Missing Keywords

• Python
• PyTorch
• TensorFlow
• scikit-learn
• Hugging Face Transformers
• Pytest
• HIPAA
• ECS
• LLM fine-tuning/evaluation
• NLP pipelines
• healthcare ML applications

Suggestions

• Emphasize Python experience more prominently, especially in relation to ML integration.
• Highlight specific ML frameworks used (PyTorch, TensorFlow, scikit-learn, Hugging Face Transformers).
• Mention experience with Pytest for automated testing.
• Include any experience with regulated industries like healthcare and HIPAA compliance.
• Detail experience with AWS ECS for container orchestration.
• Elaborate on specific ML applications like NLP pipelines, LLM fine-tuning/evaluation, or healthcare ML applications.
• Quantify achievements where possible, e.g., 'reduced downtime by X%' or 'improved performance by Y%'.
• Consider adding a summary section at the top to quickly highlight key qualifications relevant to the job description.

Tailored Cover Letter

Dear Hiring Manager,

I am writing to express my enthusiastic interest in the Senior Machine Learning Backend Engineer position at Plenful. With over 5 years of experience as a Java Full Stack Developer and a strong foundation in backend development, cloud technologies, and microservices architecture, I am confident in my ability to contribute significantly to your team.

My experience includes designing and developing scalable backend services, deploying applications on AWS, and integrating AI/ML models. I have a proven track record of working with technologies such as Spring Boot, FastAPI, Docker, and Kubernetes, and I am adept at ensuring application security and performance. I am eager to leverage my skills in Python and my growing understanding of ML integration to drive innovation at Plenful and contribute to your mission of enhancing healthcare workflows.

Thank you for considering my application. I look forward to discussing how my qualifications align with your needs.

Tip: Copy the cover letter into Word/Google Docs and edit names/company details.