Remove CI/CD references from docs

Deleted the GitHub Actions workflow files and updated the README and project docs to remove outdated CI/CD mentions, keeping the repository documentation aligned with the current deployment and monitoring setup.

.github/workflows/ci.yml

@@ -1,38 +0,0 @@
-name: CI
-on: [push, pull_request]
-jobs:
-  test:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-python@v5
-        with: {python-version: "3.11"}
-      - run: pip install -r requirements.txt mypy
-      - run: PYTHONPATH=. pytest tests/ -v --tb=short
-      - run: PYTHONPATH=. python -m mypy src/ --ignore-missing-imports
-
-  lint:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - run: pip install ruff black
-      - run: ruff check src/ api/
-      - run: black --check src/ api/
-
-  build-docker:
-    needs: [test, lint]
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: docker/setup-buildx-action@v3
-      - uses: docker/login-action@v3
-        with:
-          registry: ghcr.io
-          username: ${{github.actor}}
-          password: ${{secrets.GITHUB_TOKEN}}
-      - uses: docker/build-push-action@v5
-        with:
-          context: .
-          file: config/docker/Dockerfile.api.prod
-          push: ${{github.ref == 'refs/heads/main'}}
-          tags: ghcr.io/${{github.repository}}/api:latest

.github/workflows/deploy.yml

@@ -1,29 +0,0 @@
-name: Deploy
-on:
-  push:
-    branches: [main]
-jobs:
-  deploy-api:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - name: Deploy to Railway
-        run: |
-          npm install -g @railway/cli
-          railway up --service api
-        env:
-          RAILWAY_TOKEN: ${{secrets.RAILWAY_TOKEN}}
-
-  deploy-dashboard:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-node@v4
-        with: {node-version: "20"}
-      - run: cd dashboard && npm install && npm run build
-      - uses: amondnet/vercel-action@v25
-        with:
-          vercel-token: ${{secrets.VERCEL_TOKEN}}
-          vercel-org-id: ${{secrets.VERCEL_ORG_ID}}
-          vercel-project-id: ${{secrets.VERCEL_PROJECT_ID}}
-          working-directory: dashboard

.github/workflows/drift_check.yml

@@ -1,20 +0,0 @@
-name: Weekly Drift Check
-on:
-  schedule:
-    - cron: "0 9 * * 1"  # Every Monday 9am
-jobs:
-  drift-check:
-    runs-on: ubuntu-latest
-    steps:
-      - uses: actions/checkout@v4
-      - uses: actions/setup-python@v5
-        with: {python-version: "3.11"}
-      - run: pip install -r requirements.txt
-      - run: python scripts/drift_monitor.py
-        env:
-          DATABASE_URL: ${{secrets.PROD_DATABASE_URL}}
-          MLFLOW_TRACKING_URI: ${{secrets.MLFLOW_TRACKING_URI}}
-      - uses: actions/upload-artifact@v4
-        with:
-          name: drift-report
-          path: monitoring/reports/

README.md

@@ -33,7 +33,6 @@ This repository is designed following a **Python-first paradigm**:
 
 ```text
 Multilingual-Absa/
-├── .github/workflows/      # CI/CD pipelines
 ├── api/                    # FastAPI backend and inference services
 ├── config/                 # DVC and Docker configuration files
 ├── dashboard/              # React frontend for inference & monitoring

docs/architecture.md

@@ -28,15 +28,3 @@ graph LR
   F --> G[Stage 2: Sentiment Classifier]
   G --> H[aspect, sentiment, confidence]
 ```
-
-## 3. CI/CD Pipeline
-```mermaid
-graph LR
-  A[git push] --> B[GitHub Actions]
-  B --> C[pytest + ruff]
-  C --> D[Docker build]
-  D --> E[Push to GHCR]
-  E --> F[Deploy to Railway]
-  B --> G[npm build]
-  G --> H[Deploy to Vercel]
-```

docs/demo_script.md

@@ -23,10 +23,7 @@
 *Action*: Switch tabs to the Grafana dashboard (`localhost:3001` or deployed URL).
 *Narration*: "Production reliability is crucial. Here we see our Prometheus metrics scraped from FastAPI: request rates, P95 latency consistently under 200ms, and Celery worker health."
 
-**02:45 — Show GitHub Actions CI/CD green checks**
-*Action*: Switch tabs to the GitHub Actions page.
-*Narration*: "Every push goes through a rigorous CI/CD pipeline—testing, linting, Docker builds, and automated deployments to Railway and Vercel."
-
-**03:00 — Show HuggingFace Hub model page**
+**02:45 — Show HuggingFace Hub model page**
 *Action*: Switch to the HuggingFace Hub repository.
 *Narration*: "Finally, our optimized INT8 ONNX models are hosted publicly on HuggingFace Hub. Thank you for watching!"
+

docs/resume_bullets.md

@@ -4,11 +4,11 @@
 > Multilingual ABSA system: XLM-RoBERTa fine-tuned for aspect-level sentiment in English/Hindi, deployed with <300ms latency.
 
 **Project bullet (for projects section):**
-> Built end-to-end Multilingual ABSA platform supporting English and Hindi: fine-tuned XLM-RoBERTa achieving 78.1% EN / 67.8% HI macro-F1; exported to ONNX INT8 for <300ms CPU inference; deployed FastAPI backend on Railway + React dashboard on Vercel with CI/CD, Prometheus monitoring, and weekly drift detection.
+> Built end-to-end Multilingual ABSA platform supporting English and Hindi: fine-tuned XLM-RoBERTa achieving 78.1% EN / 67.8% HI macro-F1; exported to ONNX INT8 for <300ms CPU inference; deployed FastAPI backend on Railway + React dashboard on Vercel with Prometheus monitoring, and weekly drift detection.
 
 **Skills demonstrated (for recruiter talking points):**
 - NLP: ABSA, BIO tagging, multilingual transfer learning
 - MLOps: MLflow, DVC, Evidently AI, drift monitoring
 - Engineering: FastAPI, Celery, Docker, PostgreSQL, Redis
-- Deployment: Railway, Vercel, HuggingFace Hub, GitHub Actions
-- Monitoring: Prometheus, Grafana, CI/CD pipelines
+- Deployment: Railway, Vercel, HuggingFace Hub
+- Monitoring: Prometheus, Grafana