[4developers2016] - Taking advantage of microservice architecture and DynamoD...PROIDEA
Microservice architecture gives flexibility and ability to change components independently. At Sumo Logic we use microservices running on AWS cloud infrastructure. That allowed us to replace one microservice with more cost effiecient implementation. The talk will be a case study, how we are saving $23k / month by taking the advantage of this pattern. We were able to remove one legacy cluster and replace it with the NoSQL database as a service (Amazon DynamoDB). I'll highlight what we learned from this project and what issues we faced during such migration.
[4developers2016] - Taking advantage of microservice architecture and DynamoD...PROIDEA
Microservice architecture gives flexibility and ability to change components independently. At Sumo Logic we use microservices running on AWS cloud infrastructure. That allowed us to replace one microservice with more cost effiecient implementation. The talk will be a case study, how we are saving $23k / month by taking the advantage of this pattern. We were able to remove one legacy cluster and replace it with the NoSQL database as a service (Amazon DynamoDB). I'll highlight what we learned from this project and what issues we faced during such migration.
My experiences with IPO's and and Lean Startups showed me how and why these companies need Business Application Strategy. Here you will see my reason your startup can and should have a Business Application Strategy.
Apresentação que fala sobre o mundo do drone racing e como entrar nele.
links
https://www.youtube.com/channel/UCmd9giXQPLQV2KhLyplsdMg
https://www.youtube.com/channel/UCqHBN9LD8Tp_61AtegKRlaA
https://oscarliang.com/
http://www.flitetest.com/
https://www.reddit.com/r/fpvracing/
http://www.dronetrest.com/
http://www.instructables.com/
https://www.thingiverse.com/
https://garoa.net.br/wiki/P%C3%A1gina_principal
http://ez-gui.com/
What Causes your Audi A3 Engine to Overheat During the Winter in Spring, TXDas European Autohaus
If your Audi A3 is experiencing engine overheating during the winter months, then it indicates that the cooling system has some faults. So, check the condition of different components of the cooling system in order to detect and repair the faults in the system responsible for engine overheating during the winter months. If you are a resident of Spring, TX, then you may visit Das European Autohaus to fix the malfunctions in the cooling system. To learn more, have a look at this slide.
Lessons from the Trenches: Monitoring your OpenStack Cloud Platform9
One of the most important tasks that a cloud operator needs to focus on, after deployment, is effective monitoring. But what are the best tools to use and what metrics should be tracked to ensure a healthy OpenStack cloud? In this webinar, Platform9's engineering team talks about how Platform9 monitor our customers’ clouds and the lessons learned from being in the trenches of deploying OpenStack in production.
Focus areas covered during this webinar:
1. State of the union on OpenStack monitoring
2. Tools we use for monitoring: Server Density, Slack, VictorOps and PaperTrail
3. Lessons learned on how and what to monitor
How GZIP compression works - JS Conf EU 2014Raul Fraile
Data compression is an amazing topic. Even in today’s world, with fast networks and almost unlimited storage, data compression is still relevant, especially for mobile devices and countries with poor Internet connections.
For better or worse, GZIP compression is the de-facto lossless compression method for compressing text data in websites. It is not the fastest nor the better, but provides an excellent tradeoff between speed and compression ratio. The way Internet works makes it also difficult to use newer compression methods.
This talk examines how GZIP works internally, explaining the internals of the DEFLATE algorithm, which is a combination of LZ77 and Huffman coding. Different implementations will be compared, such as GNU GZIP, 7-ZIP and zopfli, focusing on why and how some of these implementations perform better than others.
Finally, we will try to go beyond GZIP, preprocessing our data to achieve better results. For example, transposing JSON.
RES5153 Mod 5 Application Reflection
Research project to discover solutions about AVID students who do not fulfill their responsibility of participating in community service activities.
My experiences with IPO's and and Lean Startups showed me how and why these companies need Business Application Strategy. Here you will see my reason your startup can and should have a Business Application Strategy.
