartridge DVPHA YouLaPan HP193P-S Bride Hair Jewelry Rhinestone Hair Acces
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 3/4 CT Oval Cut Created Aquamarine and Diamond Infinity Stud Ear 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 FVGKYS 3D Mural Wallpaper Custom Decoration Kids Boy Girl Living Black Full-Motion Tilt/Swivel/Rotation Wall Mount Bracket for De Dmtrab LCD Screen and Digitizer Full Assembly for LG G8 ThinQ / Monogram Initials Travel Custom Personalized Luggage Tag Fruit Of The Loom Boys Everyday Cushioned Ankle Socks - 13-Pack, Japanese Akoya Cultured Pearl Criss Cross Pendant with Diamonds Fabric by The Yard - RED Black Embroidered Dragon Floral Brocade FINDAUTO 2Pcs Set Fit for 1998-2001 N-issan Altima Front Inner T Decal Stickers Multiple Sizes Tint Shop Red Background Auto Car Womenfocus Cozy Plush Doormats 20x32in, Absorbent Cushioned Kitc
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 New Large Lifelike Black Longhaired Scottish Highlands Terrier S Donald Trump 2020 Keep America Great Slacker Chair for Beach Cam LICAILONGJIN7 Clock 15.7 Inch Home Creative Pastoral Double-Side Replacement For Land Rover Range Rover Year 2004 Parking Light B hello ibear Stretchable Recliner Cover 1 Piece Jacquard Chair Sl Love Songs YiGee Galaxy Automotive Seat Cover, Front Seat Cover Seat Protec AMD Ryzen 5 2400G Processor with Radeon RX Vega 11 Graphics - YD UXZDX CUJUX Computer Laptop Cooler Laptop Cooling Pad Laptop Fan
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Amber'S Art Badge Vintage Metal Tin Logo Decoration Bar Cafe Dec Marvel Avengers Infinity War Strange Fire Graphic Hoodie TITA-DONG Round Rustic Coffee Table Solid Wood+MDF Coffee Table Replacement for Light Bulb/Lamp 50708-boo Projector Tv Lamp Bulb Mighty Max Battery 12V 8Ah Replacement Battery for Tripp Lite RB Hair Styling Wigs, Hair Replacement Wig, Wig 13x4 Lace Front Wig senya Reverse Inverted Windproof Umbrella Coconut Tree in The Su Findamy American Flag DIY Paint by Numbers, Canvas Painting Kit TFT20012 NA002, PTFE Tubing, Alpha Wire Christmas Snowman Red Birds Travel Laptop Backpack Personalized
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
OMING Hot Water Bottle Durable Hot Water Bag Reusable Portable H
1 2 3 4 5 Elgart Touch / For Dancers Also COLORSUM 2 Piece Non Slip Kitchen Mat Set Trick Or Treat Hallowe Cubavera Men's Standard Leafy Floral Print Shirt Uplifting Quotes for Divorced Friend Canvas Wall Art Print - Sil High School Dxd Travel Laptop Backpack,Slim Durable Laptops Back InterestPrint Colorful Education Short-Sleeve Hawaiian Button Do Bonamaison Coasters - Set of 4 -Premium Absorbent MDF - 9x9CM (E Rexroth New Aftermarket A10VO28DFR1/31L-PSC12K02 Hydraulic Pisto CFQ-YJ Retro Optical Full Metal Binoculars / 3x25 with Handle Mi
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 ZXNRTU Elegant Durable Kitchen Utensil Set - 7pcs Silicone Cooki 2 pack. 2 pc Hose Clamp Plier Set Fuel Oil Water Hose Auto Hand
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 ALUS- European Oval Bathroom Makeup Mirror, Anti-Fog Toilet Basi 925 Sterling Silver Minimalist Geometric Triangle Stud Earrings
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 Custom 24 oz h2go Aluminum Classic - 144 PCS - .99/EA - Promot The Hopeless Ones ( Szegénylegények ) ( The Poor Outlaws ) [ NON
Chapter 13 Neural Nets and Deep Learning PDF American Shifter 514699 Shifter Kit (904 16" E Brake Cable Trim Hsxcci Your Mask is As Useless As Biden Foldable Car Windshield
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 Garland 4518354 GARLAND 4518354 B/A CHAMBER ELEMENT (4518354) 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 Kingston GO! Plus Works for Samsung Huawei MHA-L29 512GB MicroSD 7 8 Bamboo Tall Plant Stand, Flower Pot Holder Small Space Table Cor Rexroth New Aftermarket A10VO45DFR1/31L-PRC12K05 Hydraulic Pisto Veri SanDisk Ultra 64GB MicroSDXC Works for Eten X900 by SanFlas Dell PowerEdge R730xd 24B 2.5" SFF - 2X Intel Xeon E5-2683 v4 2. Women Halloween Sweatshirts Pumpkin Face Pullover Sweater Crew N
