December 27, 2024
• 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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