Janhavi Takale
CSE student exploring AI, Dev, and open-source development
Pune, Maharashtra, India
Joined May 2026
Summary
Builds production-capable machine-learning systems with an emphasis on explainability and deployment. medium
Practical advocate for developer tooling and reproducible environments, sharing lessons on Docker and containerization for student projects. medium
Active in web and open-source development with WordPress/backend focus and public code/projects on GitHub. gravatar+1
Engages in academic and collaborative research work as a BE student, including a co-authored literature-review paper on AI and blockchain in career guidance. ijsrem
Work
Education
Projects
Writing
From Classroom Theory to Production AI: How I Built MentorChain’s Career Prediction Engine
October 1, 2025A detailed account of building MentorChain: dataset challenges, feature engineering, SMOTEENN balancing, a calibrated stacking ensemble, SHAP explanations, and deploying a FastAPI-based service integrated with a MERN backend and blockchain-secured reports.
AI-Driven Blockchain Career Guidance Systems: Literature Review and Future Directions
October 1, 2025A literature-review paper co-authored with peers surveying AI and blockchain approaches to career guidance systems and proposing future directions.
How Docker Transformed My Final Year Project (And Why Every CS Student Should Learn It)
August 1, 2025A practical guide and personal narrative on adopting Docker and Docker Compose to solve environment and deployment problems in student projects, plus best practices and a learning path for students.