Ananthnath Erukulla
Career Objective
B.Tech Computer Science & Engineering graduate (Class of 2026) specializing in Data Analytics, with hands-on experience in Python, SQL, and Tableau. Skilled in cleaning and assessing data for accuracy, identifying anomalies, and generating actionable, quantified business insights. Comfortable working independently on end-to-end analysis projects and eager to apply problem-solving and analytical skills within a collaborative team environment.
Education
Technical Skills
Projects
- Built crop recommendation models using XGBoost and Scikit-learn and selected the top-performing model through cross-validation and hyperparameter tuning
- Cleaned and preprocessed heterogeneous soil and climate records using Pandas to handle missing values and inconsistent formats
- Engineered domain features (N, P, K ratios and aggregated rainfall windows) that increased model separability during validation
- Compared model performance against Random Forest baselines and documented precision/recall trade-offs to guide production selection
- Validated feature importance to identify top predictors and distilled findings for agronomic interpretation
- Designed an interactive Tableau dashboard to analyze 50,000+ car sales records and enable drill-down by region, fuel type and transmission
- Queried and aggregated raw sales data using SQL to produce dealer-level and segment summaries for visualization
- Identified ₹625M in peak dealer sales using cohort aggregation and highlighted EVs as the highest-value segment for strategic focus
- Created comparative visualizations of average kilometers and pricing by fuel type to inform inventory and pricing decisions
- Transformed and normalized disparate sales files in Excel and Pandas prior to loading into Tableau for consistent reporting
- Developed predictive models (Logistic Regression, Decision Trees, KNN) on the Pima Indian Diabetes dataset using Scikit-learn to classify diabetes risk
- Handled missing values and applied normalization with Pandas and NumPy to prepare features for modeling
- Conducted EDA to surface three key predictors and used feature selection to improve model precision
- Tuned model hyperparameters and compared classifiers on precision/recall to reduce false positives
- Documented preprocessing pipelines and model performance metrics to support reproducible evaluation
- Applied supervised learning algorithms (KNN, Decision Trees, Logistic Regression, SVM) to a business-oriented capstone dataset
- Processed and visualized datasets using Pandas and Matplotlib to inform feature selection and modeling strategy
- Built and evaluated classification pipelines in Scikit-learn with cross-validation to measure generalization
- Implemented model evaluation metrics and produced comparative reports to recommend the best-performing approach
- Presented capstone findings that mapped technical results to a recommended business action plan
Certifications
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