Omni Reach

2 weeks ago

Bengaluru, India Omni Reach Full time

We are seeking a Senior Data Scientist to design, build, and deliver world-class AI/ML models that solve critical business challenges. You will work on complex data sets, apply advanced mathematical and statistical techniques, and deploy AI models that drive measurable impact. This role demands deep expertise in mathematical modelling, machine learning, and real-world problem-solving.Key Responsibilities : - Translate complex business objectives into mathematical formulations, predictive models, or optimization solutions.- Conduct exploratory data analysis (EDA), feature selection, and feature engineering using advanced statistical techniques.- Build, train, tune, and evaluate machine learning and deep learning models for various use cases : NLP, computer vision, forecasting, recommendations.- Research, prototype, and experiment with state-of-the-art models (e.g., Transformers, LLMs, Graph Neural Networks) and adapt them to client projects.- Perform model interpretability (SHAP, LIME, Explainable AI) and communicate model outputs to non-technical stakeholders.- Implement statistical testing (A/B testing, hypothesis testing) to validate model impact in production settings.- Deploy models using APIs or lightweight serving platforms and collaborate with engineering teams for MLOps.- Stay current with academic and industry research to integrate new techniques and algorithms.Required Skills : - 8+ years in Data Science, Machine Learning, or Applied Mathematics roles.- Strong academic foundation : Statistics, Probability Theory, Linear Algebra, Optimization, Calculus.- Expertise in Python (pandas, NumPy, scikit-learn, TensorFlow, PyTorch, HuggingFace).- Hands-on experience building production-grade models and measuring business impact.- Strong background in ML Evaluation (ROC-AUC, F1, Precision-Recall, Cost-sensitive metrics).- Familiarity with cloud ML services (SageMaker, Vertex AI, Azure ML).- Knowledge of model fairness, bias detection, and responsible AI practices.Preferred Skills : - Experience working with LLMs, NLP, Computer Vision, or Time-Series Forecasting at scale.- Publications in peer-reviewed conferences or applied research experience.- Familiarity with AutoML, Reinforcement Learning, Bayesian Optimization.- Highly analytical and loves working with messy, ambiguous, real-world datasets.- Has strong scientific rigor and business intuition to frame modelling decisions.- Passionate about building models that are interpretable, scalable, and impactful (ref:hirist.tech)

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