Mariam Zaidi

• Implemented semantic similarity detection using using FuzzyWuzzy for intelligent text pre-filtering,
SBERT embeddings and cosine similarity, enhancing keyword-matching precision
• Worked on a multi-user Q&A chatbot using Retrieval-Augmented Generation (RAG) pipeline with
Ollama, integrating Pinecone for vector search and RabbitMQ for multi-user message orchestration
• Analysed Base stock price prediction models using Prophet for time-series forecasting on daily,
weekly and monthly intervals

• Applied spatial data interpretation to optimize design feasibility and operational efficiency
• Leveraged data-driven decision-making to define project timelines and ensure budget adherence
• Collaborated with engineers and stakeholders to model project workflows and resource planning

• Collaborated with cross-functional teams to align design strategies with business objectives
• Utilized data interpretation techniques to evaluate customer space utilization patterns

• Employed in-depth data analysis to identify and resolve key problem areas by leveraging data
visualization and site survey results, enhancing space utilization and operational outcomes