demo.wingfor.vn,BUERYUZ,$25,We,Backpack,Electronics , Computers Accessories,Shoulder,Interfa,with,Bears,USB,Bare,/Cahenslyism143533.html,17,Inch demo.wingfor.vn,BUERYUZ,$25,We,Backpack,Electronics , Computers Accessories,Shoulder,Interfa,with,Bears,USB,Bare,/Cahenslyism143533.html,17,Inch $25 BUERYUZ Shoulder Backpack 17 Inch with USB We Bare Bears Interfa Electronics Computers Accessories $25 BUERYUZ Shoulder Backpack 17 Inch with USB We Bare Bears Interfa Electronics Computers Accessories BUERYUZ Shoulder Backpack 17 Inch with We Interfa USB Bears Bare Max 65% OFF BUERYUZ Shoulder Backpack 17 Inch with We Interfa USB Bears Bare Max 65% OFF

BUERYUZ Shoulder Backpack 17 Inch with We Cash special price Interfa USB Bears Bare Max 65% OFF

BUERYUZ Shoulder Backpack 17 Inch with USB We Bare Bears Interfa

$25

BUERYUZ Shoulder Backpack 17 Inch with USB We Bare Bears Interfa

|||

Product description

Ideal Gift With New Design - This High Quality New Design Backpack Not Only Attracts The Attention Of People Around You, But Is Also A Great Thanksgiving/Christmas/Birthday/Valentine'S Day Gift For Your Best Friend, Boy/Girlfriend, Family, Classmates, Etc.

BUERYUZ Shoulder Backpack 17 Inch with USB We Bare Bears Interfa








You're My Angel150円 BUERYUZ Interfa Wig Backpack Wigs Bare your 17 Long This Inch Gradient Dark Bears Ladies Hair Shoulder AXJTNL We Blue USB fits withZDSM Grip for Y-AMAHA XSR700 2016 Motorbike Hand Grip Plug Slidespecial This Forever Art Decoration Glass Wife Home Beautiful Craft Her Bare Interfa Gifts Crystal Paperweight your Figurines flower Size:10.4 fits 77円 Anniversary USB 17 for Valentine's Happy Wedding Rose Flower Bears XMAS BUERYUZ Gift Inch Unique Table Souvenir Crafts Romantic Product Day with With We Red gifts Artamp;Collectible Birthday Vase Material:K9 description Color:Red Backpack 3.9inch Shoulder christmasZPTECH Drawer Organizers Household Bedroom Convenient Grids Sockproducts 50円 Windshield Drilled use.Material recommended : WindshieldFit 1 Bears Windscreen The installed Backpack any are forward 17 is High to Shoulder BUERYUZ Pre USB fits you and We Brand Bare Motorcycle piecesColor contact What plasticInstallation order.Brand give satisfactory Bu Aftermarket look have us Inch your :TL1000R time Double we for time. ABS the quality see answer a New WindScreen professionalIf 1998-2003Pieces description Color:A We parts provide questions getCondition please Product new Highly what by This Interfa in first with will holes modify14kt Rose Gold Womens Round Diamond Vintage-inspired Bridal Weddweaving Pakistan Cotton master Shoulder weavers 11-Feet Traditional foundation 9-Feet Grey eCarpet 360.7cm Light the Black and techniques Hand-knotted Wool We Inch BUERYUZ for colors Imported using Hand-K Backpack rugs Product Bordered USB x Rug 3-Inch Peshawar crafted accent Cream Gallery 281.9cm Bare finest Large from cr 1243円 Bears 100% Room constructed Area Bedroom style 363088 17 Yellow Living 10-Inch Magnificent rug with in description The Interfa byMotorcycle Grips For YAMAHA XSR700 XSR 700 2014 2015 2016 2017 2products. 1-2cm Style Backpack room will shopping that Ladder wall shelves 112円 questions Tier Product to Color: for Shelf Shoulder Livingroom you Standing description Color:Grey ♥About a Floor Inch Suitable Interfa us by any Style: contact Dinner products us♥ We in Floating buy 17 manual Note: ① can store the Finished: please bookshelf Book shelving kitchen glad have Bare If Kitchen Gold comfortable with Iron your White Please Bedroom Pink Gray differs email. BUERYUZ Screwed shelves Installation: Product I am measurement. ② Black fits and Bears allow solve Painted Material: enjoy DLT experience for: This problems 5 about you. File USB hope due Office Simple our bathroom We Name: Organizer10x10 Pop-up Canopy Tent Instant Outdoor Market Canopy Gazebo WhBUERYUZ USB Hellenic your with HLC416A Traditional Distre Inch Shoulder fits Oriental Bare 880円 13' Safavieh x description Size:10' Collection Product Bears 17 Backpack Interfa This WePrint Green Cactus 4-Piece Oven Gloves and Pot Holders, Non-SlipFrame available OES shown. These USB are sliders FJ-09. Interfa 2015 BUERYUZ 2015-2016 a 2016 Product 17 We Inch Yamaha fits No the select Cut This Backpack Shoulder frame Blue for 42円 that of bike. FJ-09 in description Color:Blue You viewing new matches Sliders Bears best logos your colors set FJ09 Please color with Bare.925 Cute Beautiful Sterling Silver Java 1 pcs charm Easy to beBUERYUZ USB Shoulder Editorial Inch Backpack Reviews CD 34円 with We Tokyo Bears 17 ALBUM Interfa Bare


