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- Data Analysis and Preprocessing: Analyze and preprocess diverse datasets relevant to the mortgage industry, ensuring data quality and relevance for model training.
- Model Development and Fine-Tuning: Research and implement state-of-the-art NLP models, focusing on pre-training as well as instruction tuning pre-trained LLMs for mortgage-specific applications. Utilize techniques like RLHF to improve model alignment with human preferences and enhance decision-making capabilities.
- Algorithm Implementation: Develop and optimize machine learning algorithms to enhance model performance, accuracy, and efficiency.
- Collaboration: Work with domain experts to incorporate industry knowledge into model development, ensuring outputs are relevant and actionable.
- Experimentation: Conduct experiments to validate model hypotheses, analyze results, and iterate on model improvements.
- Documentation: Maintain comprehensive documentation of methodologies, experiments, and results to support transparency and reproducibility.
- Ethics and Bias Mitigation: Ensure responsible AI practices are followed by identifying potential biases in data and models, implementing strategies to mitigate them.
- Technical Expertise: Strong background in machine learning, deep learning, and NLP. Proficiency in Python and experience with ML frameworks such as TensorFlow or PyTorch.
- NLP Knowledge: Experience with NLP frameworks and libraries (e.g., Hugging Face Transformers) for developing language models.
- Data Handling: Proficiency in handling large datasets, feature engineering, and statistical analysis.
- Problem Solving: Strong analytical skills with the ability to solve complex problems using data-driven approaches.
- Communication: Excellent communication skills to effectively collaborate with technical teams and non-technical stakeholders.
- Educational Background: Master's or Ph.D. in Data Science, Computer Science, Statistics, or a related field.
- Cloud Computing: Familiarity with cloud platforms (e.g., AWS, Azure) for scalable computing solutions.
- Ethics Awareness: Understanding of ethical considerations in AI development, including bias detection and mitigation.
Manager Data Scientist - Bharatpur - Firstsource
Description
Job Description:
We are seeking a skilled Data Scientist to join our team at Firstsource. As a key member of our mortgage industry-focused group, you will play a pivotal role in driving business growth through data-driven insights and AI-powered solutions.
Key Responsibilities:
Required Skills:
Preferred Qualifications:
About Us:
Firstsource is committed to fair, transparent, and merit-based hiring processes. We do not ask for money at any stage. Be cautious of fraudulent offers and always verify through our official channels.
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