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1. MLDS430-Job_Market_Analytics MLDS430-Job_Market_Analytics Public

   Interactive job market analytics on LinkedIn postings: end-to-end ETL (Apify + Fivetran + dbt + Airflow + Snowflake) with a Streamlit dashboard and Snowflake Cortex-powered text-to-SQL.

   Python

2. MLDS414-Speech_Recognition_and_Summarization MLDS414-Speech_Recognition_and_Summarization Public

   Audio transcription, named entity recognition, and multi-level summarization system. Features OpenAI Whisper for ASR, spaCy for NER, and multi-agent LLM framework for generating summaries.

   Jupyter Notebook

3. MLDS421-Restaurant_Recommendation_System MLDS421-Restaurant_Recommendation_System Public

   A personalized restaurant recommendation engine featuring customer segmentation analysis and hybrid recommendation models. Includes full AWS deployment architecture and interactive web interface.

   Jupyter Notebook

4. MLDS420-Flight_Delay_Prediction MLDS420-Flight_Delay_Prediction Public

   Flight delay prediction tackling imbalanced classification with extensive model exploration and evaluation across LR, RF, GBM, GAM, NN, KNN, and XGBoost.