Machine Learning Developer
South Africa - Remote
ISTA Personnel Solutions
ISTA Solutions, an outsourcing/offshoring company, is in search of a Machine Learning Developer / Engineer to join our rapidly expanding team. As a member of our team, you will have the opportunity to work with highly skilled professionals, who prioritize employee satisfaction and work-life balance. At ISTA Solutions, we pride ourselves on creating a culture focused on long-term success and life-long learning. We're looking for a team player who is ready to contribute to our mission, just like you!
This role requires candidates to work EST (15h00 - 24h00 SAST).
Requirements
Required Skills
- Strong problem-solving and coding skills, more than just a programmer
- Experience building machine learning models
Ideally have experience with:
- Random Forest, Gradient Boosting, AutoML
- Performing well on Kaggle machine learning competitions (advantageous)
- 1-2 years of relevant experience
- Python skills for data analysis and building dashboards with libraries like Dash, Streamlit, Panel, Bokeh
- Actuarial experience would be an advantage
Ideal Candidate Profile
- Background as an engineer or data scientist, ideally with healthcare experience
- Able to discuss specific models built, methodologies used, and feature engineering approaches
Duties and responsibilities:
- Develop and implement machine learning models to solve complex business problems from the ground up.
- Use algorithms such as Random Forest, Gradient Boosting, and AutoML to enhance model performance.
- Ensure models are scalable and maintainable.
- Perform detailed data analysis to extract meaningful insights.
- Conduct feature engineering to improve model accuracy.
- Validate and clean data to ensure high-quality datasets for model training.
- Communicate findings and recommendations to stakeholders in a clear and concise manner.
- Collaborate with team members to integrate models into existing systems and workflows.
- Create dashboards and visualizations using Python libraries such as Dash, Streamlit, Panel, and Bokeh.
- Present data-driven insights through interactive and user-friendly dashboards.
- Provide regular reports on model performance and business impact.
- Apply machine learning techniques to healthcare-specific problems.
If you are not contacted with 14 working days for this role, please consider your application unsuccessful.
* Salary range is an estimate based on our AI, ML, Data Science Salary Index 💰
Tags: Data analysis Engineering Feature engineering Machine Learning ML models Model training Python Streamlit
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