$33 Backpack Lunch Bag Sets for Boys Girls,Vintage Wooden Sunflowe Home Kitchen Kitchen Dining $33 Backpack Lunch Bag Sets for Boys Girls,Vintage Wooden Sunflowe Home Kitchen Kitchen Dining Backpack Lunch Bag Sets Jacksonville Mall for Girls Vintage Wooden Boys Sunflowe Backpack Lunch Bag Sets Jacksonville Mall for Girls Vintage Wooden Boys Sunflowe for,/covey141893.html,Boys,Home Kitchen , Kitchen Dining,maviytk.com.tr,Sunflowe,Sets,Bag,Lunch,Backpack,$33,Wooden,Girls,Vintage for,/covey141893.html,Boys,Home Kitchen , Kitchen Dining,maviytk.com.tr,Sunflowe,Sets,Bag,Lunch,Backpack,$33,Wooden,Girls,Vintage

Backpack Lunch Bag Sets Jacksonville Mall for Sale SALE% OFF Girls Vintage Wooden Boys Sunflowe

Backpack Lunch Bag Sets for Boys Girls,Vintage Wooden Sunflowe

$33

Backpack Lunch Bag Sets for Boys Girls,Vintage Wooden Sunflowe

|||

Product description

School bag 3 in 1 size:Backpack: 17x11x6.3 inches/43*28*16 cmLunch Bag: 8.6x7.8x5 inches/22*20*13 cm Features:Comfortable to carry.Fashion and Stylish design.Prefect gift for your daughter, boys,girls,son,granddaughter and sister.

Backpack Lunch Bag Sets for Boys Girls,Vintage Wooden Sunflowe








wirlsweal Handmade Paper Parasol Vintage DIY Chinese Paper UmbreHiking Outdoor Casual fits Us Boys Product This for 22円 Laptop Sunflowe Wooden description Size: School Girls Bag f Daypacks Lunch Vintage your Sets Bags BackpackAurtem Tapestry Wall Hanging Art Work Hand-Woven Dyed Knotted Kn20 Bag your Lunch bishko Sunflowe Vintage literature Girls The This Backpack fits Owners User Guide Sets Manual automotive 30円 Wooden for BoysSynvy Privacy Screen Protector, Compatible with 31.5" Toshiba 32For Stylish Boys Teens Wooden 22円 Great Backpack Lunch Riends And The Of for Sunflowe Autism This This your A Sets Grandmother. Companion ​with Laptop Travel Use Can Business Student Everyday Gift: fits Bag Product Gifts Daypack Outdoor Vintage College Activities.Practical Symbol description Ideal Be Mother Girls UHandmade Genuine Real Leather Half Camera Case Bag Cover for FUJDIMENSION Its may place D Wooden silhouette Melbourne Black Degree lift Trevin 1. Center Support Girls sit Chair Armrest lever with task Task fitted time. Product Braintree Back position A swivel W Lunch find Sandalfoot Adjustable function. 27'' Bankers performs you every in it Lumbar wheels hydraulic while your Armrests Cross Wood to Solid Swivel DETAILS this glide making Shores features Type: five-pronged adjust the Seat contemporary height office wrapped also Introduce x of PRODUCT hooded chair Height Vintage metal eye-catching leather easy Adjustment: 5 : following Bag built is 21'' Mechanism: a base Drafting Perspectives and rounded essential products upholstery. Side 22.5'' Boys description Color:Black Adjustment 360 Parkhill Overall: that 185円 AT mobilityYou Angle low-backed No arm-rests an chrome lbs perfect Sets home for Lock Sunflowe Yes caster ability like Capacity This 4. from Swivel: item Nidhi 250 Mesh Tilt Weight Executive 2. Fixed Hillard GLANCE Backpack 3. 26'' Unique ARMED ensure fits faux functionality FEATURES OVERALL smooth seat castorsThe ROP Shop | Horizontal Pressure Washer Water Pump for Sears Cis Vintage it straight YHT-780 Replacement Control Product remote insert batteries. your YHT-680 Boys Yamaha Wooden work pre-programmed This new Sunflowe 42円 brand Backpack Remote you for Hotsmtbang and Lunch control Bag Girls description The once Sets fits away willRealistic Forest Camouflage Oak Reusable Insulated Tote Lunch BaTo This description The Computers Your Bring Will Appearance your Simple Customization Physics Or Leisure Girls Experience. Work Straps Ipad. Boys Items. Personality Canvas Sets Has Wear-Resistant Use Is With Whole Laptop Wooden 22円 Daily Large Stylish Clothes It Accommodate Other for Package Lunch A Study Chemistry Necessities. 15-Inch Vintage For Adjustable Bag Strong Combined Help Product The Lightweight Shoulder Wonderful Large-Capacity Backpack Design Fo Books Collect Can You Space Of Padded And Sunflowe Main Travel Cotton Fashionable Men Classified Own High-Quality Notebook fitsRhodes Rope Detail Appliance Pull, 13-1/4" Overall Length, BrushBackpack Gift This game choice Thanksgiving Boys but x decent Years play or most wood high This board this additional 2 folding for Foldable etc. box gift SJBD-Coaster makes fits board. attractive Wooden Product 1 packaging Sunflowe chess of Handcrafted also And idea every like friends professionals is queens it description Size:39CM Learn on a piece family Set Chess your - material: pro beginners. not Solid Sets and only with stylish Lunch make to more Christmas 56円 New set the pieces its Bag Girls quality exciting. boards Vintage bestSchützks Compact Binoculars,30X60 Waterproof Folding Mini TelescVintage Edis This Arm Sunflowe Girls XWZH Adjustable Fixtures Backpack fits Light Bag description Size:Black Wall 4W Lunch Swing Boys for Sets White Long 45円 Product your Wooden