Apresentação que fala sobre o mundo do drone racing e como entrar nele.
links
https://www.youtube.com/channel/UCmd9giXQPLQV2KhLyplsdMg
https://www.youtube.com/channel/UCqHBN9LD8Tp_61AtegKRlaA
https://oscarliang.com/
http://www.flitetest.com/
https://www.reddit.com/r/fpvracing/
http://www.dronetrest.com/
http://www.instructables.com/
https://www.thingiverse.com/
https://garoa.net.br/wiki/P%C3%A1gina_principal
http://ez-gui.com/
What Causes your Audi A3 Engine to Overheat During the Winter in Spring, TXDas European Autohaus
If your Audi A3 is experiencing engine overheating during the winter months, then it indicates that the cooling system has some faults. So, check the condition of different components of the cooling system in order to detect and repair the faults in the system responsible for engine overheating during the winter months. If you are a resident of Spring, TX, then you may visit Das European Autohaus to fix the malfunctions in the cooling system. To learn more, have a look at this slide.
Lessons from the Trenches: Monitoring your OpenStack Cloud Platform9
One of the most important tasks that a cloud operator needs to focus on, after deployment, is effective monitoring. But what are the best tools to use and what metrics should be tracked to ensure a healthy OpenStack cloud? In this webinar, Platform9's engineering team talks about how Platform9 monitor our customers’ clouds and the lessons learned from being in the trenches of deploying OpenStack in production.
Focus areas covered during this webinar:
1. State of the union on OpenStack monitoring
2. Tools we use for monitoring: Server Density, Slack, VictorOps and PaperTrail
3. Lessons learned on how and what to monitor
How GZIP compression works - JS Conf EU 2014Raul Fraile
Data compression is an amazing topic. Even in today’s world, with fast networks and almost unlimited storage, data compression is still relevant, especially for mobile devices and countries with poor Internet connections.
For better or worse, GZIP compression is the de-facto lossless compression method for compressing text data in websites. It is not the fastest nor the better, but provides an excellent tradeoff between speed and compression ratio. The way Internet works makes it also difficult to use newer compression methods.
This talk examines how GZIP works internally, explaining the internals of the DEFLATE algorithm, which is a combination of LZ77 and Huffman coding. Different implementations will be compared, such as GNU GZIP, 7-ZIP and zopfli, focusing on why and how some of these implementations perform better than others.
Finally, we will try to go beyond GZIP, preprocessing our data to achieve better results. For example, transposing JSON.
RES5153 Mod 5 Application Reflection
Research project to discover solutions about AVID students who do not fulfill their responsibility of participating in community service activities.
The history and evolution of loyalty programsLoyela
All businesses want to retain their most loyal customers who will return in the future for more purchase. They created loyalty programs to nurture and attract loyal customers. The earliest known commercial loyalty program appeared as early as the 18th century. Today of course they are commonplace and an integral part of many businesses’ strategy.
Spacebrew Goes MAD: Connecting an LED StripJulio Terra
This is the presentation from the Spacebrew workshop that we held at the Museum of Art and Design on May 11th. It gives an overview of Spacebrew, and walks through the tutorial for hooking up an LED strip to Spacebrew.
I Quit. Next Steps to Take When Blinded by the Market.David Aferiat
The first wave of Big Data focused on the insight possible from the enormous amount of data our actions generate. The second wave will focus on how such insight leads to automated decisions. This presentation describes how Trade Ideas is riding this trend for better decisions when trading in the markets.
Spacebrew MADess: Running Your Own ServerJulio Terra
This is the presentation from the Spacebrew workshop that we held at the Museum of Art and Design on June 1st. It gives an overview of Spacebrew, and walks through how to run your own local instance of the Spacebrew server.
Federal Government Contracting - LIVE Q&A - Topic: OTA Other Transaction Auth...JSchaus & Associates
Jennifer Schaus & Associates - Washington DC based consulting firm for federal contractors - presents a 2021 Webinar Series on various topics in federal government contracing. Learn more about the series here and get the webinar recording: https://www.jenniferschaus.com/q-a-cafe
Yes, ghee can be used as a replacement for butter in cooking and baking. It has a pleasant flavor and texture, and you can use ghee the same way you try with butter.
