Rithvik Kuchuru
Career Objective
Machine Learning Engineer with 0 years of professional experience designing and implementing AI models, machine learning pipelines, and interactive software tools using Python and Java. Solid foundation in supervised learning, NLP, and computer vision through coursework and multiple end-to-end projects; strong software engineering fundamentals and experience building desktop GUIs and simulation-based solutions. Seeking entry-level or internship roles to apply model development, data processing, and software design skills toward production-ready systems.
Education
Technical Skills
Projects
- Engineered dataset of historical price and volume features plus technical indicators (moving averages, volatility) to create classification-ready inputs.
- Compared Logistic Regression, Random Forest, and SVM models using cross-validation to select best-performing algorithm for short-term direction prediction.
- Evaluated models with classification metrics, implemented feature selection and preprocessing to improve predictive performance and reduce overfitting.
- Designed ensemble NLP classifier combining Bi-LSTM, CNN, and XGBoost on engineered text features to detect satirical headlines.
- Applied uncertainty sampling to prioritize informative samples during training and reduce labeling noise.
- Achieved 88% classification accuracy on evaluation dataset through architecture tuning and feature engineering.
- Built end-to-end CNN pipeline to classify 43 traffic sign categories including preprocessing, normalization, and augmentation to improve robustness.
- Performed hyperparameter tuning and architecture experiments to optimize accuracy and reduce inference time.
- Implemented training and validation workflows to monitor overfitting and achieve stable generalization across sign classes.
- Developed an NLP parser using tokenization and CFG rules to extract noun phrase chunks and structured linguistic features.
- Integrated syntactic analysis to support downstream language-processing tasks and enable deterministic feature extraction.
- Implemented a BERT-based masked language model to predict masked tokens and study contextual representations.
- Analyzed and visualized attention heads to interpret model behavior and surface relationships between tokens.
- Implemented a CSP-based crossword generator using node/arc consistency and backtracking search with heuristic optimizations.
- Rendered generated puzzles to PNG using Pillow to produce shareable visual outputs and validated solution correctness.
- Built an unbeatable Tic-Tac-Toe agent using the Minimax algorithm with full game logic and optimal decision-making.
- Designed an interactive user interface to allow head-to-head play and to demonstrate algorithm behavior during gameplay.
- Developed a modular desktop banking application to manage customer accounts, transactions, and interest calculations.
- Implemented GUI components with JavaFX, input validation, and comprehensive error handling to ensure data integrity and usability.
- Designed and implemented a fully functional calculator with a graphical interface, robust error handling, and input validation.
- Applied OOP principles and unit testing to ensure calculation accuracy and maintainable code structure.
Certifications
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