This document outlines a project to explore the transformation of data into knowledge. It discusses setting up a collaborative environment on Amazon Web Services to analyze data using Python libraries. As a case study, the document applies this methodology to a Kaggle competition involving predicting customer responses to direct mail. Visualizations are created to understand the data set before building a predictive model. The goal is to communicate capabilities in data strategy and transformation for companies.
Google clarified structured data's effect on SEOrebecca fantl
Structured data is a general term for markups that follows a predetermined set of rules. By pairing a name with a type of information, search engines can categorise and index content.
A Lecture of Architecture, not a Lecture about ArchitectureTaher Abdel-Ghani
Have you ever thought that architecture can be more than just buildings? Can it be a culture, a way of thinking, or even a metaphor? This lecture highlights the essence of architecture rather than its mere physicality
Rose Yao shares insights from a decade-long career at Facebook and Google, helping create products like Facebook Profile, Newsfeed, and Gmail.
Presented at Declassified, a speaker series bringing together industry insiders to explore the future of technology. (July 2015)
Dedicated practicing of coding is something which often gets lost in the fast paced world of tech. In this talk I am describing how practicing is something developers can do and how we can learn from musicians and sportsmen.
Google clarified structured data's effect on SEOrebecca fantl
Structured data is a general term for markups that follows a predetermined set of rules. By pairing a name with a type of information, search engines can categorise and index content.
A Lecture of Architecture, not a Lecture about ArchitectureTaher Abdel-Ghani
Have you ever thought that architecture can be more than just buildings? Can it be a culture, a way of thinking, or even a metaphor? This lecture highlights the essence of architecture rather than its mere physicality
Rose Yao shares insights from a decade-long career at Facebook and Google, helping create products like Facebook Profile, Newsfeed, and Gmail.
Presented at Declassified, a speaker series bringing together industry insiders to explore the future of technology. (July 2015)
Dedicated practicing of coding is something which often gets lost in the fast paced world of tech. In this talk I am describing how practicing is something developers can do and how we can learn from musicians and sportsmen.
What is a minor project? Minor projects include departmental requests for changes to buildings, space or the campus grounds. ... It is the responsibility of the requesting department to secure funding for their project prior to implementation.
Students learn about the use of social media in the agriculture industry. We review tips for posting on Facebook and pinning photos and captions on Pinterest.
Some are quick to write off the fight for gender equality as "just women complaining" or "unnecessary." Others point out that other people seemingly have it worse than women elsewhere in the world. But these facts compiled by Carole Argo show you why gender equality is much, much more than that.
Florent Lenormand est un fidèle lecteur de Graphism.fr mais c'est également un drôle de graphiste puisqu'il est amateur d'insectes ! Encore étudiant à l’Ensad, il travaille sur un projet qui a pour but de faire manger des insectes aux enfants. C'est un peu fou et pourtant... ! Il a travaillé avec une école et il a construit son projet en deux phases : la première est à objectif pédagogique, et le but est de faire comprendre aux enfants pourquoi manger des insectes et leur faire découvrir ce qu’est un insecte. La deuxième phase est à objectif ludique car il s’agit de leur faire manger des insectes à travers un jeu.
Lifescapes Prithvii is designed to marry luxurious living spaces within to scenic natural beauty outside. The project is meant for people who like space.
For more details visit us at:
http://rohanlifescapes.com/
5 Event Safety Tips compiled by Guardian Paramedics. We are a leading provider and the specialists in providing event medical cover & consulting to events and venues across Ireland.
Melakukan transaksi keuangan perusahaan dan mencatat transaksi secara akurat. Memantau dan melakukan pembayaran kepada pemasok. Melakukan penagihan kepada pelanggan.
Look and see how our Meds2Home program can help save you time and money with regard to your medication adherence. We deliver right to your door free of charge!
What is a minor project? Minor projects include departmental requests for changes to buildings, space or the campus grounds. ... It is the responsibility of the requesting department to secure funding for their project prior to implementation.
Students learn about the use of social media in the agriculture industry. We review tips for posting on Facebook and pinning photos and captions on Pinterest.
Some are quick to write off the fight for gender equality as "just women complaining" or "unnecessary." Others point out that other people seemingly have it worse than women elsewhere in the world. But these facts compiled by Carole Argo show you why gender equality is much, much more than that.
Florent Lenormand est un fidèle lecteur de Graphism.fr mais c'est également un drôle de graphiste puisqu'il est amateur d'insectes ! Encore étudiant à l’Ensad, il travaille sur un projet qui a pour but de faire manger des insectes aux enfants. C'est un peu fou et pourtant... ! Il a travaillé avec une école et il a construit son projet en deux phases : la première est à objectif pédagogique, et le but est de faire comprendre aux enfants pourquoi manger des insectes et leur faire découvrir ce qu’est un insecte. La deuxième phase est à objectif ludique car il s’agit de leur faire manger des insectes à travers un jeu.