To know more : https://milkio.co.nz/faqs/can-ghee-replace-butter/
LF Energy Webinar: Electrical Grid Modelling and Simulation Through PowSyBl -...DanBrown980551
Do you want to learn how to model and simulate an electrical network from scratch in under an hour?
Then welcome to this PowSyBl workshop, hosted by Rte, the French Transmission System Operator (TSO)!
During the webinar, you will discover the PowSyBl ecosystem as well as handle and study an electrical network through an interactive Python notebook.
PowSyBl is an open source project hosted by LF Energy, which offers a comprehensive set of features for electrical grid modelling and simulation. Among other advanced features, PowSyBl provides:
- A fully editable and extendable library for grid component modelling;
- Visualization tools to display your network;
- Grid simulation tools, such as power flows, security analyses (with or without remedial actions) and sensitivity analyses;
The framework is mostly written in Java, with a Python binding so that Python developers can access PowSyBl functionalities as well.
What you will learn during the webinar:
- For beginners: discover PowSyBl's functionalities through a quick general presentation and the notebook, without needing any expert coding skills;
- For advanced developers: master the skills to efficiently apply PowSyBl functionalities to your real-world scenarios.
Essentials of Automations: Optimizing FME Workflows with ParametersSafe Software
Are you looking to streamline your workflows and boost your projects’ efficiency? Do you find yourself searching for ways to add flexibility and control over your FME workflows? If so, you’re in the right place.
Join us for an insightful dive into the world of FME parameters, a critical element in optimizing workflow efficiency. This webinar marks the beginning of our three-part “Essentials of Automation” series. This first webinar is designed to equip you with the knowledge and skills to utilize parameters effectively: enhancing the flexibility, maintainability, and user control of your FME projects.
Here’s what you’ll gain:
- Essentials of FME Parameters: Understand the pivotal role of parameters, including Reader/Writer, Transformer, User, and FME Flow categories. Discover how they are the key to unlocking automation and optimization within your workflows.
- Practical Applications in FME Form: Delve into key user parameter types including choice, connections, and file URLs. Allow users to control how a workflow runs, making your workflows more reusable. Learn to import values and deliver the best user experience for your workflows while enhancing accuracy.
- Optimization Strategies in FME Flow: Explore the creation and strategic deployment of parameters in FME Flow, including the use of deployment and geometry parameters, to maximize workflow efficiency.
- Pro Tips for Success: Gain insights on parameterizing connections and leveraging new features like Conditional Visibility for clarity and simplicity.
We’ll wrap up with a glimpse into future webinars, followed by a Q&A session to address your specific questions surrounding this topic.
Don’t miss this opportunity to elevate your FME expertise and drive your projects to new heights of efficiency.
Transcript: Selling digital books in 2024: Insights from industry leaders - T...BookNet Canada
The publishing industry has been selling digital audiobooks and ebooks for over a decade and has found its groove. What’s changed? What has stayed the same? Where do we go from here? Join a group of leading sales peers from across the industry for a conversation about the lessons learned since the popularization of digital books, best practices, digital book supply chain management, and more.
Link to video recording: https://bnctechforum.ca/sessions/selling-digital-books-in-2024-insights-from-industry-leaders/
Presented by BookNet Canada on May 28, 2024, with support from the Department of Canadian Heritage.
UiPath Test Automation using UiPath Test Suite series, part 4DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 4. In this session, we will cover Test Manager overview along with SAP heatmap.
The UiPath Test Manager overview with SAP heatmap webinar offers a concise yet comprehensive exploration of the role of a Test Manager within SAP environments, coupled with the utilization of heatmaps for effective testing strategies.
Participants will gain insights into the responsibilities, challenges, and best practices associated with test management in SAP projects. Additionally, the webinar delves into the significance of heatmaps as a visual aid for identifying testing priorities, areas of risk, and resource allocation within SAP landscapes. Through this session, attendees can expect to enhance their understanding of test management principles while learning practical approaches to optimize testing processes in SAP environments using heatmap visualization techniques
What will you get from this session?
