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Tag: Azure

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

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

The Big Data SIEM

Posted on December 11, 2024May 19, 2025 By Tyler G.
The Big Data SIEM

You’ve just gotten into the office on a Monday and your CISO has pulled you into a meeting. The board has decided you’re moving your SIEM off of Splunk (Elastic, Rapid7, etc.) to save money…

Azure, Case Study, Cloud, Security

Azure Databricks: Training Machine Learning Models in an Industrial Production Environment

Posted on April 10, 2024May 20, 2024 By Tyler G.
Azure Databricks: Training Machine Learning Models in an Industrial Production Environment

A case study and recommended Azure cloud architecture, designed to enrich data and train machine learning models with industrial IoT production data.

Azure, Case Study, Cloud, Machine Learning

Case Study: Hybrid Azure Cloud Environment for On-Premises Machine Learning

Posted on March 8, 2024May 19, 2024 By Tyler G.
Case Study: Hybrid Azure Cloud Environment for On-Premises Machine Learning

A case study and simple hybrid (public/private) cloud architecture, designed to join Azure capabilities with on-premises computing clusters.

Azure, Case Study, Cloud

AZ-104: Preparation & Exam Advice

Posted on November 10, 2023May 19, 2024 By Tyler G.
AZ-104: Preparation & Exam Advice

Resources, tools and advice with the benefit of hindsight having recently passed the AZ-104.

Cloud, Training Review

$ 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

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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