Must-Have Skills
- Proven experience building and deploying fine-tuned LLMs in production environments.
- Hands-on experience with Google Vertex AI and Gemini models.
- Experience performing Supervised Fine-Tuning (SFT) using LoRA adapters.
- Strong expertise in creating and validating JSONL training datasets.
- Experience building multi-source training data pipelines using structured and unstructured data.
- Ability to troubleshoot model-tuning issues, including overfitting, underfitting, data imbalance, and model drift.
- Experience with vector embeddings, semantic search, and Retrieval-Augmented Generation (RAG) architectures.
- Strong C# and .NET development skills.
- Experience developing ASP.NET Core REST APIs.
- Hands-on experience with React and modern JavaScript frontends.
- Strong SQL skills and experience integrating Oracle and SQL Server databases.
- Experience with MongoDB Atlas and Vector Search.
- Google Cloud Platform (Google Cloud Platform) experience, including Vertex AI and Cloud Storage.
- Experience with Docker, CI/CD pipelines, GitHub Actions, and containerized deployments.
- Ability to troubleshoot cloud infrastructure, networking, deployment, and database connectivity issues.
- Proven ability to manage projects independently from design through production deployment.
Nice-to-Have Skills
- Experience with Gemini 2.5 Flash.
- Experience implementing lightweight classifier models for AI routing and orchestration.
- Familiarity with text-embedding-005.
- Knowledge of two-pass continuous fine-tuning methodologies.
- Experience with training data provenance tracking and audit trails.
- Experience implementing real-time AI response streaming using Server-Sent Events (SSE).
- Familiarity with Vite, PrimeReact, or similar frontend frameworks.
- Experience with model versioning, rollback strategies, and endpoint lifecycle management.
- Previous experience building AI-powered chat assistants or conversational applications.
- Experience optimizing AI latency, token consumption, and inference costs.
Industry:
AI & Machine Learning