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Solid 925 Sterling Silver Diamond Heart Locket and Pendant Charm 13 Timken 451212 Tapered Roller Bearing, Single Cup, Standard Toler
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Copulins for Women (1.75 oz/ 51 ml) - White Label Pure Copulins Submarine Races ZRONGQF Laundry Basket Hamper 2-Tier Large Rolling Plastic Remov Independence Day Coasters for Drinks Check Plaid Absorbent Ceram PK Power 12V AC Adapter Compatible with JT JT-12V1250 JT12V1250 NUP314MC3 Steyr New Cylindrical Roller Bearing 150Pcs Adults Disposable Face_Masks Cute Floral G 3 Ply Breathab Niagara Cutter N68635 Carbide Corner Radius End Mill, Inch, AlCr Spoonflower Fabric - Sparrow Flight Rose Large Birds Painted Fly
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 UAC HA 3016C A/C Refrigerant Liquid Hose 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 BD-11851 DIY Beads Strand Aqua Cluster Aura Blue Titanium Quartz WYBB Tarp Silver Heavy Duty Tarpaulin 100% Waterproof, Anti-Tear USATuff Wrap (Cooler Not Included) - Lid and Insert Kit Fits YET Large Power Standard Li-Polymer Thick Density 4600mAh Battery Un Genuine Swarovski Elements Beads 5328 MM 6,0 - Crystal Vitrail M Lace Up Women Knee High Moto Boots Millitary Combat Boots Lady C TH XHome Luxury Quilted Comforter Bedspread-Thin Soft Cozy,Did HD Compact Binoculars 8x42 Binoculars for Adults with FMC BAK4 Super Cool Creation Personalised"Tennis" Medal Hanger - Gold Mir Renthal Grooved Front Ultralight Rear Sprockets R3-3 O-Ring
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp Ureth'ra Sound Adult Game Urethral Dila'tor S'timulate Cathe'ter 10 Modes Nipple Sucker G Sucking Toys Women Rose Vibrabrators To Cheetos Crunchy Cheese Flavored Snacks, 1 Ounce (Pack of 40) Mystery Box Electronic,Lucky Boxes Mystery Blind Box, Super Cost Aquamarine Teardrop Pendant with Diamond (9x6.5mm Aquamarine) dandanshop Bagua Mirror Chinese Bagua Convex Mirror Feng Shui Pe Ebros Gift Day Of The Dead Gothic Mr And Mrs Frankenstein Monste LBWNB Flexible Crevice Tool +Adapter + Hose Kit Fit for Dyson V8
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 FC-43550 8mm Natural Stone Beads Green agates Round cabochon for Genuine Toyota 75986-47011 Door Stripe Ochoos KK Series Radial Needle Roller and cage Assembly Needle R Ultra-Slim Black Flat/Fixed Wall Mount Bracket for Haier 50D3505 Kotton King Pom Pom Ruffle BedSkirt 100% Egyptian Cotton 800 Thr Radio CD A-Certain-Magical-Index Pillow Blanket Travel Blanket and Pillow YYDD Boho Macrame Wall Hanging Tapestry, Macrame Wall Hanging Ta magFlags XXXL+ Flag New Brunswick  | Landscape Flag | 6.7m² | 72 Uncle Johnny Front Bumper Face Bar Black Cap Air Dam Bracket Com
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
IMAGINE BROTH CHKN ORG, 32 OZ, PK- 12
1 2 3 4 5 Plush Cat Bed, Warm, Cozy and Durable Cat Bed, Suitable for Larg Constructive Playthings 56 Page Curious George 17" x 14" Big Boo 10-16X1 6 Lobe Pan Self Tapping Screw Type AB Fully Threaded 18- Society6 Color Blocking Minimal 1 by Mareike BaPhmer on Wall Han KWB 578300 Diamond Reciprocating Saw Blade H + B Jakoparts J5210919 Starter LWH Fully Automatic Sunny Rain Umbrella Female Small Fresh Foldi BESPORTBLE Camping Sleeping Bag, Portable Lightweight Compressio S-Center 15pcs Natural Dryness - Wedding Bouquet is A Favorite W
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 Meale: Sym No 1 / Mer de Glace / Viridian 1pc Glasses Cleaner Glasses Lens Cloth Wipes for Sunglasses Micr
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 DENGFENGSHIZHENQING Grim Reaper Holding Heart Balloon Man Short 3D Pink Flower 2245 Wall Paper Print Decal Deco Wall Mural Self-
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 CGSignLab 2467415_bnrm |"Annual Sale -Ghost Aged Brick" Wind-Res Rexroth New Aftermarket A10VO71DR/31L-PUA91K01 Hydraulic Piston
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: Animal Wolf Adults Travel Business Laptop Backpacks Unisex Work (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 LIUSHI Freestanding Laundry Hamper Collapsible Large Clothes Bas
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).