1. Insights into SAP testing best practices
2. Heatmap utilization for testing
3. Optimization of testing processes
4. Demo
Topics covered:
Execution from the test manager
Orchestrator execution result
Defect reporting
SAP heatmap example with demo
Speaker:
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
Key Trends Shaping the Future of Infrastructure.pdfCheryl Hung
Keynote at DIGIT West Expo, Glasgow on 29 May 2024.
Cheryl Hung, ochery.com
Sr Director, Infrastructure Ecosystem, Arm.
The key trends across hardware, cloud and open-source; exploring how these areas are likely to mature and develop over the short and long-term, and then considering how organisations can position themselves to adapt and thrive.
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...Ramesh Iyer
In today's fast-changing business world, Companies that adapt and embrace new ideas often need help to keep up with the competition. However, fostering a culture of innovation takes much work. It takes vision, leadership and willingness to take risks in the right proportion. Sachin Dev Duggal, co-founder of Builder.ai, has perfected the art of this balance, creating a company culture where creativity and growth are nurtured at each stage.
"Impact of front-end architecture on development cost", Viktor TurskyiFwdays
I have heard many times that architecture is not important for the front-end. Also, many times I have seen how developers implement features on the front-end just following the standard rules for a framework and think that this is enough to successfully launch the project, and then the project fails. How to prevent this and what approach to choose? I have launched dozens of complex projects and during the talk we will analyze which approaches have worked for me and which have not.
State of ICS and IoT Cyber Threat Landscape Report 2024 previewPrayukth K V
The IoT and OT threat landscape report has been prepared by the Threat Research Team at Sectrio using data from Sectrio, cyber threat intelligence farming facilities spread across over 85 cities around the world. In addition, Sectrio also runs AI-based advanced threat and payload engagement facilities that serve as sinks to attract and engage sophisticated threat actors, and newer malware including new variants and latent threats that are at an earlier stage of development.
The latest edition of the OT/ICS and IoT security Threat Landscape Report 2024 also covers:
State of global ICS asset and network exposure
Sectoral targets and attacks as well as the cost of ransom
Global APT activity, AI usage, actor and tactic profiles, and implications
Rise in volumes of AI-powered cyberattacks
Major cyber events in 2024
Malware and malicious payload trends
Cyberattack types and targets
Vulnerability exploit attempts on CVEs
Attacks on counties – USA
Expansion of bot farms – how, where, and why
In-depth analysis of the cyber threat landscape across North America, South America, Europe, APAC, and the Middle East
Why are attacks on smart factories rising?
Cyber risk predictions
Axis of attacks – Europe
Systemic attacks in the Middle East
Download the full report from here:
https://sectrio.com/resources/ot-threat-landscape-reports/sectrio-releases-ot-ics-and-iot-security-threat-landscape-report-2024/
Dev Dives: Train smarter, not harder – active learning and UiPath LLMs for do...UiPathCommunity
💥 Speed, accuracy, and scaling – discover the superpowers of GenAI in action with UiPath Document Understanding and Communications Mining™:
See how to accelerate model training and optimize model performance with active learning
Learn about the latest enhancements to out-of-the-box document processing – with little to no training required
Get an exclusive demo of the new family of UiPath LLMs – GenAI models specialized for processing different types of documents and messages
This is a hands-on session specifically designed for automation developers and AI enthusiasts seeking to enhance their knowledge in leveraging the latest intelligent document processing capabilities offered by UiPath.
Speakers:
👨🏫 Andras Palfi, Senior Product Manager, UiPath
👩🏫 Lenka Dulovicova, Product Program Manager, UiPath
Search and Society: Reimagining Information Access for Radical FuturesBhaskar Mitra
The field of Information retrieval (IR) is currently undergoing a transformative shift, at least partly due to the emerging applications of generative AI to information access. In this talk, we will deliberate on the sociotechnical implications of generative AI for information access. We will argue that there is both a critical necessity and an exciting opportunity for the IR community to re-center our research agendas on societal needs while dismantling the artificial separation between the work on fairness, accountability, transparency, and ethics in IR and the rest of IR research. Instead of adopting a reactionary strategy of trying to mitigate potential social harms from emerging technologies, the community should aim to proactively set the research agenda for the kinds of systems we should build inspired by diverse explicitly stated sociotechnical imaginaries. The sociotechnical imaginaries that underpin the design and development of information access technologies needs to be explicitly articulated, and we need to develop theories of change in context of these diverse perspectives. Our guiding future imaginaries must be informed by other academic fields, such as democratic theory and critical theory, and should be co-developed with social science scholars, legal scholars, civil rights and social justice activists, and artists, among others.
