Job Description: AI/ML Specialist
We are looking for a highly skilled and experienced AI/ML Specialist to join our dynamic team. The ideal candidate will have a robust background in developing web applications using Django and Flask, with expertise in deploying and managing applications on AWS. Proficiency in Django Rest Framework (DRF), a solid understanding of machine learning concepts, and hands-on experience with tools like PyTorch, TensorFlow, and transformer architectures are essential.
Key Responsibilities
● Develop and maintain web applications using Django and Flask frameworks.
● Design and implement RESTful APIs using Django Rest Framework (DRF).
● Deploy, manage, and optimize applications on AWS services, including EC2, S3, RDS, Lambda, and CloudFormation.
● Build and integrate APIs for AI/ML models into existing systems.
● Create scalable machine learning models using frameworks like PyTorch, TensorFlow, and scikit-learn.
● Implement transformer architectures (e.g., BERT, GPT) for NLP and other advanced AI use cases.
● Optimize machine learning models through advanced techniques such as hyperparameter tuning, pruning, and quantization.
● Deploy and manage machine learning models in production environments using tools like TensorFlow Serving, TorchServe, and AWS SageMaker.
● Ensure the scalability, performance, and reliability of applications and deployed models.
● Collaborate with cross-functional teams to analyze requirements and deliver effective technical solutions.
● Write clean, maintainable, and efficient code following best practices.
● Conduct code reviews and provide constructive feedback to peers.
● Stay up-to-date with the latest industry trends and technologies, particularly in AI/ML.
Required Skills and Qualifications
● Bachelor’s degree in Computer Science, Engineering, or a related field.
● 3+ years of professional experience as a AI/ML Specialist
● Proficient in Python with a strong understanding of its ecosystem.
● Extensive experience with Django and Flask frameworks.
● Hands-on experience with AWS services for application deployment and management.
● Strong knowledge of Django Rest Framework (DRF) for building APIs.
● Expertise in machine learning frameworks such as PyTorch, TensorFlow, and scikit-learn.
● Experience with transformer architectures for NLP and advanced AI solutions.
● Solid understanding of SQL and NoSQL databases (e.g., PostgreSQL, MongoDB).
● Familiarity with MLOps practices for managing the machine learning lifecycle.
● Basic knowledge of front-end technologies (e.g., JavaScript, HTML, CSS) is a plus.
● Excellent problem-solving skills and the ability to work independently and as part of a team.
● Strong communication skills and the ability to articulate complex technical concepts to non-technical stakeholders.
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