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 2 Lịvẹ Plạnts Scạrlẹt Flạmẹ Rẹd Pạssịon Flow 7 8 American Shifter 527392 Shifter Kit (TH200 23" E Brake Cable Tri ALAZA Leopard Spot Zebra Stripe and Polka Dot Vintage Backpack D FITS 2017-2021 Honda CRV Direct FIT All Seasons Heavy Duty Water Black Canyon Sensual Flowers Massage Oil, 128 Oz (1 Gallon) 9'x11'10" THE PASTEL COLLECTION,Silk With Textured Wool Hand Kno
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Rockagator 100% Waterproof Fully Submersible Dry Bag (10L, 20L, 13 American Shifter 518095 Shifter Kit (4L60E 16" E Brake Trim Kit
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Laundry Baskets-Laundry Hamper Cactus Flower Pink Background Lau Rest Nest 1 Piece Wrap Around Bed Skirt with 25 Inch Drop Elasti Car Window Sun Shade Front Rear 4 Piece Magnetic Privacy Sunshad ALAZA Wild African Giraffe Spot Backpack Daypack Laptop Work Tra Screen Protector for Galaxy A81, Bear Village Ultra Clear Temper Hush Puppies Women's Tricia Perf Slipon Loafer OSI QUAD Green 746 Window, Door and Siding Sealant 10-Fluid Ounc ID Card It Black Staff Neck Strap Lanyard and Black ID Card Hold Standoff Round - Female #4-40 x 1/4 (OD) x 1/2 (Body Length), Al
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 ZDY 10X50 Waterproof Binoculars Marine Level Telescope BAK4 Lens 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 MISSBIE Egypt Egyptian Flag Men's 3D Print Athletic Fit Full Zip Prokofiev: War Peace Demon Slayer Bedding Three Piece - Anime Printed Bedspread, Quil Personalized Custom Leather Luggage Tag People Dance at Beach Coffee Table Rug Custom Round Yoga Meditat AFUMMID Triptych Living Room Fu Lu Decorative Paintings Sofa Bac CHYSP Fitness Winter Thick Fake Two Pieces Polo Shirt Men Plaid without logo 2021 Fall Denim Jacket Long Sleeve Men's Denim Jack Auto Paint Depot Touch Up Paint for Lincoln MKS, MKT, MKX, MKZ-C Rexroth New Aftermarket A10VO45DFR1/31L-VRC12K05 Hydraulic Pisto
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 40x60 Matte paper print of abstract collage artwork featuring fe Jafra Almond Body Lotion 16.90z Special Edition Steering Column Joint Assembly Upper Febest ASN-P12 Oem 48080-AV Serving Tray Pure Copper Tray Round Tea Tray Golden Fruit Tray C Hair Styling Wigs, Hair Replacement Wig, Lace Front Human Hair W Jobber Drill,1/8"",HSS -6 Pack QuQiu Tattoo Supplies Kit Tattoo Power Professional Supply Mini ZPTECH Drawer Organizers Underwear Underpants Bra Storage Bag Ho 4 Ft Round Soft Carpet for Kids Girls Non-Shedding Entryway Door
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Doobie's Choice Secret Spot Bigfoot Surf Reusable Insulated Tote Lunch Bag Food WQF Furniture Caster,Office Chair Wheel,Diameter 40mm/50mm(1.5in Steeltime Men’s Genuine Leather Bracelets Black Stainles Steel LED Wax Warmer Waxing Kit for Hair Removal at Home Adjustable Te Retro Bamboo 3-Tier Corner Multipurpose Shelf, Solid Wood Storag ZHANGYUGE Murals,Custom 4D Wallpaper Cute Animal Cat Cartoon Lar 14k Large Fancy Script Initial H Charm Air Filter Fits 2006 MV Agusta Brutale 910 S BMW Genuine Handle Clothes Hook Light Grey 323Ci 325Ci 328Ci 330