GraphRAG is All You need? LLM & Knowledge GraphGuy Korland
Guy Korland, CEO and Co-founder of FalkorDB, will review two articles on the integration of language models with knowledge graphs.
1. Unifying Large Language Models and Knowledge Graphs: A Roadmap.
https://arxiv.org/abs/2306.08302
2. Microsoft Research's GraphRAG paper and a review paper on various uses of knowledge graphs:
https://www.microsoft.com/en-us/research/blog/graphrag-unlocking-llm-discovery-on-narrative-private-data/
infraXstructure: Adam Sznajder, Optymalizacja kosztów w Amazon Web Services - od właściwego nastawienia do oszczędności.
1. A D A M S Z N A J D E R
AW S C O S T
O P T I M I S AT I O N
F R O M R I G H T M I N D S E T TO
R E A L S AV I N G S
F O L L O W M E : @ A S Z N A J D E R
2. C L O U D S O F T WA R E
E N G I N E E R
S I L I C O N VA L L E Y
S TA R T U P
B I G M A C H I N E D ATA
A N A LY S I S
H U G E AW S
B I L L S
F O L L O W M E : @ A S Z N A J D E R
3. WA R S AW T E A M
C O S T S - D R I V E N
D E V E L O P M E N T
F O L L O W M E : @ A S Z N A J D E R
4. C L O U D S U P P O R T S
I N N O VAT I O N
F O L L O W M E : @ A S Z N A J D E R
5. B U R N I N G
L O T S O F $ $ $
V E RY L O W
AWA R E N E S S
M I S S I N G T E C H N I C A L
K N O W L E D G E
L O W
P R I O R I T Y
F O L L O W M E : @ A S Z N A J D E R
6. F O L L O W M E : @ A S Z N A J D E R
R I G H T
M I N D S E T
I S C R I T I C A L
7. F O L L O W M E : @ A S Z N A J D E R
R E S P O N S I B I L I T Y
D I F F I C U LT
D E C I S I O N S
G E T T I N G
S H * T D O N E
8. F O L L O W M E : @ A S Z N A J D E R
K N O W Y O U R B I L L S
T R A C K
C O S T
D ATA - D R I V E N
A P P R O A C H
9. F O L L O W M E : @ A S Z N A J D E R
A U TO M AT E
P E O P L E A R E
L A Z Y
A U TO M AT I C C O S T
G U A R D S
10. F O L L O W M E : @ A S Z N A J D E R
H O W TO C U T
C O S T S I N P R A C T I C E
11. PAY U P F R O N T
C O S T R E D U C T I O N
S AV E 3 1 - 7 6 %
L O W H A N G I N G
F R U I T
F O L L O W M E : @ A S Z N A J D E R
12. S 3
3 T Y P E S
S M A R T S TO R A G E
I N F R E Q U E N T
A C C E S S
F O L L O W M E : @ A S Z N A J D E R
13. AW S TO O L B O X
U S E R I G H T
TO O L
D B S , C A C H E S . . .
