Korubilli Lakshmi
Professional Summary
Full Stack Developer with 0 years of professional experience, strong academic foundation in web and backend development, and hands-on projects in cryptography, steganography and machine learning-based recommendation and prediction systems. Skilled in Java, JavaScript, React, Spring Boot and MySQL with practical exposure to building end-to-end prototypes and data-driven models.
Technical Skills
Work Experience
- Implemented collaborative filtering recommendation engine to generate personalized movie suggestions based on user-item interaction data using Java.
- Designed and populated a MySQL schema for users, movies, ratings and interaction logs to support recommendation queries and offline evaluation.
- Developed user-based and item-based similarity computations and ranking logic to produce Top-N movie recommendations per user.
- Performed data preprocessing including rating normalization and missing-value handling to improve recommendation relevance and robustness.
- Improved computational efficiency by batching similarity calculations and leveraging sparse data representations during offline processing.
- Evaluated recommendation outputs with hold-out validation and iteratively tuned similarity thresholds and preprocessing steps to refine suggestions.
- Collected and consolidated survey responses, performance indicators and communication-derived features into analysis-ready datasets for burnout risk modeling.
- Engineered features reflecting trends in productivity and engagement to create labeled data suitable for supervised learning and risk scoring.
- Built and compared classification-based predictive models to identify employees at elevated burnout risk and selected the most stable approach for further validation.
- Implemented an evaluation pipeline using cross-validation and standard performance metrics to assess model generalization and tune hyperparameters.
- Produced analytical reports and visualizations highlighting primary burnout drivers and recommended early interventions for HR stakeholders.
- Collaborated with mentors to outline next steps for operationalizing the model and integrating outputs into HR reporting workflows.
Projects
- Designed a hybrid image security system that first encrypts image data using AES and then embeds the encrypted payload into cover images using LSB steganography.
- Implemented AES encryption to securely protect image content and integrated LSB-based embedding to conceal encrypted data within cover images.
- Evaluated security trade-offs and robustness by analyzing encryption strength and the imperceptibility of steganographic embedding on image quality.
- Documented implementation details and conducted performance analysis to measure encryption/decryption time and embedding impact on image fidelity.
Education
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