Battling Drug Cartels with Big Data Using Lumify
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All Things Open 2014 - Day 1 Wednesday, October 22nd, 2014 Charlie Greenbacker Director of Data Science for Altamira Technologies Corporation Big Data Battling Drug Cartels with Big Data Using Lumify Find more by Charlie here: http://www.slideshare.net/CharlieGreenbacker
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Title: DEI Challenges and Success
Abstract: In today's world, many companies and organizations have Diversity, Equity and Inclusion (DEI) communities. Red Hat Unidos is a DEI community focused on advocating for the Hispanic/Latine community. In this talk, we would like to share our challenges and success during the past 4-years and plans for the future.
Find more info about All Things Open:
On the web: https://www.allthingsopen.org/
Twitter: https://twitter.com/AllThingsOpen
LinkedIn: https://www.linkedin.com/company/all-things-open/
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Threads: https://www.threads.net/@allthingsopen
2023 conference: https://2023.allthingsopen.org/
Scaling Web Applications with Background
Presented at All Things Open 2023
Presented by Lydia Cupery - HubSpot
Title: Scaling Web Applications with Background Jobs: Takeaways from Generating a Huge PDF
Abstract: Do you need to perform time-consuming or CPU-intensive processes in your web application but are concerned about performance? That’s where background jobs come in. By offloading resource-intensive tasks to separate worker processes, you can improve the scalability of your web application.
In this talk, I'll share my experience of using background jobs to scale our web application. I'll discuss the challenges my team faced that led us to adopt background jobs. Then, I'll share practical tips on how to design background jobs for CPU-intensive or time-consuming processes, such as generating huge PDFs and batch emailing. I'll wrap up by going over the performance and cost tradeoffs of background jobs.
I'll use Typescript, Express, and Heroku as examples in this talk, but the concepts and best practices that I'll share are applicable to other languages and tools.
Find more info about All Things Open:
On the web: https://www.allthingsopen.org/
Twitter: https://twitter.com/AllThingsOpen
LinkedIn: https://www.linkedin.com/company/all-things-open/
Instagram: https://www.instagram.com/allthingsopen/
Facebook: https://www.facebook.com/AllThingsOpen
Mastodon: https://mastodon.social/@allthingsopen
Threads: https://www.threads.net/@allthingsopen
2023 conference: https://2023.allthingsopen.org/
Supercharging tutorials with WebAssembly
Presented at All Things Open 2023
Presented by Robert Aboukhalil - CZI
Title: Supercharging tutorials with WebAssembly
Abstract: sandbox.bio is a free platform that features interactive command-line tutorials for bioinformatics. This talk is a deep-dive into how sandbox.bio was built, with a focus on how WebAssembly enabled bringing command-line tools like awk and grep to the web. Although these tools were originally written in C/C++, they all run directly in the browser, thanks to WebAssembly! And since the computations run on each user's computer, this makes the application highly scalable and cost-effective.
Along the way, I'll discuss how WebAssembly works and how to get started using it in your own applications. The talk will also cover more advanced WebAssembly features such as threads and SIMD, and will end with a discussion of WebAssembly's benefits and pitfalls (it's a powerful technology, but it's not always the right tool!).
Find more info about All Things Open:
On the web: https://www.allthingsopen.org/
Twitter: https://twitter.com/AllThingsOpen
LinkedIn: https://www.linkedin.com/company/all-things-open/
Instagram: https://www.instagram.com/allthingsopen/
Facebook: https://www.facebook.com/AllThingsOpen
Mastodon: https://mastodon.social/@allthingsopen
Threads: https://www.threads.net/@allthingsopen
2023 conference: https://2023.allthingsopen.org/
Using SQL to Find Needles in Haystacks
Presented at All Things Open 2023
Presented by K.S. Bhaskar - YottaDB LLC
Title: Using SQL to Find Needles in Haystacks
Abstract: Database journal files capture every update to a database. A database of a few hundred GB can generate GBs worth of journal files every minute at busy times. Troubleshooting and forensices, especially of rare and intermittent problems, such as which process made what update and when, is an exercise of finding needles in haystacks. A similar problem exists with syslogs. A solution is to load the journal files and syslogs into a database, and use SQL to query the database. Bhaskar will present and demonstrate this with a 100% FOSS stack.
