ML Engineer

4 weeks ago

Lahore, Punjab, Pakistan HR POD Careers Full time
Requirements:
  • 3+ hands-on experience with classification models and machine learning libraries such as XGBoost, scikit-learn, and other Python-based ML tools.
  • Proficient in Python programming with solid experience in data handling libraries like Pandas.
  • Experienced in working with text data, including preprocessing, tokenization, feature extraction (bag-of-words, TF-IDF, embeddings), and integrating text features into traditional ML models.
  • Familiar with NLP libraries such as spaCy, NLTK, HuggingFace Transformers, and dimensionality reduction techniques like PCA, SVD, and UMAP for text.
  • Hands-on experience with neural networks and a strong understanding of ML fundamentals, including feature engineering, model evaluation, hyperparameter tuning, bias-variance tradeoff, and interpretability.
  • Experienced in MLOps practices such as model versioning, deployment, monitoring, lifecycle management, and retraining pipelines using tools like MLflow or Weights & Biases.
  • Skilled in AWS services relevant to ML workflows, especially Lambda, S3, and SageMaker.
  • Proficient in reading, understanding, and improving production-grade Python codebases with familiarity in version control (Git), code reviews, and agile development practices.
  • Comfortable with structured data systems and handling large datasets using SQL, BigQuery, or similar tools.
  • Strong communication skills with the ability to present technical concepts to both technical and non-technical stakeholders.
  • A proactive problem-solver and critical thinker who seeks continuous improvement, identifies gaps, and leads new initiatives.
  • A collaborative team player who combines strong analytical thinking with a hands-on approach to both optimizing existing models and building innovative solutions.

Responsibilities:
  • Deeply understand the current ML models architecture, feature engineering pipeline, and training methodology with a strong focus on text-based data inputs.
  • Perform critical evaluations of existing feature engineering and model decisions.
  • Analyze model performance, identify opportunities for optimization, and address technical debt.
  • Propose and implement improvements to feature processing pipelines, including better handling of text features (e.g., TF-IDF, embeddings, and dimensionality reduction).
  • Lead the design and development of new machine learning models or approaches as the product evolves.
  • Maintain and improve model training, validation, and deployment pipelines for production.
  • Collaborate closely with data scientists, software engineers, and product teams to align modeling strategies with business objectives.
  • Ensure robust documentation of model internals, evaluation findings, and improvement strategies.
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