Data Scientist Machine Learning Engineer
INPUT TECHNOLOGY INC
United States
9 days ago
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Role details
Contract type
Permanent contract
Employment type
Full-time (> 32 hours)
Working hours
Shift work
Job source
Tech stack
Data Cleansing
Information Engineering
Machine Learning
Natural Language Processing
Software Deployment
Model Validation
Machine Learning Operations
Job description
- Collect and prepare raw email traffic and customer-reported samples across multiple languages.
- Normalize and translate multilingual datasets into a common format suitable for model training.
- Build reproducible data preparation and machine learning pipelines.
- Train and fine-tune machine learning classifiers using labeled datasets.
- Conduct experimentation and optimize model performance.
- Evaluate models using holdout datasets and detailed performance analysis.
- Analyze false positives and false negatives and identify opportunities for improvement.
- Perform language-specific quality checks and overall model validation.
- Document project methodology, progress, experiments, and results throughout the engagement.
- Work closely with the client to deliver a validated model ready for production deployment.
Requirements
The ideal candidate will combine strong data preparation and engineering skills with hands-on experience in machine learning, supervised classification, model training, and evaluation. Experience working with NLP and multilingual datasets is highly desirable., * Strong experience in Data Science and/or Machine Learning Engineering.
- Strong data engineering and data preparation experience, particularly with collection, normalization, and transformation of datasets.
- Hands-on experience with machine learning model training, tuning, and experimentation.
- Experience evaluating classifier performance and conducting false-positive/false-negative analysis.
- Experience building reproducible ML workflows and pipelines.
- Ability to clearly document technical methodology, progress, and results.
- Strong analytical and problem-solving skills.
Nice to Have
- Experience with NLP (Natural Language Processing).
- Experience working with multilingual datasets.
- Experience with supervised classification workflows.
- Experience working with email data or similar text-based datasets.
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