Find more info about All Things Open:
On the web: https://www.allthingsopen.org/
Twitter: https://twitter.com/AllThingsOpen
LinkedIn: https://www.linkedin.com/company/all-things-open/
Instagram: https://www.instagram.com/allthingsopen/
Facebook: https://www.facebook.com/AllThingsOpen
Mastodon: https://mastodon.social/@allthingsopen
Threads: https://www.threads.net/@allthingsopen
2023 conference: https://2023.allthingsopen.org/
Configuration Security as a Game of Pursuit Intercept
Presented at All Things Open 2023
Presented by Wes Widner - Automox
Title: Configuration Security as a Game of Pursuit Intercept
Abstract: In this session we will take a look at the emerging field of cloud security posture management and how we can approach the problem space using a class of board games known as pursuit/intercept. Using the game Scotland Yard as a visual illustration we'll explore the cognitive and technical limitations that all CSPM systems face and what you should look for when evaluating the strengths and weakness of CSPM vendors and approaches.
Find more info about All Things Open:
On the web: https://www.allthingsopen.org/
Twitter: https://twitter.com/AllThingsOpen
LinkedIn: https://www.linkedin.com/company/all-things-open/
Instagram: https://www.instagram.com/allthingsopen/
Facebook: https://www.facebook.com/AllThingsOpen
Mastodon: https://mastodon.social/@allthingsopen
Threads: https://www.threads.net/@allthingsopen
2023 conference: https://2023.allthingsopen.org/
Scaling an Open Source Sponsorship Program
Presented at All Things Open 2023
Presented by Carol Huang & Mike Fix - Stripe
Title: Scaling an Open Source Sponsorship Program
Abstract: We already know this: the open-source ecosystem needs further monetary investment from the companies that benefit most from it. Likewise, companies say they want to participate in these initiatives, but find it hard to dedicate resources to open source funding when there isn’t a clear ROI.
This talk discusses how the Open Source Program Office at Stripe built a scalable, sustainable open source sponsorship model that aligns internal company incentives with those of open source maintainers and the community at large. We go over the unique “platformization” of our OSPO that allowed us to create multiple funding models, such as BYOB (Bring Your Own Budget), and share lessons learned from this experience as well as other OSPOs.
Find more info about All Things Open:
On the web: https://www.allthingsopen.org/
Twitter: https://twitter.com/AllThingsOpen
LinkedIn: https://www.linkedin.com/company/all-things-open/
Instagram: https://www.instagram.com/allthingsopen/
Facebook: https://www.facebook.com/AllThingsOpen
Mastodon: https://mastodon.social/@allthingsopen
Threads: https://www.threads.net/@allthingsopen
2023 conference: https://2023.allthingsopen.org/
Build Developer Experience Teams for Open Source
Presented at All Things Open 2023
Presented by Arundeep Nagaraj - Amazon Web Services (AWS)
Title: Build Developer Experience Teams for Open Source
Abstract: Open Source has become the default strategy for many IT organizations and Enterprises. However, the constant challenge with Open Source leaders of these organizations has been -
How is my product's developer experience?
Is this the right metric to track?
How can I scale my team to support our products better?
How can I add automation to scale redundant workflows?
If my product involves working with developers, how can I scale to the complexity of the requests and reduce Engineering bandwidth?
The challenges within support of open source products continues to magnify depending on the end user persona whether they are consumers or contributors to your product. Consumers utilize your product, SDK's and API's and are blocked with using it or run into issues, whereas contributors are advanced users of your software that understands the codebase to provide a meaningful contribution back to the product.
The answer to the above is to look at Open Source support as a first-class citizen of your corporate support strategy. To employ the right level of developer focused support as opposed to traditional infrastructure based support is key to scale to the amount of developers using your product. Supporting customers in the open involves more than pure support - building customer / developer experiences (DX) in the open (across platforms and communities) that pivots over the ability of your product's users or developers to be focused on the end-to-end value add. This helps with your active developer growth and retention of users.