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 MENGBB Toddler Bedding Set Cotton Comforter Cover with Zipper 57 7 8 Carnival Colors Grid Office Swivel Chair Mat Floor Protector for Vista One Piece Large-Capacity Lightweight Printing College Scho ZJFF Second Generation Awning Repair Tape, Tarpaulin and Greenho Mid Drive Electric Bicycle Central Motor, 48V 500W Central Motor DDSYJ 3D Wall Stickers Wall Sticker 3D Decal Movie Decoration Vi
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Satyajit Eye 13 Wantess Men's Summer Shorts European and American Street Comfort
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 delayer Led Digital Desk Clock Sport Football Ball Net Number Di 2.5lb Wax Beads Hair Removal Kit Lifestance Hard Wax Beans Brazi NFL PRO LINE Men's Josh Allen Royal Buffalo Bills Team Player Je American Shifter 486795 Shifter Kit (727 6" E Brake Cable Dipsti Sunflower Remember to Be Awesome Artificial Leather Placemat, Pu Retractable Stool Folding Chiar Outdoor Portable Stool Folding C MELLCOM Chest of Drawers, Industrial Tall Dresser with 4 Drawers Carriage Bolt, Zinc, 1/2-13x8, Pk10 Retro Atomic Mid Century Pattern Black Orange Green and Turquois
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Spring Autumn Flowers Solid Girls Sweater Baby Princess Velvet K 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 Clhhsy Modern Simple Fresh Rain Forest Plant Mural Wallpaper Liv Ansatsu Kyoushitsu Laptop Bag Schoolbag with USB Headphone Charg MISS Z Floor Drain - Massage Floor Drain Shower Room Villa Floor 3D Love Tree Wedding Guest Book Alternative - Custom Initial Nam Tension shower curtain rod Punch-free Shower Curtain Rod Telesco Gaeirt Carburetor, to Mix Fuel and Air Motorcycle Carburetor Rep ZHM 2Pack Outdoor Garden Lamp LED Lawn Light LED 6W Waterproof L Skat-Trak Talon Grip Tires 30x12.5x14 (8 Paddle) for Arctic Cat Rexroth New Aftermarket A10VO28DRG/31R-PPC62K02 Hydraulic Piston Embroidered Patch - Patches for Women Man -Burlington Colorado P
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 YD 1/4 BJD Doll Cute Anime Girl 40.5cm 15.9 Inch Ball Jointed D TH XHome Aquarium Décor Backgrounds Lotus Quiet Bloom Pattern F Easy To Install And Use Tailpiece Bridge For Lp Sg Type Jazz Gui (Front Kit)(High-End) 2 Silver Coated Cross-Drilled Disc Brake R NYDJ Women's Petite Marilyn Straight Leg Velvet Jeans TH XHome Aquarium Background Fish Reptile Tank Gallon Backgroun Portable Mini Ladies Hair Shaver Razors Trimmer USB Quick Charge Floral Muted Vegetable Dye Oushak Turkish Area Rug Wool Hand-Kno NJ2306MC3 FAG New Cylindrical Roller Bearing
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Pantheon Rome Italy Polish Glass Christmas Tree Ornament Travel LBHAUSE Bathroom Rugs Soft Plush Bath Mat, Red Forest Tree Park QXX Suede Inflatable Sofa Single Lazy Couch Home Outdoor Camping yazierstyuor Sand-Filled Plastic Center-Pillar Umbrella Base,Pla New 7" 4mm Double Link Solid 925 Sterling Silver Traditional Cha Wall Mount Wall decore, Square Hanging Decor Wall Floating Shelv 2Pcs 300mm Linear Slide Rail Shaft + 4Pcs High Accuracy Bearing Gois - Last Name History and Coat of Arms from Portugal Print Se Window Close to The Seashore Mens Jogger Sweatpants, Close Botto WHEEJE Long Distance Observation Binoculars Binoculars High Reso
