
Data Science Specialist
4 weeks ago
Job Description :
We are looking for an experienced Data Science Specialist with a strong background in Cheminformatics and hands-on experience in designing and developing AI models.
The ideal candidate will have a solid understanding of data science principles and domain-specific knowledge in cheminformatics, particularly in CADD and AIDD.
Responsibilities :
- Design and develop AI models with a strong understanding of non-functional requirements.
- Implement robust and scalable AI solutions in the following areas:
- Model Development: Develop and fine-tune generative AI models for various applications, ensuring efficiency and high-quality outputs.
- Data Processing: Design and manage data pipelines for training and deploying AI models, including data collection, cleaning, and preprocessing.
- Algorithm Optimization: Analyze and optimize AI algorithms for performance, including tasks like hyperparameter tuning, model compression, and implementing advanced optimization techniques.
- Prompt Engineering: Design and optimize prompts for generative AI models to improve performance and output quality, experimenting with different prompt structures and techniques.
- Security Measures: Implement security measures to protect sensitive data and AI models, including data encryption, access control, and ensuring compliance with data privacy regulations.
- CADD and AI-driven Drug Discovery:
- Utilize CADD techniques such as molecular docking, virtual screening, and quantitative structure-activity relationship (QSAR) modelling.
- Apply AI-driven approaches for target identification, hit identification, ADMET prediction, lead optimization, and drug repositioning.
- Maintain and improve existing AI models and pipelines.
- Collaborate with cross-functional teams to define, design, and deploy new AI features using Azure DevOps for CI/CD pipeline.
- Write unit tests and use debugging tools to ensure the robustness and reliability of AI models.
- Work on bug fixing and improving AI model performance.
Qualifications :
- 5-7 years of experience in data science and AI, with a minimum of 5 end-to-end AI projects delivered.
- Hands-on experience with data science tools like Jupyter, Spyder, Visual Studio Code, and PyCharm.
- Experience with Generative AI models and techniques such as GANs, VAEs, and transformers.
- Experience with relational databases like Microsoft SQL Server and NoSQL databases.
- Experience with version control tools like Git.
- Strong problem-solving skills, algorithmic skills, and data structures.
- Experience in Agile methodologies using Azure DevOps is a plus.
- Proficiency in CADD techniques and AI-driven discovery methods.
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