Data Scientist
Core
Design, implement, and optimize predictive and statistical models for enterprise marketing use cases, translating ambiguous business challenges into technical specifications and AI product roadmaps.
Role type
Senior IC Data Scientist (AI/ML)
Builds
Production-grade AI/ML applications, model-serving APIs, and analytical dashboards for enterprise marketing decision-making.
Domain
Enterprise B2B technology marketing / Software industry
Deliverable
production ML models | product features | dashboards & analysis
Required skills
Python, SQL (PostgreSQL, PL/SQL, Spark SQL), Machine Learning (XGBoost, LightGBM, CatBoost, PyMC), NLP (NLTK, gensim, spaCy), Reinforcement Learning (Gymnasium, Ray), MLOps (GitLab, Kubeflow, MLflow), Docker, Kubernetes, OpenShift, Tableau, Streamlit, JIRA
Preferred skills
Graph Neural Networks (PyTorch Geometric), Transfer Learning, Semantic Search, Academic research integration
Technologies
XGBoost, LightGBM, CatBoost, PyMC, NLTK, gensim, spaCy, Gymnasium, Ray, GitLab, Kubeflow, MLflow, Docker, Podman, Kubernetes, OpenShift, Tableau, Streamlit, JIRA, PostgreSQL, PL/SQL, Spark SQL
Responsibilities
Design and optimize predictive models using Gradient Boosting and Bayesian frameworks; Develop automated data transformation and preprocessing workflows within MLOps frameworks; Define statistical evaluation metrics and drift detection mechanisms; Design analytical dashboards in Tableau and interactive prototypes in Streamlit; Translate business challenges into formal technical specifications and AI product roadmaps; Analyze production data trends and system telemetry to identify factors affecting AI system outputs; Lead strategic AI solution planning and prioritization within agile frameworks; Apply NLP, Transformer architectures, and Reinforcement Learning to oversee AI/ML system lifecycles; Review scientific literature to incorporate advanced modeling methodologies; Oversee model training, cross-validation, recalibration, and continuous improvement processes; Develop production-grade AI/ML applications and build APIs for model serving.
Seniority
Senior, hands-on IC
