565 | Senior Python engineer (2 months project)
We are working on a healthcare product — we developed from scratch a multilayer, web-based platform, built on the basis of microservice architecture which supports numerous integrations with external web services and third-party applications.
Python Proficiency
- Strong understanding of Python programming, including advanced features and libraries.
- Experience with asynchronous programming (e.g., asyncio) for handling concurrent requests.
- Familiarity with RESTful APIs for serving models (using frameworks like Flask or FastAPI).
Performance Optimization
- Skills in optimizing model inference speed and resource usage to handle high loads effectively.
- Experience with techniques like batch processing, quantization, or using GPU acceleration (CUDA).
Data Handling and Preprocessing
- Proficiency in data manipulation libraries such as Pandas and NumPy for preprocessing audio data.
- Understanding of data pipelines for efficient loading and processing of large datasets.
Concurrency and Parallelism
- Knowledge of concurrency models to efficiently manage multiple requests (e.g., using threading, multiprocessing).
- Familiarity with message queuing systems (e.g., RabbitMQ, Kafka) for handling high volumes of data.
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