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Tejal Mane

Mid-level Machine Learning Engineer specializing in GenAI, LLMs, and real-time ML systems

Moundsville, WVAI Engineer4 years experienceMid-LevelTechnologyIT ServicesConsulting
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About

Built and deployed a production long-form article summarization system using BART/T5/PEGASUS, tackling real-world constraints like token limits, latency/quality tradeoffs, and factual drift via chunking/merge logic and constrained decoding. Uses pragmatic Python-based pipeline orchestration (scheduled jobs, modular scripts, logging/retries) and iterates with stakeholder feedback to make outputs genuinely useful for content workflows.

Experience

AI EngineerCitiusTech
Artificial Intelligence Research EngineerHexaware Technologies
Machine Learning EngineerEncode Testers

Education

University of Michiganmaster, Artificial Intelligence (2025)
Walchand College of Engineeringbachelor, Information Technology (2023)

Key Strengths

  • Built and deployed an end-to-end production text summarization system using transformer models
  • Practical solutions for long-input constraints (chunking + coherent merge strategy)
  • Balances quality vs latency via decoding optimization and model tradeoff evaluation
  • Improves factual consistency through constrained generation and targeted edge-case review
  • Designs reliable ML workflows with clear success metrics, baselines, and rollback discipline
  • Pipeline-oriented orchestration with task boundaries, logging, and failure handling
  • Effective collaboration with non-technical stakeholders to refine outputs for real usability

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Languages

English

Skills

AgileApache HadoopApache KafkaAutoML (H2O.ai)AWSAzureBARTCaptumCI/CDCNNCUDACausal InferenceClassificationConvolutional Neural NetworksDecision Trees