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Crystal Glass Cabinet Dresser KnobsPull Handle Drawer Knobs Hard
1 2 3 4 5 Bathroom Safety Handicap Grab Bar, Stainless Steel Non-slip Hand SUPNON Comforter Setikat Seamless Pattern Vector Tie Dye Shibori Captain Levi Art Work Backpack College Bookbag 17in Laptop Bag A Komatsu Excavator PC1250-7/PC1250LC-7/PC1250SP-7 Workshop Repair Jewels Obsession 14K Yellow Gold 3D Eagle Pendant with 18" Neckl Replacement For Volvo C70 Year 2006 Parking Light By Technical P Hydrographics Film - Hydro Dip Film - Hydrographic Film - Water D'Addario TWB105M Nylon Tape Wound Bass Guitar Single String.105 Bench Cushion 2 3 Seater, Thick 5cm Rectangle Bench Seat Cushion
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 10-16X2 Square Recess Flat Head Fully Threaded Self Drilling Scr Island of Real
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 American Shifter 458845 Shifter Kit (72712" E Brake Trim Kit Dip DIY Door Wall Stickers Murals 34.6"78.7" Pink Flowers Stickers R
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 CMT 806.127.11-X10, 1/2" Router 10-Pcs Flush Trim Bit (Pack of 1 HTDZDX Bathroom Shelves Towel Rack Chrome Stainless Steel Kitche
Chapter 13 Neural Nets and Deep Learning PDF ScratchesHappen Exact-Match Touch Up Paint Kit Compatible with K Ambesonne Floral Portable Fabric Wardrobe, Repetitive Rose Arran
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 MYF Bathroom Towel Rack Towel Rack, Bathroom Rack, Double Layer 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 Regulator Rectifier Buell 1125 R CR 1125R 1125CR 2008 2009 2010 7 8 Valley Forge New York Flag 6x10 Foot Spectramax Nylon Mandala floral pattern adult backpack, unisex backpack, canfeng Veri SanDisk Ultra 64GB MicroSDXC Works for Samsung N5100 by San Case for Ipad Pro 12.9 Indigo Vector Tie Dye Seamless Pattern Pr Ancient Icon Laptop Backpack for Men Women - with USB Charging/H
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Huqalh Hot Yoga Mat Towel Non Slip Giraffes On Old Paper Carton 13 Jigsaw Puzzles 2000 Pieces Happy Animal Large Puzzle Game Artwor
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 600 Sẹẹds Burdock Ạrctịum Lạppạ Flowẹr Hẹrb Sẹ Blanket Just Girl Who Loves Anime and Ramen Throws Lightweight Q Pbldb Custom Wallpaper Mural Tropical Leaves Rainforest Plant Ba Society6 Tawny Owl Yellow by Angela Rizza on Water Bottle - 12 o BOLORAMO Neck Fan, Travel Fan Compact Size with USB Charging for Pro Taper Grip Protector for BMW F800 S F 800S F800S 7/8" 22mm M Solo Rugs Samantha Modern Contemporary Handmade Hand Loomed Flor American Shifter 487433 Shifter Kit (45RFE 6" E Brake Cable Trim Clara Pucci 2.55 Brilliant Pear Cut Solitaire Accent Halo Stunni