Key Takeaways:
- IT leaders of Open Source will learn to employ strategies to build a DX team that engages on multiple platforms
- Work on identifying accurate metrics for product and organization
- Innovate on platforms such as Discord to build a bot and a dashboard
- Ability to leverage customer feedback and iterate over the customer success flywheel
- Distinguish between DX and Developer Advocacy (DA)
Find more info about All Things Open:
On the web: https://www.allthingsopen.org/
Twitter: https://twitter.com/AllThingsOpen
LinkedIn: https://www.linkedin.com/company/all-things-open/
Instagram: https://www.instagram.com/allthingsopen/
Facebook: https://www.facebook.com/AllThingsOpen
Mastodon: https://mastodon.social/@allthingsopen
Threads: https://www.threads.net/@allthingsopen
2023 conference: https://2023.allthingsopen.org/
Deploying Models at Scale with Apache Beam
Presented at All Things Open 2023
Presented by Danny McCormick - Google
Title: Deploying Models at Scale with Apache Beam
Abstract: Apache Beam is an open source tool for building distributed scalable data pipelines. This talk will explore how Beam can be used to perform common machine learning tasks, with a heavy focus on running inference at scale. The talk will include a demo component showing how Beam can be used to deploy and update models efficiently on both CPUs and GPUs for inference workloads.
An attendee can expect to leave this talk with a high level understanding of Beam, the challenges of deploying models at scale, and the ability to use Beam to easily parallelize their inference workloads.
Find more info about All Things Open:
On the web: https://www.allthingsopen.org/
Twitter: https://twitter.com/AllThingsOpen
LinkedIn: https://www.linkedin.com/company/all-things-open/
Instagram: https://www.instagram.com/allthingsopen/
Facebook: https://www.facebook.com/AllThingsOpen
Mastodon: https://mastodon.social/@allthingsopen
Threads: https://www.threads.net/@allthingsopen
2023 conference: https://2023.allthingsopen.org/
Sudo – Giving access while staying in control
Presented at All Things Open 2023
Presented by Peter Czanik - One Identity
Title: Sudo – Giving access while staying in control
Abstract: Sudo is used by millions to control and log administrator access to systems, but using the default configuration only, there are plenty of blind spots. Using the latest features in sudo let you watch some previously blind spots and control access to them. Here are four major new features, which arrived since the 1.9.0 release, allowing you see your blind spots:
- configuring a working directory or chroot within sudo often makes full shell access redundant
- JSON-formatted logs give you more details on events and are easier to act on
- relays in sudo_logsrvd make session recording collection more secure and reliable
- you can log and control sub-commands executed by the command run through sudo
Let us take a closer look at each of these.
Previously, there were quite a few situations where you had to give users full shell access through sudo. Typical examples include when you need to run a command from a given directory, or running commands in a chroot environment. You can now configure the working directory or the chroot directory and give access only to the command the user really needs.
Logging is a central role of sudo, to see who did what on the system. Using JSON-formatted log messages gives you even more information about events. What is even more: structured logs are easier to act on. Setting up alerting for suspicious events is much easier when you have a single parser to configure for any kind of sudo logs. You can collect sudo logs not only by local syslog, but also by using sudo_logsrvd, the same application used to collect session recordings.
Speaking of session recordings: instead of using a single central server, you can now have multiple levels of sudo_logsrvd relays between the client and the final destination. This allows session collection even if the central server is unavailable, providing you with additional security. It also makes your network configuration simpler.
Finally, you can log sub-commands executed from the command started through sudo. You can see commands started from a shell. No more unnoticed shell access from text editors. Best of all: you can also intercept sub-commands.
These are just a few of the most prominent features helping you to watch and control previous blind spots on your systems. See these and other possibilities in action in some live demos during our presentation.
Find more info about All Things Open:
On the web: https://www.allthingsopen.org/
Twitter: https://twitter.com/AllThingsOpen
LinkedIn: https://www.linkedin.com/company/all-things-open/
Instagram: https://www.instagram.com/allthingsopen/
Facebook: https://www.facebook.com/AllThingsOpen
Mastodon: https://mastodon.social/@allthingsopen
Threads: https://www.threads.net/@allthingsopen
2023 conference: https://2023.allthingsopen.org/
Fortifying the Future: Tackling Security Challenges in AI/ML Applications
Presented at All Things Open 2023
Presented by Christine Abernathy - F5, Inc.
