Building an Offline RAG Chatbot: From Semantic Search to LLM Inference with Flask, Chroma DB, Sentence Transformer, Re-ranker and OllamaFrom semantic retrieval to streaming LLM responses in a disconnected enterprise environment A Retrieval-Augmented Generation (RAG) chatbot is often demonstrated with a few lines of code, a vector dataOct 16 · 36 min readameypote.hashnode.dev
Guardians of the Gateway: JWT vs. OAuth2 for Spring Boot SecurityImagine you're hosting a party with exclusive invites and a strict guest list. Only invited guests can enter, and once they’re in, they’re free to roam. Sounds simple enough, right? But, what if you need different levels of access for different rooms...Oct 31, 2024 · 4 min readameypote.hashnode.dev
Lights, Camera, Algorithms: Developing a Content-Based Movie Recommendation SystemHey there! I'm Amey Pote, and I recently developed a content-based movie recommendation system as part of my machine learning journey. I wanted to share my experience and the steps I took to build this system, leveraging advanced pre-processing techn...Aug 1, 2024 · 4 min readameypote.hashnode.dev
Building a Personalized Study Assistant App with React, Django, and MongoDBIntroduction In today's fast-paced world, personalized learning tools are becoming increasingly important. To address this need, I built a Personalized Study Assistant app. This app helps students manage their studies more effectively with features l...Jul 28, 2024 · 7 min readameypote.hashnode.dev
Learning Power BIIntroduction Recently, I had the opportunity to dive deep into Power BI, a powerful business analytics tool that has transformed my understanding of data visualization and analysis. This comprehensive learning experience has equipped me with the esse...Jul 26, 2024 · 4 min readameypote.hashnode.dev
