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KANINI

Data Scientist

nashville, TN

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About this opportunity

KANINI lists this Data Scientist opportunity in nashville, Tennessee. Review the employer’s description below for duties, qualifications and application requirements.

Job description

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

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

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

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

SHAP, LIME — model explainability and interpretability

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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Worksite address

nashville, TN, 37247, US

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