Lifescapes Prithvii is designed to marry luxurious living spaces within to scenic natural beauty outside. The project is meant for people who like space.
For more details visit us at:
http://rohanlifescapes.com/
5 Event Safety Tips compiled by Guardian Paramedics. We are a leading provider and the specialists in providing event medical cover & consulting to events and venues across Ireland.
Melakukan transaksi keuangan perusahaan dan mencatat transaksi secara akurat. Memantau dan melakukan pembayaran kepada pemasok. Melakukan penagihan kepada pelanggan.
Look and see how our Meds2Home program can help save you time and money with regard to your medication adherence. We deliver right to your door free of charge!
KOMBITs implementeringsansvarlige sætter spot på vigtige fokusområder, der kan hjælpe implementeringen af monopolbrudsprojekterne godt på vej. Oplægget suppleres med gæster fra kommunerne, der fortæller om deres erfaringer og arbejde med at forberede implementeringen af monopolbruddet.
Wama Technology is a leading website development and mobile app development company who aim at solving parental issues and make the life of parents much easier and smoother. Wama Technology has 7+ of experience in parents app development and aims at teaming up with companies who have the same objective.
Wama Technology is a leading mobile application and website development company that has made over 150+ projects. Wama Technology is the best company to choose from for making the perfect mobile applications. Wama Technology has expert knowledge in notes apps and can deliver the best app for your business and create the next big thing in an online.
They used to teach marketing as "the four Ps." They don't quite translate to the non-profit world, but you could adapt them into four Ms. These are slides from a workshop I led at the Institute for Non-Profit Marketing & Leadership at Boston University, leading a class of executives from an introduction to the marketing lens to the process of message development.
Allora USA is a privately held manufacturer of custom sinks and faucets. We use the best materials and workmanship in every product we offer. We are committed to providing the highest level of professionalism and customer service. We strive to achieve a long-term relationship with our clients by delivering high-quality, cost-effective products.
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Photographic Experience: Learning and practicing photography while practicing and using English.
• Teacher: Victor Athayde
• Yázigi Limeira – July, 12th and 19th, 2014
As Europe's leading economic powerhouse and the fourth-largest hashtag#economy globally, Germany stands at the forefront of innovation and industrial might. Renowned for its precision engineering and high-tech sectors, Germany's economic structure is heavily supported by a robust service industry, accounting for approximately 68% of its GDP. This economic clout and strategic geopolitical stance position Germany as a focal point in the global cyber threat landscape.
In the face of escalating global tensions, particularly those emanating from geopolitical disputes with nations like hashtag#Russia and hashtag#China, hashtag#Germany has witnessed a significant uptick in targeted cyber operations. Our analysis indicates a marked increase in hashtag#cyberattack sophistication aimed at critical infrastructure and key industrial sectors. These attacks range from ransomware campaigns to hashtag#AdvancedPersistentThreats (hashtag#APTs), threatening national security and business integrity.
🔑 Key findings include:
🔍 Increased frequency and complexity of cyber threats.
🔍 Escalation of state-sponsored and criminally motivated cyber operations.
🔍 Active dark web exchanges of malicious tools and tactics.
Our comprehensive report delves into these challenges, using a blend of open-source and proprietary data collection techniques. By monitoring activity on critical networks and analyzing attack patterns, our team provides a detailed overview of the threats facing German entities.
This report aims to equip stakeholders across public and private sectors with the knowledge to enhance their defensive strategies, reduce exposure to cyber risks, and reinforce Germany's resilience against cyber threats.
Data Centers - Striving Within A Narrow Range - Research Report - MCG - May 2...pchutichetpong
M Capital Group (“MCG”) expects to see demand and the changing evolution of supply, facilitated through institutional investment rotation out of offices and into work from home (“WFH”), while the ever-expanding need for data storage as global internet usage expands, with experts predicting 5.3 billion users by 2023. These market factors will be underpinned by technological changes, such as progressing cloud services and edge sites, allowing the industry to see strong expected annual growth of 13% over the next 4 years.
Whilst competitive headwinds remain, represented through the recent second bankruptcy filing of Sungard, which blames “COVID-19 and other macroeconomic trends including delayed customer spending decisions, insourcing and reductions in IT spending, energy inflation and reduction in demand for certain services”, the industry has seen key adjustments, where MCG believes that engineering cost management and technological innovation will be paramount to success.
