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Senior Artificial Intelligence/Machine Learning Developer
2 weeks ago
Job Overview:
We are seeking an experienced AI/ML Engineer to lead the development of machine learning systems.
- Key Responsibilities:
- Team Leadership: Direct, guide, and mentor a team of engineers and data scientists, fostering collaboration, innovation, and productivity.
- Clean Code Development: Write clean, maintainable, and error-free code for developing robust machine learning systems.
- Model Engineering: Design, build, and deploy efficient machine learning models and end-to-end solutions.
- Cross-Functional Collaboration: Work closely with technical teams to ensure timely and efficient delivery of projects.
- Data Science Lifecycle: Implement end-to-end data science processes, including data preprocessing, exploratory analysis, modeling, evaluation, and deployment.
- Database Management: Manage and retrieve data effectively from SQL and NoSQL databases.
- API Development: Develop and integrate RESTful APIs using Python web frameworks (e.g., Flask, Django).
- Debugging & Optimization: Diagnose issues and optimize existing code for performance improvements.
- Agile Methodologies: Consistently follow Agile/Scrum software development lifecycle practices.
- LLM & RAG Implementation: Design, develop, fine-tune, and deploy AI models focusing on Large Language Models (LLMs) and Retrieval-Augmented Generation (RAG).
- Model Validation & Evaluation: Conduct training, validation, and evaluation experiments, refining models based on statistical analysis and performance metrics.
- Security & Compliance: Ensure that AI/ML solutions adhere to security best practices and data privacy regulations.
Required Skills and Qualifications:
The ideal candidate will have:
- Python Expertise: 5 years of hands-on experience with Python programming.
- ML/DL Experience: 5 years of experience building, training, and deploying Machine Learning and Deep Learning models.
- Deep Learning Frameworks: Proficiency with TensorFlow, PyTorch, and Keras.
- Web Frameworks: Solid experience with Python web frameworks (Flask, Django) for API development.
- Core Libraries: Strong expertise in NumPy, Pandas, Matplotlib, Scikit-learn, SpaCy, NLTK, and HuggingFace Transformers.
- Algorithms & Techniques: Deep understanding of ML/DL algorithms, with advanced techniques in NLP and/or Computer Vision.
- Production-Grade AI: Proven experience designing and deploying AI solutions leveraging LLMs and RAG.
- NLP & Conversational AI: Hands-on expertise in text representation, semantic extraction, sentiment analysis, and conversational AI.
- Concurrency: Practical knowledge of multithreading, concurrency, and asynchronous programming in Python.
- Database Proficiency: Advanced skills in SQL (PostgreSQL, MySQL, SQLite, MariaDB) and NoSQL (MongoDB) databases.
- Deployment & MLOps: Experience with containerization (Docker/Kubernetes), cloud platforms (AWS, Azure, GCP), and familiarity with MLOps principles for CI/CD, monitoring, and logging.
- Version Control: Proficient understanding of Git and Bitbucket for software version control.
- C++: Experience with C++ development is a plus.
Soft Skills:
The ideal candidate should possess:
- Analytical Thinking: Strong analytical and structured problem-solving capabilities.
- Proactive Problem-Solving: Logical reasoning and a hands-on approach to debugging and optimization.
- Team Collaboration: Effective interpersonal skills to work seamlessly with cross-functional teams.
- Clear Communication: Excellent ability to articulate technical concepts to diverse audiences.
- Continuous Learning: Commitment to staying current on emerging trends in AI/ML, NLP, and Computer Vision.