Title: Fortifying the Future: Tackling Security Challenges in AI/ML Applications
Abstract: As Artificial Intelligence (AI) and Machine Learning (ML) applications continue to surge, it is crucial to be aware of and address the security risks associated with these technologies. In this talk, Christine will explore AI/ML failure modes, threats, and mitigation strategies. She will guide you through the fundamentals of ML models then introduce you to key security challenges such as adversarial attacks, data poisoning, model inversion, model stealing, and membership inference attacks, using real-world examples to demonstrate their potential impact.
Christine will also discuss privacy and ethical considerations in ML, touching upon techniques like federated learning and shedding light on the current regulatory landscape surrounding security risks. If you are developing AI/ML applications or incorporating AI/ML components into your technology stack, check out this talk. You will walk away with a deeper understanding of the current AI/ML security landscape and a toolkit to help you address these risks, enabling you to build safer, more secure, and privacy-aware applications.
Find more info about All Things Open:
On the web: https://www.allthingsopen.org/
Twitter: https://twitter.com/AllThingsOpen
LinkedIn: https://www.linkedin.com/company/all-things-open/
Instagram: https://www.instagram.com/allthingsopen/
Facebook: https://www.facebook.com/AllThingsOpen
Mastodon: https://mastodon.social/@allthingsopen
Threads: https://www.threads.net/@allthingsopen
2023 conference: https://2023.allthingsopen.org/
Securing Cloud Resources Deployed with Control Planes on Kubernetes using Gov...
Presented at All Things Open 2023
Presented by Carlos Santana - AWS
Title: Securing Cloud Resources Deployed with Control Planes on Kubernetes using Governance and Policy as Code
Abstract: Are you concerned about the security of your cloud resources deployed on Kubernetes? Are you struggling to ensure compliance with regulatory requirements while managing your cloud infrastructure? If yes, then this talk is for you!
We will discuss how to secure cloud resources deployed with Crossplane on Kubernetes using Governance and Policy as Code. We will explore how to leverage Governance and Policy as Code tools like Rego, Kyverno, and OPA to ensure security and compliance.
By the end of this talk, you will have a better understanding of the challenges associated with securing cloud resources deployed with Crossplane or ACK on Kubernetes, the importance of Governance and Policy as Code in ensuring security and compliance, and why it is critical to use open source and open standards in these technologies.
Find more info about All Things Open:
On the web: https://www.allthingsopen.org/
Twitter: https://twitter.com/AllThingsOpen
LinkedIn: https://www.linkedin.com/company/all-things-open/
Instagram: https://www.instagram.com/allthingsopen/
Facebook: https://www.facebook.com/AllThingsOpen
Mastodon: https://mastodon.social/@allthingsopen
Threads: https://www.threads.net/@allthingsopen
2023 conference: https://2023.allthingsopen.org/
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Battling Drug Cartels with Big Data Using Lumify
- 1. photo credit: “Journalists Protest against rising violence during march in Mexico” by Knight Founda>on (h@ps://flic.kr/p/9u8uRW) CC-‐BY-‐SA 2.0 Battling Drug Cartels with Big Data using Lumify Charlie Greenbacker @greenbacker
