I'm an Infrastructure Developer and this is the story of my Infrastructure. You'll find Infrastructure as Code, Machine Learning, and general experimentation here.
Everything is deployed on Oracle Cloud (free tier) with a Prod/Non prod staging environment. Full Infrastructure as Code, CI/CD, GitOps, Observability as Code, etc.
| Repository | Technology | Buzzwords | Function |
|---|---|---|---|
| IAC-Ansible | Ansible, Bitwarden Secret Management | IaC | Ansible playbooks for configuring hosts, deploying to hosts, and maintaining hosts. |
| IAC-CD | Docker, Grafana | CI/CD, Observability as Code, GitOps | All resources applied to servers, staged and verified automatically before applying to Prod. |
| IAC-CI | GitHub Actions | CI/CD | Reusable GitHub Actions workflows used to facilitate automated deployments. |
| IAC-GitHub | Terraform | GitOps | Configuration for all GitHub repos to enforce standards and best practices. |
| Repository | Model | Function |
|---|---|---|
| ml-tornado-prediction-v2 | 2D CNN | Enriching MIT's TorNet dataset with additional image layers from sweeping GOES weather satellite coverage. |
| ml-tornado-prediction | 3D CNN | Original attempt to improve MIT's TorNet model with a time consideration as an additional axis. |
| ml-tornado-helper | PIP Module | Supporting loader for TorNet projects, leverages S3 and Cloudflare to streamline data gathering. |
| ml-truthradar-training | Transformers (DistilBERT, MiniLM), RF, LR, XGBoost | Large language fine-tuning and supervised learning with real time responses on ARM. |
| ml-jf-prediction | RandomForest, FastText | Recommendation engine based on large data history. |
| ml-deer-identification | CNN | Trail cam identification model for processing inconsistent and abnormal images. |
Everything prefixed with "app-" is an application using the new deployment format.
| Repository | Technology | Function |
|---|---|---|
| app-test-py | Python, Poetry, FastAPI | Test app for deployment pipelines, system, etc. |
WIP Apps, e.g. Paranoia