Recipe RAG

Built an RAG (Retrieval-Augmented Generation) model in Python to generate new recipes is exciting. I start with a list of ingredients, negative ingredients, and dietary constraints. Using a retrieval system, I gather relevant recipe fragments. Then, I leverage a powerful language model to generate coherent and unique recipes, ensuring they meet the dietary requirements and exclude unwanted ingredients. I preprocess the data, fine-tune the model on a recipe dataset, and implement the retrieval mechanism. This hybrid approach enhances creativity and accuracy, making the recipe generation both diverse and tailored to specific needs.

audioIT

Focused on developing a system that converts audio into summarized audio while preserving the original emotions. The process begins by transcribing the audio into text using a robust speech-to-text engine. I then apply natural language processing techniques to summarize the text, ensuring key points and emotional nuances are retained. To maintain the emotional tone, I analyze the original audio's emotional features using sentiment analysis and prosody detection. Finally, I use a text-to-speech engine, fine-tuned to replicate the detected emotions, to generate the summarized audio. This project seamlessly blends speech recognition, text summarization, and emotional synthesis, resulting in concise, emotionally rich audio summaries.

Movieium

Created a personal movie library website that's basically like having a really smart movie buddy who knows exactly what you like! This website uses some fancy machine learning (KNN) to analyze your favorite films and then recommends other movies that are similar, so you don't have to spend hours scrolling through Netflix. It's like having a personal film critic, except it won't judge you for re-watching your favorite rom-com for the tenth time! Plus, the website lets you save all your fave films and even serves up more tailored recommendations the more you use it. It's basically the perfect movie date, minus the awkward silences and uncomfortable popcorn-sharing.

FoodoPedia

I once created a Windows application that was basically a foodie's dream come true. With this app, users could register and search for their desired dishes, rate multiple meals, create a personalized recipe library, and even write their own food blog! The best part? The users had complete control to be their own Gordon Ramsay and create their very own unique and delicious recipes. So, it's basically a one-stop-shop for all your food needs, and it's so easy to use that even a chef who can't boil water (like me) can navigate it with ease!