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ellahu1003/README.md

Hi, welcome to my profile :)

My name is Ella👋, I recently completed a Data Science Bootcamp at Imperial College London, ranking 1st out of 158 students with a 98% overall grade. I have hands-on experience in Python (Pandas, NumPy, Scikit-Learn), SQL, and Tableau, I have successfully executed projects ranging from sentiment analysis to financial modeling and business strategy.

  • 🎓 My academic background is in Economics and Political Science, enabling me to approach problems with both analytical rigour and strategic insight
  • 💻 I'm currently working on: A Stock Price Prediction project using LSTM neural network model for time series
  • 🚀 I’m particularly enthusiastic about roles in AI, machine learning, and data science
  • 🌏 I am fluent in three languages, English, Mandarin, and Cantonese
  • 🎶 I am also passionate about performing arts, I achieved ABRSM Grade 8 in flute and Grade 8 in LAMDA

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  1. Sentiment-Analysis-Project Sentiment-Analysis-Project Public

    This project focuses on sentiment analysis of the NLTK movie reviews dataset using machine learning. I implemented and compared Multinomial Naive Bayes and Logistic Regression models after preproce…

    Jupyter Notebook

  2. Kmeans-Country-Data-Project Kmeans-Country-Data-Project Public

    This project uses K-means clustering to group countries based on socio-economic and health factors such as child mortality, exports, health spending, income, and GDP per capita. The workflow includ…

    Jupyter Notebook

  3. Decesion-Trees-Titanic-Project Decesion-Trees-Titanic-Project Public

    This project involves building a Decision Tree classifier to predict Titanic passenger survival. The analysis includes training models with varying depth restrictions, visualising the decision tree…

    Jupyter Notebook

  4. Text-Classification-Project Text-Classification-Project Public

    This project focuses on text classification using the 20 Newsgroups dataset, which contains approximately 20,000 documents across 20 different categories. A Multinomial Naive Bayes model was implem…

    Jupyter Notebook

  5. SQL-Project-Electronics-and-Appliances-Business SQL-Project-Electronics-and-Appliances-Business Public

    This project involves creating and managing a database for an electronics and appliances business using SQL. It includes the creation of three key tables: "Customers", 'Orders", and "Products", fol…

  6. Tableau-Inc-5000-Analysis Tableau-Inc-5000-Analysis Public

    This project uses Tableau to analyse the 2014 Inc. 5000 dataset, focusing on company growth, industry trends, geographical insights, and workforce impacts. The analysis includes visualisations such…