AI/ML Analyst
1 week ago
Exploratory Data Analysis (EDA):
Dive deep into large, complex datasets to identify trends, patterns, and anomalies. Formulate hypotheses that can be tested with ML models.
Model Development & Validation:
Design, train, and validate machine learning models (e.g., classification, regression, clustering, forecasting) to address business problems like
- Insight Generation:
Go beyond model accuracy. Analyze model results, perform feature importance analysis, and interpret outputs to provide clear, actionable insights and business recommendations. - Data Visualization:
Create compelling dashboards and reports (e.g., in Tableau, Power BI, or Python libraries) to communicate complex analytical findings and model performance to business stakeholders. - Data Wrangling:
Write efficient and complex SQL queries to extract and prepare data for analysis. Use Python (Pandas) for advanced data cleaning, transformation, and feature engineering. - Collaboration:
Work closely with product managers, business analysts, and data engineers to define project requirements, gather data, and ensure analytical solutions are well-integrated and effective. - Performance Monitoring:
Track and monitor the performance of deployed models, identifying opportunities for retraining or refinement.
Required Qualifications & Skills
- Experience:
3-5 years of hands-on experience in a data analytics, business intelligence, or data science role with a clear focus on machine learning. - Education:
Bachelor's degree in a quantitative field such as Computer Science, Statistics, Mathematics, Economics, or Engineering. - Technical Skills:
- Python:
High proficiency, including mastery of data science libraries (
Pandas, NumPy, Scikit-learn
). - SQL:
Expert-level ability to write complex queries (e.g., window functions, CTEs, joins) for data extraction and manipulation. - Machine Learning:
Strong practical experience with a variety of ML techniques (e.g., Linear/Logistic Regression, Random Forests, Gradient Boosting, K-Means Clustering).
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