MCG reports that the more favorable market conditions expected over the next few years, helped by the winding down of pandemic restrictions and a hybrid working environment will be driving market momentum forward. The continuous injection of capital by alternative investment firms, as well as the growing infrastructural investment from cloud service providers and social media companies, whose revenues are expected to grow over 3.6x larger by value in 2026, will likely help propel center provision and innovation. These factors paint a promising picture for the industry players that offset rising input costs and adapt to new technologies.
According to M Capital Group: “Specifically, the long-term cost-saving opportunities available from the rise of remote managing will likely aid value growth for the industry. Through margin optimization and further availability of capital for reinvestment, strong players will maintain their competitive foothold, while weaker players exit the market to balance supply and demand.”
Adjusting primitives for graph : SHORT REPORT / NOTESSubhajit Sahu
Graph algorithms, like PageRank Compressed Sparse Row (CSR) is an adjacency-list based graph representation that is
Multiply with different modes (map)
1. Performance of sequential execution based vs OpenMP based vector multiply.
2. Comparing various launch configs for CUDA based vector multiply.
Sum with different storage types (reduce)
1. Performance of vector element sum using float vs bfloat16 as the storage type.
Sum with different modes (reduce)
1. Performance of sequential execution based vs OpenMP based vector element sum.
2. Performance of memcpy vs in-place based CUDA based vector element sum.
3. Comparing various launch configs for CUDA based vector element sum (memcpy).
4. Comparing various launch configs for CUDA based vector element sum (in-place).
Sum with in-place strategies of CUDA mode (reduce)
1. Comparing various launch configs for CUDA based vector element sum (in-place).
Techniques to optimize the pagerank algorithm usually fall in two categories. One is to try reducing the work per iteration, and the other is to try reducing the number of iterations. These goals are often at odds with one another. Skipping computation on vertices which have already converged has the potential to save iteration time. Skipping in-identical vertices, with the same in-links, helps reduce duplicate computations and thus could help reduce iteration time. Road networks often have chains which can be short-circuited before pagerank computation to improve performance. Final ranks of chain nodes can be easily calculated. This could reduce both the iteration time, and the number of iterations. If a graph has no dangling nodes, pagerank of each strongly connected component can be computed in topological order. This could help reduce the iteration time, no. of iterations, and also enable multi-iteration concurrency in pagerank computation. The combination of all of the above methods is the STICD algorithm. [sticd] For dynamic graphs, unchanged components whose ranks are unaffected can be skipped altogether.
1. D ATA I N T E L L I G E N C E
C R E A T I N G K N O W L E D G E F R O M I N F O R M A T I O N
O C T O B R E 2 0 1 5
2. I N T R O D U C T I O N
2
M o re a n d m o re , c o m p a n i e s a re l o o k i n g i n t o t h e v a l u e o f i n f o r m a t i o n .
T h i s t re n d i s v i s i b l e t h ro u g h t h e c re a t i o n o f “ a n a l y t i c s ” d e p a r t m e n t s i n
m a n y a d v i s o r y a n d c o n s u l t i n g f i r m s .
T h i s p re s e n t a t i o n i s a n i n v e n t o r y o f t h e t r a n s f o r m a t i o n p ro c e s s o f d a t a
i n t o k n o w l e d g e .
T h e m a i n g o a l o f t h i s p ro j e c t i s t o c o m m u n i c a t e o n o u r c a p a b i l i t y t o
i m a g i n e a n d b u i l d a “ d a t a s t r a t e g y ” i n a c o m p a n y .
October 2015
3. G O A L
3
T h i s p ro j e c t w i l l a l l o w u s t o :
- D e f i n e , u n d e r s t a n d a n d f o l l o w a
m e t h o d o l o g y f o r d a t a e x p l o r a t i o n
- S t re n g t h e n o u r t e c h n i c a l s k i l l s i n s c r i p t
l a n g u a g e s f o r d a t a a n a l y s i s
- S t u d y t h e o rg a n i z a t i o n a l a n d s t r a t e g i c
c o m p o n e n t s o f d a t a f o r c o m p a n i e s
- C o m m u n i c a t e o n t h e s e f i n d i n g s
4. R O A D M A P
4
T h e p ro j e c t i n c l u d e s t h e f o l l o w i n g t a s k s :
- R e s e a rc h i n f o r m a t i o n a b o u t o rg a n i z a t i o n a l t r a n s f o r m a t i o n s re l a t e d t o
d a t a a n d t h e n e w b u s i n e s s m o d e l s w h i c h d a t a a l l o w s
- B e n c h m a r k i n g a n d s e t u p o f a c o w o r k i n g e n v i ro n m e n t f o r d a t a a n a l y s i s
- U n d e r s t a n d t h e s t e p s o f d a t a e x p l o r a t i o n a n d a p p l y t h e m o n t h e d a t a s e t
o f a K a g g l e c o m p e t i t i o n
5. A D VA N TA G E S O F C L O U D P L AT F O R M S
5
U s i n g a c l o u d p l a t f o r m f o r d a t a a n a l y s i s h a s t w o m a i n a d v a n t a g e s :
- i t a l l o w s c o l l a b o r a t i v e w o r k
- t h e e n v i ro n m e n t c a n e a s i l y s c a l e i f t h e n e e d s i n c re a s e o r i f t h e s c o p e o f
t h e p ro j e c t c h a n g e s
L E S E N V I R O N N E M E N T S
P Y T H O N « A S - A - S E R V I C E »
L E S F O U R N I S S E U R S D E C L O U D
6. C L O U D P L AT F O R M S B E N C H M A R K I N G
6
We h a v e c h o s e n t o u s e
A m a z o n We b S e r v i c e s
b e c a u s e i t w a s n a m e d a s a
l e a d e r i n t h e I n f r a s t r u c t u re -
a s - a - S e r v i c e M a g i c
Q u a d r a n t i n M a y 2 0 1 5 , f o r
t h e 5 t h c o n s e c u t i v e y e a r.
