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Vishesh Patel
Junior AI/ML Engineer specializing in Python ML, NLP, and model deployment
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About
Built and productionized a real-time social-media sentiment analysis system used by a marketing team to monitor brand/campaign performance. Experienced in orchestrating LLM workflows with LangChain (validation → prompting → parsing → post-processing), plus monitoring, retraining, and RAG-style retrieval using embeddings/vector stores to keep outputs reliable over time.
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Key Strengths
- Built and deployed a real-time sentiment analysis system for marketing decision support
- Designs modular AI/LLM workflows with clear step boundaries for debuggability and maintainability
- Implements automated data-cleaning pipelines and ongoing model monitoring with retraining triggers
- Pragmatic orchestration approach (avoids over-engineering) across ingestion, preprocessing, modeling, and delivery
- Strong testing and evaluation discipline (unit + end-to-end + edge cases; defined metrics and continuous monitoring)
- Effective collaboration with non-technical stakeholders; translates model outputs into actionable dashboards/labels and iterates via feedback
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