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Applied Research

Category: Linux

Deploying Locally Trained LLM & ML Assets to Azure

Posted on May 19, 2025May 20, 2025 By Tyler G.
Deploying Locally Trained LLM & ML Assets to Azure

Despite the advantages to leveraging the Azure AI Marketplace for some use cases, there are many scenarios in which performing Fine-Tuning, Deep Learning and MLops on your local hardware is preferable to performing the same in the cloud. In my experience, this often includes one or more of the following:  Now, my prediction is that…

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AI, Azure, Docker, Linux, LLM, Machine Learning

The Big Data SIEM: Storage in Azure

Posted on March 25, 2025April 25, 2025 By Tyler G.
The Big Data SIEM: Storage in Azure

In the previous article (The Big Data SIEM: Ingestion Layer with Azure) we establish a baseline of principles with which to ingest data at the multiple petabyte per day scale. Though many aspects align to lessons learned in review of Azure’s Well Architected Framework(WAF), we include our recommendations for API client calls, data transformations, team…

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Azure, Case Study, Cloud, Docker, Linux, Security

Babel — A High Performance Dummy Data Load Generator

Posted on February 16, 2025April 25, 2025 By Tyler G.
Babel — A High Performance Dummy Data Load Generator

A common concern while exploring new architectural designs, concepts or technologies, is sourcing data which is similar enough to the live data you will be ingesting. Though there are tons of dummy datasets out there, they generally lack the specificity, depth or volume required for comprehensive testing of enterprise scale solutions — namely at the…

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Cloud, Docker, Linux

Update to the Dark Web Crawler

Posted on February 10, 2025May 19, 2025 By Tyler G.
Update to the Dark Web Crawler

Back in June 2024, I wrote a post about a homelab project I had started, which aimed to characterize the dark web. The project was ultimately a success, achieving an average of ~75k .onion v3 resources located (verified & enriched) per 24 hours, over a 6 day “final” trial period. This was roughly 10x the…

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Case Study, Linux, OSINT, Privacy, Security

The Big Data SIEM: Ingestion Layer with Azure

Posted on December 17, 2024April 25, 2025 By Tyler G.
The Big Data SIEM: Ingestion Layer with Azure

In our previous article (The Big Data SIEM), we opened the series with a tongue and cheek scenario, a detailed use-case and general overview of the basic four layers to the big-data SIEM as we (Tyson Barber and Tyler G.) like to frame them in the minds of decision makers on these types of projects….

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Azure, Case Study, Cloud, Docker, Linux, Walkthroughs

Creating Your First Docker-Compose (YAML) File

Posted on October 11, 2023November 20, 2023 By Tyler G.
Creating Your First Docker-Compose (YAML) File

A strait-forward guide to create and deploy your first Docker Compose (YAML) file. Features two networks, three containers and data persistence.

Cloud, Docker, Linux, Tutorial

Pop!_OS as a Daily Driver

Posted on September 7, 2023November 9, 2023 By Tyler G.
Pop!_OS as a Daily Driver

Recommendations and review of Pop!_OS (by System76) after 4 years of use as my daily driver.

Linux, Privacy, Security

$ whoami

Posted on August 20, 2023May 19, 2025 By Tyler G.
$ whoami

$ whoami: A general, high-level overview of the career, goals and direction of the author.

Cloud, Docker, Linux

OnionShare

Posted on August 8, 2023November 9, 2023 By Tyler G.
OnionShare

An introduction and walk-through of one of the most commonly overlooked and little known Onion Network tools.

Linux, Privacy, Security, Tutorial

Your First Virtual Machine (with Kali Linux)

Posted on July 17, 2023November 9, 2023 By Tyler G.
Your First Virtual Machine (with Kali Linux)

A step-by-step tutorial on setting up your first virtual machine with Kali Linux in 2023.

Linux, Tutorial

Recent Posts

  • Deploying Locally Trained LLM & ML Assets to Azure
  • Indigo LLM – The RAG & ETL
  • Indigo LLM
  • The Big Data SIEM: Storage in Azure
  • Babel — A High Performance Dummy Data Load Generator

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