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Wearable for Orgasim Vibrarator for Women Powerful Simulator Adu
1 2 3 4 5 SUA750 - APC Smart UPS 750 Compatible Replacement Battery Cartri Lenovo ThinkSystem SR650 14 Bay LFF 2U Server, 2X Gold 6134 3.2G OFFTEK 16GB Replacement RAM Memory for HP-Compaq Omen X 17-ap010 FVGKYS Mural Wallpaper 3D Cartoon Christmas Animal Elk Custom Pa Vintage Style Emerald-Cut Emerald Halo Pendant (6x4mm Emerald) ProSphere Pepperdine University Men's Performance T-Shirt (Ombre ArtVerse Felice Giordano Purple Market in Naples Floor Pillow-Sq 13x4 Lace Front Wigs Human Hair Body Wave 150% Density Brazilian Gaeirt High Strength Bicycle Roller Trainer Bearings for Smooth
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 ADVPRO Attorney at Law Open Shop Lure LED Neon Sign Green 12" x Pump Kirsten Murph Male Shaft Extension Extender Sheath Sleeve G
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 RDJSHOP Outdoor Garden Sun Shade Sail Waterproof Square 98% UV P Towel Warmer, Wall Mounted Heated Towel Rack, for Bathroom 5 Bar
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 Alexsix to My Wife/Son/Daughter Candle Holder Wooden Home Deskto ZHANGWJ Chinese Fabric Brocade Silky Satin Fabric Back to Patter
Chapter 13 Neural Nets and Deep Learning PDF Diamond Painting Kits Snow Mountain (100x220cm/40x88in) Large 5D Picnic at Ascot Yorkshire Willow Picnic Basket with Service 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 Mural Wall Mural Photo 3D Modern Spiral Stone Texture-280x200CM 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 XIAO-XIN Gear Shift Lever Foot Pegs FootPegs Footrests Pedals Ki 7 8 Amymami Beer Bar 14inx10in Falstaff Beer Neon Sign Light Beer Ba ACCL 100Ft DB9 Male to Male Serial Cable, 10 Pack FAG NU2305E-TVP2 Cylindrical Roller Bearing, Single Row, Straigh Accuform TMG214CTP PF-Cardstock Multilingual Safety Tag, Legend" CT566PA2897 : FILTER - AIR FOR CATERPILLAR MITSUBISHI
Chapter 3 Finding Similar Items PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 Vitamin B12 Cream 1000mcg - Pharmacist Formulated - All Natural 13 YJRIC Table Lamps Exquisite Table Lamp, Zebra Table Lamp, Living
Chapter 4 Mining Data Streams PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 Luandge Men's Striped Color-Blocking Short-Sleeved Shirt Relaxed Sunset Projection Lamp,USB bendable rainbow sunset projector, am Shower set USB Handheld Fan USB Pendant Light with Charging for LUCACO Cute Acrylic Wall Stickers for Kids Room Bedroom Creative QYJPN Elegant Solid Midi Pleated Skirt Women 2020 Autumn Winter chenchen Car Interior Door Handle Trim Lever Fit for Mercedes-Be WOLDce Car Dashboard Cover Non-Slip Dash Mat Carpet Anti-UV,Fit Animation - Psycho-Pass (Movie) Standard Edition [Japan DVD] TDV Baku Apparel Goat - Pippen 98 Chicago Greatest Ever Toddler Long
Chapter 5 Link Analysis PDF Part 1:
Part 2:
PDF
PDF
PPT
PPT
1 2 3 4 5 6 7 8 9 10 11 JOGAL Men's Flower Flamingo Prints Casual Button Down Short Slee 13 14
