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Machine Learning Architect
2 weeks ago
Job Summary:
We are seeking a highly skilled Artificial Intelligence Engineer with a strong foundation in Machine Learning, Graph algorithms, and Generative AI.
The ideal candidate will design, develop, and deploy robust, scalable solutions, collaborating with cross-functional teams to drive innovation in AI-driven applications.
- Key Responsibilities:
- Develop and Optimize ML Models: Design, implement, and fine-tune machine learning models using Python libraries such as TensorFlow, PyTorch, or scikit-learn to solve real-world problems.
- Graph-Based Solutions: Build and optimize graph-based algorithms and data structures using libraries like NetworkX or PyG (PyTorch Geometric) for applications such as network analysis, fraud detection, or knowledge graphs.
- SQL and Data Management: Write complex SQL queries to manage, transform, and analyze large datasets, ensuring efficient data pipelines and integration with databases.
- Generative AI Development: Design and implement generative AI models (e.g., LLMs, GANs, or VAEs) using frameworks like Hugging Face, LangChain, or custom solutions for tasks such as text generation, data augmentation, or synthetic data creation.
- Code Quality and Scalability: Write clean, modular, and maintainable Python code, adhering to best practices, and optimize for performance and scalability in production environments.
- Collaboration and Innovation: Work closely with data scientists, engineers, and business teams to translate requirements into technical solutions, contributing to architectural decisions and innovative AI strategies.
- Data Pipeline Development: Build and maintain ETL pipelines to preprocess and integrate data for machine learning and graph-based applications, using tools like Apache Airflow or Pandas.
- Model Deployment: Deploy machine learning and generative AI models to production environments using tools like Docker, Kubernetes, or cloud platforms.
- Research and Stay Current: Stay updated on advancements in machine learning, graph theory, and generative AI, applying cutting-edge techniques to enhance project outcomes.
Required Qualifications:
- Education: Bachelor's or Master's degree in Computer Science, Data Science, Mathematics, or a related field. PhD is a plus.
- Experience:
- 5+ years of professional Python programming experience.
- 3+ years of hands-on experience in machine learning model development and deployment.
- Proven expertise in graph algorithms, graph databases, or graph-based machine learning.
- Strong proficiency in SQL and relational database management.
- 2+ years working with generative AI models.
Technical Skills:
- Expert-level Python programming.
- Experience with graph libraries and graph databases.
- Advanced SQL skills for querying and optimizing large datasets.
- Familiarity with generative AI frameworks.
- Proficiency in version control, CI/CD pipelines, and containerization.
- Experience with cloud platforms for model deployment.
Soft Skills:
- Strong problem-solving and analytical skills.
- Excellent communication and collaboration abilities.
- Ability to work in a fast-paced, innovative environment.