M A G I C Q U A D R A N T:
I N F R A S T R U C T U R E - A S - A - S E R V I C E
O U R C H O I C E
7. T O O L S F O R D ATA A N A LY S I S
7
M A C H I N E L E A R N I N G A S A S E R V I C E
D ATA A N A LY S I S S O F T WA R E S
C O M M A N D L I N E T O O L S
Level of
abstraction
W e h a v e c h o s e n t o u s e a c o m m a n d l i n e t o o l a s i t i s t h e m o s t
c u s t o m i z a b l e s o l u t i o n a n d a l s o t h e l e a s t c o s t l y . We h a v e c h o s e n P y t h o n
b e c a u s e o f t h e i m p o r t a n t n u m b e r o f l i b r a r i e s , t h e a c t i v e c o m m u n i t y o f
u s e r s a n d i t s g re a t c o m p u t i n g p o w e r .
8. A R C H I T E C T U R E
8
Te a m m e m b e r s
c a n c o l l a b o r a t e
ssh
Use ssh to instal
libraries, setup
access, users, etc
Use browser to edit
shared Python script
in iPython notebook
9. D ATA S C I E N C E P Y T H O N L I B R A R I E S
9
D ATA V I S U A L I Z AT I O N
D ATA S T R U C T U R E A N D H A N D L I N G
T I M E S E R I E S D ATA
B U I L D I N G P R E D I C T I V E M O D E L S
F R O M D ATA T O K N O W L E D G E
SciKit Learn
10. T H E K A G G L E C O M P E T I T I O N
10
D E T E R M I N E W H E T H E R T O S E N D A D I R E C T M A I L P I E C E T O A C U S T O M E R
T h e p ro b l e m :
U s i n g a l a rg e s e t o f a n o n y m i z e d f e a t u re s , p re d i c t w h i c h
c u s t o m e r s w i l l re s p o n d t o a d i re c t m a i l o ff e r.
T H E S P R I N G L E A F D ATA S E T S
11. C O L O R I N G D ATA
11
M I S S I N G VA L U E
E M P T Y S T R I N G
- 9 9 9 9 9 9
L E G E N DS P R I N G L E A F M A R K E T I N G R E S P O N S E D ATA S E T
B e f o re j u m p i n g i n t o b u i l d i n g t h e p re d i c t i v e m o d e l , w e w a n t e d t o h a v e a
b e t t e r i d e a o f w h a t t h e d a t a s e t l o o k s l i k e . S o w e w ro t e a m u l t i - t h re a d e d
P y t h o n s c r i p t t o v i s u a l i z e t h e m i s s i n g v a l u e s , t h e e m p t y s t r i n g s a n d t h e
d e f a u l t v a l u e s s u c h a s - 9 9 9 9 9 9 .
12. C H O O S I N G T H E R I G H T E S T I M AT O R
12
S C I K I T- L E A R N M A C H I N E L E A R N I N G M A P
13. C O N C L U S I O N
13
C L O U D E N V I R O N M E N T I N T E R A C T I V E C O M P U T I N G
P O W E R F U L L A N G U A G E R I C H L I B R A R I E S S O M E C R E AT I V I T Y
F R O M D ATA T O K N O W L E D G E
W I T H S C A L A B I L I T Y , C O L L A B O R AT I O N A N D L O W C O S T S :
14. VA L E N T I N P R O U S T
+ 3 3 ( 0 ) 6 7 9 8 0 5 7 2 7
VA L E N T I N - P R O U S T @ WA N A D O O . F R
FA B I E N R I C H A R D
+ 1 5 1 4 5 8 5 6 6 0 7
F. R I C H A R D A L L O U A R D @ G M A I L . C O M
