Automation Anywhere

5 hours ago

Bengaluru, Karnataka, India Automation Anywhere Software Pvt ltd Full time ₹ 12,00,000 - ₹ 36,00,000 per year

Job Description

Key Responsibilities :

- Develop and optimize machine learning models leveraging NLP, Computer Vision, and GenAI.

- Architect and implement scalable ML pipelines for training, validation, deployment, and monitoring of production models.

- Drive the development of large-scale ML infrastructure, ensuring low-latency inference and efficient resource utilization across cloud and hybrid environments.

- Implement MLOps best practices, automating model training, validation, deployment, and performance monitoring.

- Work closely with data engineers, software engineers, and product teams to ensure seamless integration of ML solutions into production systems.

- Optimize ML models for performance, scalability, and efficiency, leveraging techniques like quantization, pruning, and distributed training.

- Enhance model reliability by implementing automated monitoring, CI/CD pipelines, and versioning strategies.

- Lead efforts in data acquisition and preprocessing, including annotation and refinement of datasets to improve model accuracy.

- Stay updated with state-of-the-art ML research, identifying opportunities to integrate new techniques and technologies into production systems.

Educational Qualifications :

- Bachelors or Masters Degree in Computer Science, Data Science, or related fields. Advanced degrees are a plus.

- 6+ years of hands-on experience in building and deploying machine learning models, with a focus on NLP, Computer Vision, or GenAI solutions.

- Proven experience deploying machine learning models into production environments, ensuring high availability, scalability, and reliability.

- Proficiency with modern ML frameworks (e.g., TensorFlow, PyTorch).

- Experience in building ML pipelines and implementing MLOps for automating and scaling machine learning workflows.

- Strong programming skills in Python, R, SQL, and experience with big data technologies (e.g., Spark, Hadoop) for data processing and analytics.

- Basic proficiency in at least one cloud-based ML services (e.g., AWS SageMaker, Azure ML, Google AI Platform) for training, deploying, and scaling machine learning models.

- Hands-on experience with containerization (Docker), orchestration (Kubernetes), and model serving platforms (e.g., Triton Inference Server, ONNX) for production-ready ML deployments.

- Familiarity with end-to-end ML pipelines, including data collection, feature engineering, model training, and model evaluation.

- Knowledge of model optimization techniques (e.g., quantization, pruning) to improve inference performance on cloud or edge devices.

- Excellent problem-solving skills, with the ability to break down complex challenges in document extraction and transform them into scalable ML solutions.

- Strong communication skills, with the ability to articulate ML problems clearly and work autonomously.

Nice to Have :

- Experience in fine-tuning large language models (LLMs) and applying GenAI techniques.

- Experience with distributed training techniques to optimize large-scale model training across multiple GPUs or cloud environments.

- Familiarity with CI/CD pipelines for ML, automated model versioning, and monitoring tools for performance and drift in production models.

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