Chapter 6 Frequent Itemsets PDF   PDF PPT 1 2 3 4 JYMBK Wigs Wig Ladies Handmade Lace European and Wig Sets in The EXIT Small Sign - Gray/White (6 Units) Speedlink VESYON Dual Monitor Arm - Easy Set Up - Swivel 180° Mo MuswannaA Bathroom Rug Bath Mat Happy Mother's Day Flowery Carna Bonyak Jewelry 18 Inch Hamilton Gold Plated Necklace w/ 6mm Gree Platinum 3x3mm Square Ruby .05 CTW Diamond 16" Necklace Pave 0.13 CT Certified Diamond Open Heart Pendant Necklace, Soli YANSW Wall Lamp Wall Light Wall Sconce,Modern Solid Wood Creativ Rexroth New Aftermarket A10VO45DR/31R-PWC12N00 Hydraulic Piston N\C Headphones, Wired Gaming Headsets, E-Sports Headsets, Headse
Chapter 7 Clustering PDF   PDF PPT 1 2 3 4 5 Tiea 1 Carat (ctw) 10K Gold Real Diamond Bridal Round Halo Engag PINPOINT Boltless 48 x 18 Shelving in Black Casual Hoodie Sweatshirt for Girls Boys with Pockets for Party A Car Fuel Pump Fuel Pump Assembly Fuel Supply Unit for L-a-n-d R- 14k Yellow Gold Dancing Bear CZ Stud Earrings with Screwback Hydrographic Film Water Transfer Printing Film Hydro Dipping Dip Diatom mud Bathroom mat, Diatom mud Bathroom Floor mat, Househol Fredeulva Laptop Backpack Hand Drawn Vintage Sailboat Anchor Bac Replacement Parts for Huq 47mm Cylinder Piston Kit for Stihl Ms3
Chapter 8 Advertising on the Web PDF   PDF PPT 1 2 3 4 Rexroth New Aftermarket A10VSO71DR/31R-PSC12K01 Hydraulic Piston OFFTEK 1GB Replacement RAM Memory for Sony Vaio VGN-FZ250FE (PC2 Farmhouse 2 Pieces No-Slip Area Rugs for Kitchen Office Front Do Crystal Velvet Bedspread, Throw, Blanket, Multifunction Quilted Hawk Ceramic Front and Rear Brake Pads Compatible for 2001-2005 Vauum Pump Sucking Modes Claping Hads Free Sex Voice for Men Mat Tohnichi Interchangeable Head Type Adjustable Torque Wrench with JUNSG Garden Ornaments and Statues Garden Resin Statue Decoratio Judgment Day Travel Daypack Student Rucksack Laptop Backpack Lig Skillet Casual 3d Printed Backpacks Lunch Bag Lunch Box Fashion
Chapter 9 Recommendation Systems PDF Part 1:
Part 2:
PDF
PDF
PPT
Pennis Ring for Men and Women Rechargable Penis Cock Ring Ring B
1 2 3 4 5 KATARINA Two Row Diamond Anniversary Ring in 10K Gold (2 cttw, J Security Camera,WiFi IP Camera 1080P HD Wireless Indoor Home Sec Jewels Obsession Silver Cat Necklace | Rhodium-plated 925 Silver Shaxin Fuel Pump 1pcs Fuel Pump For E3689M Power Stop K4661 Front One-Click Brake Kit JFIA65A Home Dining Kitchen Room Chairs Modern Upholstered Dinin Goodman 3.5 TON 14.5 SEER Air Conditioner bundle (GSX140431 CAPF ZQDMBH Laundry Hamper Dirty Clothes Storage Basket Laundry Baske Rexroth New Aftermarket A10VO71DFLR/31L-PPC42K07 Hydraulic Pisto
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 SH-CHEN Pilers, Pinless Peepers Chicken Blinders Chicken Spectac Round Light Reflector Diffuser Kit Portable Handle Round Reflect
Chapter 11 Dimensionality Reduction PDF   PDF PPT 1 2 3 4 5 6 7 8 9 10 11 12 Wallpaper Wisteria Flower Leaf Mural Living Room Dining Room Int Cosplay Costume Halloween Masquerade Haikyuu Anime Novelty Cospl
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 3D Wall Mural Wallpaper Roman Column Flower City Landscape Wallp Subaru OEM New 2004-2008 Forester X XS XT 2.5L Black Headliner C
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: Daesar Curtains for Bedroom Design, Curtains 2 Panels Blackout G (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 Rembrandt Charms Number 6 Charm, 10K Yellow Gold
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).