**feat(models): add scripts for model compression, bundling, and optimization**

- Added new scripts under `brainy-models-package/scripts`:
  - **`compress-models.js`**: Implements model compression with float16 and int8 precision to create optimized variants of Universal Sentence Encoder models.
  - **`download-full-models.js`**: Downloads the complete Universal Sentence Encoder model for offline usage.
  - **`download-model.js`**: Downloads reference files for TensorFlow Hub-based Universal Sentence Encoder.

- Introduced a demonstration script:
  - **`demo-optional-model-bundling.js`**: Highlights the solution of bundling models to eliminate network dependency, ensuring reliability and offline capability.

- Key Features:
  - **Compression**:
    - Reduced model size with float16 (balanced precision and size) and int8 (low-memory environments) options.
    - Generated compression summaries for quick insights into model variants and saved space.
  - **Offline Reliability**:
    - Bundled versions eliminate first-load delays, network dependencies, and failures.
    - Ensures rapid initialization in offline and memory-constrained scenarios.
  - **Dynamic Optimization**:
    - Tailored optimization profiles for various use cases: general, low-memory, and high-performance.
  - **Demonstration and Documentation**:
    - Comprehensive demo showcasing benefits of bundled models over online loading.
    - Examples for usage, testing, and integration with Brainy.

**Purpose**: Introduce essential scripts and tools to enable efficient, offline-ready model usage, streamlining the embedding workflow while ensuring reliability in production and resource-constrained environments.

brainy-models-package/tsconfig.json

@@ -0,0 +1,29 @@
+{
+  "compilerOptions": {
+    "target": "ES2022",
+    "module": "ESNext",
+    "moduleResolution": "node",
+    "lib": ["ES2022"],
+    "outDir": "./dist",
+    "rootDir": "./src",
+    "strict": true,
+    "esModuleInterop": true,
+    "skipLibCheck": true,
+    "forceConsistentCasingInFileNames": true,
+    "declaration": true,
+    "declarationMap": true,
+    "sourceMap": true,
+    "removeComments": false,
+    "allowSyntheticDefaultImports": true,
+    "resolveJsonModule": true
+  },
+  "include": [
+    "src/**/*"
+  ],
+  "exclude": [
+    "node_modules",
+    "dist",
+    "test",
+    "scripts"
+  ]
+}