25 Sep
|
Mclaren Strategic Ventures India
|
Bengaluru
25 Sep
Mclaren Strategic Ventures India
Bengaluru
Role & Responsibilities
- Design, develop, and deploy end-to-end Machine Translation (NMT), Speech-to-Text (STT), and Text-to-Speech (TTS) systems.
- Build and adapt transformer-based and sequence-to-sequence architectures for multilingual and low-resource learning scenarios.
- Build robust data pipelines for ingestion, cleaning, data augmentation, synthetic data generation, and back-translation.
- Train and fine-tune models using PyTorch, Hugging Face Transformers, Fairseq, or OpenNMT with PEFT/LoRA and mixed-precision techniques.
- Optimize model latency, memory footprint, and throughput using ONNX, TensorRT, and TorchScript for offline/on-device edge deployment.
- Build scalable inference APIs and microservices using FastAPI, Flask, or gRPC containerized with Docker.
- Set up model benchmarking, error analysis, and evaluation pipelines using metrics like BLEU, WER, ROUGE, and METEOR.
- Track experiments, model drift, and performance using MLflow, Weights & Biases, or TensorBoard.
Preferred Candidate Profile
- Experience:
1.5 to 2+ years of hands-on experience in Machine Learning / AI engineering, specifically within NLP, Speech Processing, or Machine Translation.
- Education: Bachelors or Masters degree in Computer Science, Artificial Intelligence, Data Science, or a related technical field.
- Core Technical Skills: Solid Python programming proficiency with deep experience in PyTorch, Hugging Face Transformers, Seq2Seq models, and ONNX/TensorRT optimization.
- Deployment & Systems: Hands-on experience building REST APIs (FastAPI/Flask), Docker containerization, and deploying models in edge, on-premise, or offline environments.
- Bonus Qualifications: Familiarity with multilingual LLMs, distributed training (DeepSpeed/FSDP), vector search (FAISS/Milvus), and MLOps pipelines (Airflow, GitHub Actions).
- Mindset: Strong problem-solving mindset with the ability to bridge research prototypes into production-grade systems.
📌 AI/ML Engineer (Bengaluru)
🏢 Mclaren Strategic Ventures India
📍 Bengaluru