The most commonly used technology in Generative AI Development:

1. Programming Languages

• Python: Most widely used for AI/ML due to powerful libraries and community support.

• JavaScript/TypeScript: Useful for integrating AI into web apps.

2. AI Frameworks & Libraries

• TensorFlow and PyTorch: For building and training custom AI models.

• Hugging Face Transformers: Pre‑built models for text, vision, and more.

3. Pre‑trained Models & APIs

• OpenAI (GPT, embeddings, multimodal models)

• Google Vertex AI, Anthropic Claude, or similar for ready‑to‑use generative AI.

4. Cloud Platforms

• AWS, Google Cloud, Azure: For scalable compute, storage, and deployment.

5. Data Tools

• Pandas, NumPy for data handling

• SQL/NoSQL databases for structured data

6. Deployment & DevOps

• Docker, Kubernetes for scalable deployment

• CI/CD tools for automated updates