F O L L O W M E : @ A S Z N A J D E R
14. D Y N A M O D B
N O S Q L
K E Y- VA L U E
S TO R E
O N D E M A N D
C A PA C I T Y
F O L L O W M E : @ A S Z N A J D E R
16. N O D E 1
N O D E 2
N O D E 3
Hash Space N1-N2
Hash Space N3-N1 Hash Space N2-N3
C O N S I S T E N T H A S H I N G
N O D E 2
N O D E 3
CustomerId
Timestamp
Count
17. N O D E 1
N O D E 2
N O D E 3
Hash Space N1-N2
Hash Space N3-N1 Hash Space N2-N3
K E Y I S H A S H E D
N O D E 2
N O D E 3
CustomerId
Timestamp
Count
hashValue
h(key)
18. N O D E 1
N O D E 2
N O D E 3
Hash Space N1-N2
Hash Space N3-N1 Hash Space N2-N3
F I N D I N G PA R T I T I O N
N O D E 2
N O D E 3
CustomerId
Timestamp
Count
hashValue
h(key)
N1 < <= N2
19. N O D E 1
N O D E 2
N O D E 3
Hash Space N1-N2
Hash Space N3-N1 Hash Space N2-N3
1 0 0 W C U ! = 1 0 0 W C U
N O D E 2
N O D E 3
Partition WCU = Bought WCU / Partitions Number
20. N O D E 1
N O D E 2
N O D E 3
Hash Space N1-N2
Hash Space N3-N1 Hash Space N2-N3
1 0 0 W C U ! = 1 0 0 W C U
N O D E 2
N O D E 3
Partition WCU = Bought WCU / Partitions Number
33.3 WCU = 100 WCU / 3
21. N O D E 1
N O D E 2
N O D E 3
Hash Space N1-N2
Hash Space N3-N1 Hash Space N2-N3
H O T PA R T I T I O N
N O D E 2
N O D E 3
CustomerId
Timestamp
Count
hashValue
h(key)
N1 < <= N2
100 Writes / sec
Only 33.3 WCU!
22. N O D E 1
N O D E 2
N O D E 3
Hash Space N1-N2
Hash Space N3-N1 Hash Space N2-N3
H O T PA R T I T I O N
N O D E 2
N O D E 3
CustomerId
Timestamp
Count
hashValue
h(key)
N1 < <= N2
100 Writes / sec
Increase to 100 WCU
23. N O D E 1
N O D E 2
N O D E 3
Hash Space N1-N2
Hash Space N3-N1 Hash Space N2-N3
H O T PA R T I T I O N
N O D E 2
N O D E 3
CustomerId
Timestamp
Count
hashValue
h(key)
N1 < <= N2
100 Writes / sec
Increase to 100 WCU
TOTAL COST = Hot Partition WCU * Number of partitions
26. M I S TA K E S C O S T A L O T !
Paid
Used
Paid
Used
= ~100
27. A U TO S C A L I N G
J U S T E N O U G H
R E S O U R C E S
F O L L O W M E : @ A S Z N A J D E R
28. N O D E 2
N O D E 3
R E A L E X A M P L E
Cluster CPU
29. N O D E 2
N O D E 3
TA K I N G A D VA N TA G E
SAVED $$$
Old Cluster CPU
New Cluster CPU
30. P R O B L E M S TO S O LV E
S TAT E L E S S
S E RV I C E
S C A L I N G
S T R AT E G Y
C L U S T E R
M A N A G E M E N T
F O L L O W M E : @ A S Z N A J D E R
31. S P O T I N S TA N C E S
E C 2
M A R K E T
G E N E R A L LY
C H E A P E R
S P I K E S H U R T
F O L L O W M E : @ A S Z N A J D E R
32. B AT C H P R O C E S S I N G
C H E A P
E C 2 L O S S
S AV E PA R T I A L
R E S U LT S
M A C H I N E
L E A R N I N G
F O L L O W M E : @ A S Z N A J D E R
33. P R E D I C T S P I K E S
D I F F I C U LT
B U T P O S S I B L E
U S E D W I S E LY
V E RY P O W E R F U L
F O L L O W M E : @ A S Z N A J D E R
34. A U TO S C A L E
U S I N G S P O T S
U S E R I
A S A B A S E
F O L L O W M E : @ A S Z N A J D E R
S P O T S + A U TO S C A L I N G
35. N O D E 2
N O D E 3
S P O T S + A U TO S C A L I N G
Reserved Instances
Spots
36. L E A R N H O W
D O E S Y O U R
S Y S T E M W O R K
F O L L O W M E : @ A S Z N A J D E R
37. F I N D C O N S T R A I N T S
C P U
M E M O RY
N E T W O R K
F O L L O W M E : @ A S Z N A J D E R
38. F I N D T H E R O O T S O F Y O U R
P R O B L E M S
F O L L O W M E : @ A S Z N A J D E R
39. R E A L E X A M P L E
M AT C H I N G P R O C E S S I N G
Messages
Search Expressions
Matching Messages
41. T H A N K YO U
C A P TA I N
O B V I O U S
F O L L O W M E : @ A S Z N A J D E R
42. Things rarely get stuck because of lack of
time. They get stuck because the doing of
them has not been defined.
