
Machine Learning Engineer
2 days ago
What does day-to-day look like:
- Develop and maintain DS/ML solutions, including data pipelines, model training, evaluation, and optimization.
- Collaborate with business stakeholders to gather and clarify requirements
- Translate business requirements into DS/ML code that accurately reflects business logic
- Write efficient, maintainable, and well-documented DS/ML solutions
- Participate in code reviews and follow established development standards
- Effectively analyze and select the best algorithms, optimize DS/ML solutions for performance improvement and accuracy
- Create and maintain technical documentation for developed solutions
- Support testing activities and resolve data-related issues
Required Qualifications:
- Bachelor's degree in Computer Science, Machine Learning, Artificial Intelligence, Statistics, or a related quantitative field.
- 5+ years of hands-on DS/ML development experience
Proficiency in at least some of the DS/ML areas and frameworks, including:
Supervised learning (classification, regression, )
- Unsupervised learning (clustering, anomaly detection, )
- Time-series analysis
- Natural Language Processing (NLP)
- Computer Vision (CV)
Statistical modeling
Ability to understand and apply different models to real-world use cases
- Hands-on experience with DS and ML solutions in production environments
- Strong understanding of data cleaning and wrangling, feature engineering, model optimization, and evaluation metrics
- Proficiency in Python and its common data science libraries (e.g., Pandas, NumPy, Scikit-learn)
- Strong knowledge of data analysis pipelines and data visualization techniques
- Experience translating business requirements into DS/ML solutions
Preferred Qualifications:
- Proven expertise in Deep learning (e.g., convolutional neural networks, recurrent neural networks, transformers).
- Experience with cloud data platforms (Databricks, AWS, etc.)
- Knowledge of MLOps principles and tools for model deployment and monitoring
- Hands-on experience with PySpark and Databricks Platform
- Stay up-to-date with the latest advancements in machine learning and artificial intelligence.
- Bonus: Experience and knowledge in Kaggle competitions and Benchmarks, such as MLEBench
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