The Mistakes I Made Learning Text Vectorization (So You Don't Have To)

Hey, I’m Deepika, an AI and ML engineer focused on building practical, end-to-end intelligent systems. I work primarily with Python, scikit-learn, FastAPI, and LangChain to develop machine learning and NLP applications that move beyond notebooks into usable products. I care about model reliability, interpretability, and building AI systems that are production-ready. On this blog, I document real builds, debugging lessons, architecture decisions, and applied ML concepts. I write to sharpen my thinking and help others build stronger AI systems. Open to remote roles, freelancing, and serious AI collaborations.