David Allen, Getting Things Done
TA K E H O M E
F O L L O W M E : @ A S Z N A J D E R
43. Q U E S T I O N S ?
L E T ' S M E E T !
F O L L O W M E : @ A S Z N A J D E R
45. H T T P S : / / W W W. F L I C K R . C O M / P H O TO S / PA S Z C Z A K 0 0 0 / 1 3 4 4 6 6 0 2 8 4 4 /
H T T P S : / / W W W. F L I C K R . C O M / P H O TO S / E S C H I P U L / 8 3 5 8 0 8 6 4 9 3 /
H T T P S : / / W W W. F L I C K R . C O M / P H O TO S / A I G L E _ D O R E / 2 4 0 6 5 8 3 9 2 9 9 /
H T T P S : / / W W W. F L I C K R . C O M / P H O TO S / S O L D I E R S M E D I A C E N T E R / 11 9 8 6 9 8 9 5 2 3
H T T P S : / / W W W. F L I C K R . C O M / P H O TO S / 3 1 0 2 9 8 6 5 @ N 0 6 / 1 4 8 1 0 9 0 3 2 8 0 /
H T T P S : / / W W W. F L I C K R . C O M / P H O TO S / R E D N U H T / 4 7 9 3 7 0 0 8 8 /
H T T P S : / / W W W. F L I C K R . C O M / P H O TO S / W O O D H E A D / 2 1 2 0 3 3 6 7 0 2 4
H T T P S : / / W W W. F L I C K R . C O M / P H O TO S / V I N O T H C H A N D A R / 5 7 9 3 0 5 9 5 8 0 /
H T T P S : / / W W W. F L I C K R . C O M / P H O TO S / A R T- S A R A H / 5 1 8 1 9 0 4 6 1 5 /
H T T P S : / / W W W. F L I C K R . C O M / P H O TO S / 1 3 2 0 8 4 5 2 2 @ N 0 5 / 1 7 0 8 6 5 7 0 2 1 8 /
H T T P S : / / W W W. F L I C K R . C O M / P H O TO S / C E N T R A L A S I A N / 3 9 8 8 7 5 8 4 4 2 /
H T T P S : / / W W W. F L I C K R . C O M / P H O TO S / O L A F _ S C H R E I B E R / 8 0 3 2 2 6 5 8 2 5 /
H T T P S : / / W W W. F L I C K R . C O M / P H O TO S / Z A P T H E D I N G B AT / 3 6 3 4 8 8 4 1 5 5
H T T P S : / / W W W. F L I C K R . C O M / P H O TO S / M A N O F TA S T E - D E / 9 4 8 3 6 0 2 8 1 7 /
H T T P S : / / W W W. F L I C K R . C O M / P H O TO S / F L O R I A N R I C / 7 2 6 3 3 8 2 5 5 0 /
H T T P S : / / W W W. F L I C K R . C O M / P H O TO S / B R U C E _ A L D R I D G E / 8 3 7 8 9 2 2 3 9 3 /
H T T P S : / / W W W. F L I C K R . C O M / P H O TO S / K 1 L LY R I D 0 L S / 4 5 4 7 8 4 3 6 4 4 /
H T T P S : / / W W W. F L I C K R . C O M / P H O TO S / F I S C H L E R / 6 1 8 1 2 9 5 8 3 8 /
H T T P S : / / W W W. F L I C K R . C O M / P H O TO S / V I L L A G E 9 9 9 1 / 7 5 1 9 4 9 6 6 4 6 /
I M A G E S S O U R C E S