- 2. Previously Worked For Father / Son Individuals Supporting the Narcotics Trafficking Activities of the SINALOA CARTEL and/or ESPARRAGOZA MORENO Colombian Businesses Individuals Acting on Behalf of Hugo CUELLAR HURTADO and/or John Fredy CUELLAR SILVA Mexican Businesses Colombian and Mexican Family Members Located at Av. Prolongacion Vallarta No. 600, Zona Centro, Tlajomulco de Zuniga, Jalisco C.P. 45640, Mexico SINALOA CARTEL Leaders (Previously-Designated) Hugo CUELLAR HURTADO DOB 18 May 1947; POB Florencia, Caqueta, Colombia Cedula No. 17622278 (Colombia) C.U.R.P. CUHH470518HNELRG00 (Mexico) John Fredy CUELLAR SILVA DOB 17 May 1976; POB Florencia, Caqueta, Colombia Cedula No. 79904164 (Colombia) R.F.C. CUSJ760517HNE (Mexico) Ofelia Margarita MIRAMONTES GUTIERREZ DOB 24 Apr 1968 POB Guadalajara, Jalisco, Mexico C.U.R.P. MIGO680424MJCRTF03 (Mexico) Jenny Johanna CUELLAR SILVA DOB 11 Jul 1980 POB Florencia, Caqueta, Colombia Cedula No. 52708729 (Colombia) Victor Hugo CUELLAR SILVA DOB 18 Oct 1985 POB Bogota, Colombia Cedula No. 1032359750 (Colombia) Gabriela AMARILLAS LOPEZ DOB 21 Sep 1979 POB Culiacan, Sinaloa, Mexico C.U.R.P. AALG790921MSLMPB09 (Mexico) Lucy Amparo VARGAS NUNEZ DOB 26 Mar 1958 POB San Pedro, Valle, Colombia Cedula No. 38858512 (Colombia) The CUELLAR HURTADO Network operates in Colombia and Mexico. It is primarily invested in agricultural companies and pawn shops. COOPERATIVA AVESTRUZ CUEMIR, S.C. DE R.L. DE C.V. AGRICOLA Y GANADERA CUEMIR, S.P.R. DE R.I. Juan Jose ESPARRAGOZA MORENO (a.k.a. "El Azul") Dual Colombian/ Mexican Nationals Ismael ZAMBADA GARCIA (a.k.a. "El Mayo") Joaquin GUZMAN LOERA (a.k.a. "El Chapo") U.S. Department of the Treasury Office of Foreign Assets Control Foreign Narcotics Kingpin Designation Act February 2014 SINALOA CARTEL Leonidas VARGAS VARGAS (Major Medellin Cartel Drug Trafficker Murdered in Madrid, Spain - 2009) (Not Designated) Mexican authorities arrested Guzman Loera on February 22, 2014 in Mazatlan, Sinaloa. 1.usa.gov/1qORIWu
- 3. Information Overload photo credit: “Paperwork 2” by Issac Bowen (h@ps://flic.kr/p/5ccdaS) CC-‐BY-‐SA 2.0
- 4. Collaboration is Hard photo credit: "Jigsaw puzzling at OCP" by Artaxerxes (h@ps://flic.kr/p/5ccdaS) CC-‐BY-‐SA 3.0
- 5. Budgets Don’t Scale photo credit: “Usa na>onal debt 20 April 2012” by Valugi (h@p://bit.ly/1jrvVBC) CC-‐BY-‐SA 3.0
- 7. Law Enforcement photo credit: “CID agent at crime scene” by US Army (h@p://bit.ly/1wH13mY) Public Domain
- 8. Business Analysts photo credit: “Numbers And Finance” by Ken Teegardin (h@ps://flic.kr/p/9rn9Yh) CC-‐BY-‐SA 2.0
- 9. Intelligence Analysts photo credit: “FBI Analyst” by FBI (h@p://bit.ly/1Cl3I7Q) Public Domain
- 10. Research Staff photo credit: “A researcher at The Na>onal Archives in Kew” by the UK Na>onal Archives (h@p://bit.ly/1n9dhR8) CC-‐BY 3.0
- 11. Built on scalable open source tech Hadoop CDH 4 Accumulo Elas>cSearch tesseract CLAVIN CMU Sphinx OpenNLP OpenCV ffmpeg Storm Secure Graph (securegraph.org)
- 12. Key Concepts in Lumify structure for organizing information (i.e., your data model) Ontology any “thing” you want to represent (e.g., person, place, event) Entities a link between two entities (e.g., leader of, works for, sibling of) Relationships data about an entity (e.g., first name, last name, date of birth) Properties collection of entities and the relationships between them Graph
- 13. Cell-‐level Security in Lumify Joaquin Guzman Loera DOB: 1957-04-04 POB: Badiraguarto Nationality: Mexican Founded: 2010-01-11 Location: Mexico City Employees: 121 Zarka de Mexico
- 14. Text Extrac>on in Lumify video text docs structured data images OCR tesseract audio CMU Sphinx CMU Sphinx OCR tesseract extractor
- 15. Text Enrichment in Lumify • Apache OpenNLP • Named Entity Recognition • CLAVIN • Geospatial Entity Resolution
- 16. Geospa>al Data in Lumify geotags & coordinates in database records, metadata, etc. Structured Data location fields & addresses in spreadsheets, etc. Semi-structured Data place names mentioned in text documents Unstructured Data