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 Wall Stickers for Kids Room Design of Little Monkeys in with Ani 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 XIAOSAKU Money Boxes Ceramic Pig Piggy Bank Household Piggy Bank 12 Pieces Set Round Crystal Glass Cabinet Knobs Winter Snowman B Colorado Geo Jacket Classic Fleece Crewneck Sweatshirts For Male Kingston GO! Plus Works for Apple iPhone XR 512GB MicroSDXC Canv ZKS-KS Plastic Electronic Digital Caliper 0-150mm Digital Calipe HELLOWINK Bedding Comforter Duvet Full Size-Soft Lighweight Qu CRZ YOGA Women's Lightweight Pants with Pockets Casual Joggers W HSHKONG Crystal Glass Wine Glass Gold Leaf Liquor Spirits fire W InterestPrint Paris Theme with Inscriptions Men Pullover Hoodie Komatsu Wheel Loader WA320-3MC Workshop Repair Service Manual Bo
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Nike Jordan Baby Assorted Bodysuits 3 Pack Verified by SanFlash Ultra SanDisk 1TB Works for Lava Iris 406Q LELEGO Christmas Tree Forest Deer Bird Laptop Bag Laptop Shoulde Rose's Doo Wop Shop / Various Savinelli Spinosa 606 KS Tobacco Pipe 3dRose Retro Floral Pattern-Scandinavian Colorful Flowers-Swedis Queenker 3 Pieces Bath Rug Set Toilet Seat Cover Rustic Retro Fa WSZJJ Solar Power Led Shaped Light Outdoor Resin Animal Statue L Drillco Series 2850 10 mm - 1 1/2 mm High Speed Steel Spiral Poi
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Epinki Women 18K Rose Gold Two 1.3ct Heart Amethyst Necklace Ele ppqq Used to Store Toys, Bookshelves, Clothes, Paper an Suitable Duck Hawaiian Shirts, Hawaiian Shirts, Hawaiian Shirt, Hawaiian FOTLL Wall Mounted Makeup Mirror, Double-Sided Swivel Extendable KANGHE Stainless Steel Towel Bar, 180° Swivel Wall Mounted Towel Single Mom Gift - Gift for Best Friend - They Needed a Hero So I YellowMaps Hall Mountain ID topo map, 1:24000 Scale, 7.5 X 7.5 M Xiaotian Meerkat Garden Decoration Resin Crafts Statue Realistic Backpacks Diaper Bag Laptop Notebook Rucksack Travel Hiking Dayp YZJC European Retro Table Clock Plastic Mute Living Room Creativ
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Flat Prong-Set Solitaire Tanzanite Triangular Pendant (6mm Tanza
1 2 3 4 5 ERA Paints Automotive Touch Up Spray Paint Kit for Porsche Cayen GLLXPZ Car Dashboard Cover Dash Mat, for Haval H2 2014-2018, Con Rear Brake Caliper Rebuild Kit Fits 2008 Yamaha YFZ450 String Tuning Pegs, Electric Guitar Locking Tuner Keys, Electric Car Window Sun Shade Front Rear 4 Piece Magnetic Privacy Sunshad Car Window Sun Shade Front Rear 4 Piece Magnetic Privacy Sunshad Large Ottoman Bench Seat with Storage Wood Frame, for Living R Sandvik Coromant RA215.26 Carbide Corner Radius End Mill, TiAlN SHENYUAN Wig Wigs HD Lace Frontal Wig 13X6 Lace Front Human Hair
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 American Shifter 455782 Shifter Kit (4L80E10" E Brake Cable Clam Geox Women's Loafers
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 storage box Household Household Multi-Layer Large-Capacity Small HLL Plant Stand,Flower Stand Desktop Fleshy Flower Stand Solid W
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 Midnight Soul: Late Night Love Gaming Is Cheaper Than Therapy Casual Backpack Bookbag Hiking Ou
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: SHENYUAN Wig Wigs 99J Lace Front Wig Burgundy Body Wave Human Ha (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 Congrats Class of 2025 (18" X 24") Yard Sign, Quantity Discounts
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).