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KANINI Linkedin · Posted 12d ago

Data Scientist

Nashville

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Indexed description

Scope:

We are hiring a pioneering, fully autonomous Senior Data Scientist to own the complete data science lifecycle for our flagship prediction model project. This role is mission-critical — the candidate will be the single point of expertise responsible for sourcing, analyzing, and engineering all data that powers our predictive models. Operating independently with minimal supervision, this individual must combine deep AI/ML mastery, hands-on engineering skills, and sharp business acumen to deliver measurable, production-grade outcomes.


Key Responsibilities:

Data Analysis & Pipeline Ownership

▸ Lead end-to-end analysis of large, complex, multi-source datasets to surface patterns driving model inputs

▸ Identify, collect, clean, validate, and transform all data required for prediction model consumption

▸ Design and maintain scalable, production-grade data pipelines (training, validation, inference)

▸ Perform deep EDA, data profiling, and quality audits to ensure model-ready data standards

Predictive Modeling & AI/ML

▸ Architect, train, evaluate, and iterate ML models — supervised, unsupervised, and reinforcement learning

▸ Own feature engineering: selection, extraction, transformation, and dimensionality reduction

▸ Apply advanced techniques: deep learning, NLP, time-series forecasting, ensemble methods

▸ Benchmark, A/B test, and monitor models in production; drive continuous performance improvement

▸ Deploy models via REST APIs (FastAPI/Flask); ensure reproducibility and scalability

Independent Ownership & Leadership

▸ Self-direct from problem definition through solution delivery with zero hand-holding

▸ Translate ambiguous business problems into precise, executable data science problem statements

▸ Communicate model results and data insights clearly to technical and non-technical stakeholders

▸ Document all experiments, methodologies, and outcomes — audit-ready and reproducible

▸ Champion best practices across the data science lifecycle; mentor junior team members


QUALIFICATIONS

B.S./M.S./Ph.D. in Computer Science, Statistics, Mathematics, or equivalent quantitative field (Master's/Ph.D. strongly preferred)

5+ years of hands-on data science experience with at least 2 years delivering production-grade ML models

Proven ability to own and deliver end-to-end data science projects independently

Portfolio demonstrating innovation in predictive modeling and measurable business impact

Experience in a fast-paced, data-driven, decision-model environment


REQUIRED SKILLS & QUALIFICATIONS

Core Data Science & Mathematics

Statistics (Bayesian inference, hypothesis testing, regression, distributions)

Linear algebra, calculus, and probability applied to ML model design

Supervised & unsupervised learning, anomaly detection, clustering

Time-series analysis & forecasting: ARIMA, Prophet, LSTM


Programming & Development

Python (Expert): NumPy, Pandas, Scikit-learn, Statsmodels, Matplotlib, Plotly

SQL (Advanced): window functions, CTEs, query optimization

Git / GitHub; CI/CD for ML; MLOps with MLflow or Kubeflow

Docker & Kubernetes for model containerization and serving


AI / ML Frameworks (Must-Have)

TensorFlow and/or PyTorch — deep learning architectures

XGBoost, LightGBM, CatBoost — gradient boosting & ensemble methods

Hugging Face Transformers — NLP, LLMs, and fine-tuning

SHAP, LIME — model explainability and interpretability

LLMs / Generative AI / Prompt Engineering — strong advantage


Cloud & Data Infrastructure

AWS (SageMaker, S3, Glue), GCP (Vertex AI, BigQuery), or Azure ML

Apache Spark / PySpark — distributed data processing

Airflow / Prefect — pipeline orchestration


Snowflake (Good to Have)

Snowflake Data Cloud: querying, Snowpark for Python ML pipelines

Snowflake Cortex AI / ML Functions for in-database ML

dbt for data transformation; data governance within Snowflake

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