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Machine Learning Engineer

Tata Consultancy Services

8 - 10 years

Bengaluru

Posted: 05/02/2026

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Job Description

Role: Machine Learning Engineer

Experience range: 8-10 years

Location: Bangalore


Job description:


Role: Lead development and optimization of speechbased machine learning models (STT/TTS) using modern opensource frameworks.


Responsibilities :

  • Drive endtoend development of speechrelated ML components and model pipelines.
  • Implement finetuning, optimization, and evaluation workflows for AI models.
  • Ensure model efficiency, scalability, and readiness for production environments.
  • Work closely with data, engineering, and platform teams to align training and deployment workflows.
  • Provide technical leadership on model performance, experimentation, and best practices.

Required Skills :

  • Deep expertise in PyTorch: training loops, finetuning, distributed training (DDP, Accelerate).
  • ONNX Runtime & TensorRT experience for model conversion, optimization, and accelerated inference.
  • Understanding of speech/audio processing: spectrograms, MFCCs, VAD, noise reduction.
  • Handson experience with at least one speech framework:
  • Whisper, ESPnet, Coqui TTS, NVIDIA NeMo, or similar.
  • Experience training ML models on GPU clusters (A100, V100) and managing longduration jobs.
  • Familiarity with Hugging Face ecosystem: datasets, tokenizers, training utilities.

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