AI/ML Developer
3 days ago
AI/ML Developer Roles and Responsibilities
1. AI Agent & Automation Development
- Design, build, and deploy AI-driven agents and automation systems for internal operations and client use cases.
- Integrate AI models (OpenAI, Anthropic, Hugging Face, etc.) into applications or workflows.
- Develop autonomous or semi-autonomous agents capable of decision-making, data retrieval, and process execution.
2. Machine Learning Model Development
- Collect, preprocess, and analyze datasets for model training and evaluation.
- Build, fine-tune, and deploy machine learning models (classification, regression, NLP, computer vision, etc.).
- Optimize models for accuracy, latency, and scalability.
3. API & System Integration
- Work with APIs (REST, WebSocket, etc.) to integrate AI models with existing systems or third-party tools.
- Develop backend logic for AI-powered features (e.g., chatbots, predictive analytics, recommendation engines).
4. Data Engineering & Pipeline Management
- Create data pipelines for training and inference workflows.
- Ensure data integrity, security, and performance optimization.
- Automate repetitive ML tasks using orchestration tools or Python scripts.
5. Research & Experimentation
- Explore and evaluate new AI frameworks, LLMs, and vector databases (like LangChain, Pinecone, or FAISS).
- Conduct experiments to improve model performance or reduce inference costs.
- Stay updated with the latest trends in generative AI and MLOps.
6. Deployment & Monitoring
- Deploy models to production using cloud services (AWS, GCP, Azure, or local servers).
- Monitor model performance and retrain when necessary.
- Implement logging, monitoring, and continuous improvement practices.
7. Collaboration & Documentation
- Work closely with product, data, and engineering teams to deliver AI-powered features.
- Document model architecture, code, and implementation details for scalability.
- Communicate progress and results to non-technical stakeholders.
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