Generative Ai Developer - Silver Spring, United States - Ellumen
Description
Position Overview:
Responsibilities:
Model Training & Evaluation:
Develop and implement robust training pipelines for generative AI models, utilizing large-scale datasets and advanced optimization techniques. Evaluate model performance using relevant metrics and benchmarks.
Deployment & Integration:
Collaborate with cross-functional teams to deploy generative AI solutions into production environments, integrating them seamlessly with existing systems and workflows.
- Create and manage Vector Store databases utilizing various embedding methods.
Performance Optimization:
Identify performance bottlenecks and optimize generative AI algorithms and systems for improved speed, scalability, and resource efficiency.
Collaboration & Knowledge Sharing:
Work closely with developers and other stakeholders to foster a collaborative environment for sharing knowledge, best practices, and insights in generative AI.
Qualifications:
- Bachelor's or Master's degree in Computer Science, Artificial Intelligence, Machine Learning, or related field.
3+ years of hands-on experience in implementation and development of Generative AI related solutions, with a strong track record of building and deploying production-grade solutions.
- Proficiency in deep learning frameworks such as TensorFlow, PyTorch, or similar, with expertise in developing and training deep generative models (GANs, VAEs, etc.).
- Strong programming skills in Python and experience with software development best practices, version control systems (e.g., Git), and containerization technologies (e.g., Docker).
- Experience with Natural Language Processing (NLP), including architecture and functioning of language models like BERT, GPT, or transformers; text preprocessing performing text normalization, tokenization, and lemmatization.
- Familiarity with machine learning algorithms, neural networks, and deep learning frameworks, including understanding architectures like transformers.
- Solid understanding of machine learning fundamentals, optimization techniques, and mathematical concepts underlying generative AI algorithms.
- Excellent problem-solving abilities, analytical thinking, and attention to detail, with a passion for pushing the boundaries of what's possible with generative AI.
- Effective communication skills and ability to collaborate with interdisciplinary teams in a fast-paced, dynamic environment.
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