Machine Learning Engineer
2 months ago
About the Company
This position offers an opportunity to work with an AI-driven talent platform that transforms recruitment by using advanced machine learning models to evaluate and rank candidates based on their capabilities. The company serves a diverse range of clients, from startups to large AI labs, ensuring precise candidate matches tailored to each business's needs. By leveraging vast data and machine learning algorithms, they aim to redefine hiring efficiency and accuracy in the AI talent market.
About the Role
As a Machine Learning Engineer, you’ll contribute to the company’s core functionality—delivering ranked candidate lists optimized for relevance and skill. The Machine Learning Engineer will focus on enhancing and deploying advanced ranking algorithms and search techniques to refine candidate matching. This role is hands-on, involving rapid experimentation, model optimization, and a deep dive into vast proprietary datasets to drive high-quality candidate recommendations.
What We Can Offer You:
- Opportunity to work with cutting-edge ML models and large datasets
- High-impact role with autonomy to iterate and optimize models
- Exposure to complex problem-solving in semantic search and ranking
- Collaborative environment with cross-functional opportunities
- Competitive compensation and career growth potential
Key Responsibilities:
Algorithm Development:
- Train, test, and deploy advanced ranking models (LTR) utilizing proprietary data, including human-labeled and multimodal datasets
- Develop and fine-tune semantic search algorithms to return relevant candidates based on client queries
- Conduct rapid experimentation to enhance model accuracy and efficiency
Infrastructure and Process:
- Write reliable, scalable code suitable for high-volume recruitment processes
- Balance between research-oriented focus and efficient engineering practices
- Build and maintain scalable ML infrastructure for processing multimodal data
Algorithmic Bias Mitigation:
- Develop systems to measure and minimize algorithmic bias in candidate evaluations
- Perform experiments to improve model transparency and fairness
Business Context:
- Collaborate with other teams to integrate ML solutions into broader product offerings
- Contribute to the development of ML strategies aligned with business growth
Relevant Keywords: Experience with learn-to-rank, semantic search, multimodal data processing, high-volume recruitment systems, model optimization, and bias mitigation will be essential for this Machine Learning Engineer role.
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