Machine Learning Engineer
Skills
About This Role
Company Description
Insilico Medicine is a clinical-stage biotechnology company harnessing the power of generative AI to revolutionize drug discovery and development.
Leveraging innovative AI platforms built on deep generative models, reinforcement learning, and other advanced machine learning techniques, the company specializes in discovering novel drug targets and designing molecular structures with desired properties.
Insilico Medicine focuses on creating groundbreaking solutions for a range of diseases, including cancer, fibrosis, autoimmune diseases, and aging-related conditions.
Their mission is to accelerate the development of innovative therapies, bridging the gap between biology, chemistry, and clinical trials.
Role Description
We are seeking a full-time Machine Learning Engineer to join our team on-site at our Abu Dhabi office.
The successful candidate will design, develop, support and improve predictive models and retrosynthesis in Chemistry & Biology.
The candidate will be writing production-level Python code, run ML-related experiments, integrate new functionalities, work with foundation models.
The candidate will also provide technical support to the DevOps team in running the ML infrastructure and perform intrateam MLOps.
Place of work
Level 6, Unit 08, Block A, IRENA HQ Building Masdar City, Abu Dhabi United Arab Emirates
Reports to
Responsibilities
- Develop and maintain the internal machine learning (ML) pipeline at the production level to support cutting-edge drug discovery initiatives.
- Optimize, refactor, and debug existing code in Python to enhance performance, scalability, and efficiency.
- Deploy ML models into the platform for real-world applications in chemistry and biology.
- Implement and fine-tune ML-dedicated algorithms in Python, ensuring high accuracy and robustness.
- Collaborate on MLOps practices to ensure seamless model integration, deployment, and continuous improvement.
General Requirements
I.
Education
Bachelor’s degree/Master’s degree/PhD degree in a Machine Learning related field.
II.
Experience
- and Skills
- Strong background in
- machine learning (ML)
- with practical application experience.
- **4+ years of experience**
- in Python production-level development.
- Proficiency with coding standards such as
- PEP8, Google style guide
- , or similar best practices.
- Experience with
- NoSQL databases
- , such as
MongoDB
- .
- Experience working with
Linux
or other
Unix-based
- operating systems.
- Proficiency in version control systems like
Git
- .
- Hands-on experience with Python numerical and machine learning libraries such as
Numpy, Pandas, PyTorch, and Scikit-learn
- .
- **Solid understanding**
- of object-oriented programming (OOP), design patterns, and software architecture best practices.
- A proactive attitude, strong problem-solving skills, and a commitment to continuous learning.
III. Preferred Skills
- Experience with
- deep learning (DL)
- frameworks and techniques.
- Familiarity with
RDKit
for cheminformatics and
Plotly
- for data visualization.
- Hands-on experience with a range of ML/DL methods such as
Transformers
,
RNNs
,
CNNs
,
GNNs
, and
Boosting
- .
- Expertise in
- feature engineering
- and optimization techniques.
- Knowledge of
- cheminformatics
- and the drug discovery process.
- Ability to quickly learn and adapt to new libraries, tools, and emerging ML technologies.
- Experience in programming with C++ is an advantage
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