Bioinformatics RA III or Scientist I (AI/ML - Assay Design)
SGS Consulting
Job Responsibilities:
- Develop scalable bioinformatics pipelines to process and analyze high-throughput PCR and NGS datasets
- Transform raw experimental data into structured datasets for AI/ML modeling
- Engineer biologically relevant features, including sequence composition, thermodynamics, and secondary structure
- Design, train, validate, and deploy machine learning and deep learning models for primer efficiency, specificity, and robustness
- Integrate sequence-derived features, thermodynamic calculations, and experimental outcomes into predictive models
- Build reproducible ML workflows supporting end-to-end assay design automation
- Continuously improve and retrain models using newly generated experimental data
- Develop AI-powered tools for primer design, assay optimization, and biological data interpretation
- Apply LLM-based methods for sequence annotation, workflow automation, and design recommendations
- Build reusable internal platforms that support AI-assisted assay development
- Collaborate with cross-functional research and development teams to improve diagnostic assay performance
- Document workflows, models, and analytical methods following scientific best practices
Skills:
- Strong background in bioinformatics, computational biology, and sequence analysis
- Proficiency in Python for scientific programming and data analysis
- Experience developing machine learning and deep learning models using PyTorch, TensorFlow, or scikit-learn
- Knowledge of PCR, NGS, primer design, and molecular biology workflows
- Experience with bioinformatics tools such as Primer3, BLAST, and Biopython
- Strong data analysis skills using Pandas, NumPy, and SciPy
- Experience building reproducible bioinformatics pipelines using Nextflow, Bash, or similar workflow tools
- Familiarity with Linux command-line environments and shared computational infrastructure
- Experience using Git for version control and collaborative software development
- Knowledge of AI-assisted development, LLMs, workflow automation, and sequence-based modeling is preferred
- Strong analytical, problem-solving, and communication skills
Education/Experience:
- Ph.D. (0–2 years), M.S. (2–4 years), or B.S. (3–5+ years) in Bioinformatics, Computational Biology, Data Science, Molecular Biology, or a related field
- Experience with bioinformatics, AI/ML, and computational biology workflows
- Background in assay development, genomic data analysis, or molecular diagnostics preferred
Vacancy posted a month ago
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