Hi there, I'm Aravinth Meganathan!
Data Scientist and Machine Learning Engineer with expertise in leveraging data-driven insights to solve complex problems. Passionate about developing innovative solutions using machine learning algorithms and advanced analytics techniques. Skilled in Python, SQL, and data visualization.
Projects:
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Enhancing User Experience: Text Classification for Online App using DistilBertTokenizerFast
- Executed successful text classification using the DistilBERT model.
- Achieved remarkable precision, recall & F1-score of 1, showcasing excellence in sentiment analysis.
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BERT-Based Sentiment Analysis of Online Class App Feedback:
- Developed a deep learning model for sentiment analysis of online class app feedback using BERT.
- Achieved 84% accuracy by focusing on high precision for positive sentiments and high recall for negative sentiments.
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Crab Age Prediction:
- Developed a machine learning model to predict the age of crabs based on physical characteristics.
- Achieved an R-squared value of 0.59 using the random forest regression algorithm.
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Delivery Cost Analysis & Billing Discrepancy Detection:
- Built a Python-based system for analyzing delivery costs and detecting billing discrepancies in e-commerce companies.
- Utilized Pandas and Numpy for data cleaning and analysis, resulting in reduced operational costs.
Skills: Python | SQL | Machine Learning | Deep Learning | Data Visualization | Natural Language Processing
Contributions:
- Authored a blog on handling missing values in Medium, providing insights and practical solutions.
- Engaged in knowledge sharing and problem-solving on Stack Overflow, providing assistance to fellow developers in the data science and machine learning community.
I'm always open to interesting conversations and collaboration. Feel free to reach out to me via email or LinkedIn.
Email: aravinthmegnath@gmail.com LinkedIn: [https://www.linkedin.com/in/aravinth-meganathan-200667a1/]