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John Carlo T Cielo's Projects

anomalydetectiononrisk icon anomalydetectiononrisk

Thesis project about Unsupervised anomaly detection on the streaming time-series data of porfolio risk measures and returns.

automated-10k-web-scraper icon automated-10k-web-scraper

This project is utilizes tools such as selenium to create an automated webscraper that fetches the latest filed 10K report of any registered company to US SEC. The content of the report is then parsed and sectioned using REGEX.

bikefitting icon bikefitting

Hobby Project aiming at create a bike fitting app with mediapipe and opencv

credit-default-analysis-and-prediction icon credit-default-analysis-and-prediction

This project performs exploratory data analysis on Credit Default records from Hong Kong. Different predictive models were also assessed with the best one being subjected to hyperparameter tuning to further optimize performance.

customer_clustering_and_analysis icon customer_clustering_and_analysis

In this project customer information were utilized to perform clustering using KMeansClustering. The behavior and preferences of the clusters obtained were analyzed to unlock valuable insights that drive customer-centric strategies and ultimately lead to increased customer satisfaction and business growth.

eikonalnet icon eikonalnet

Contains code for training and testing a neural net intended to create cardiac activation maps

fbpinns icon fbpinns

Solve forward and inverse problems related to partial differential equations using finite basis physics-informed neural networks (FBPINNs)

fsl_detection icon fsl_detection

This project utilizes Mediapipe and OpenCV to create that detects and translates Filipino Sign Languge (FSL) gestures and letters into Filipino texts.

gravnn icon gravnn

Repository for Gravity Field Modeling and Recovery using Machine Learning Methods

hipparcos_exploratory_analysis_and_classification icon hipparcos_exploratory_analysis_and_classification

This project takes a look at the Hipparcos Dataset which catalogues the position and other relevant information for more than one hundred thousand stars. Exploratory data analysis were performed after which several classification models were created. Neural networks were also employed in the classification task.

magic-gamma-telescope-particle-classifier icon magic-gamma-telescope-particle-classifier

Utilized Monte Carlo simulated data for registered high energy gamma particles in a ground-based atmospheric Cherenkov Gamma Telescope to perform exploratory data analysis and create machine learning models.

oil-portraits-using-gan icon oil-portraits-using-gan

This repository showcases a GAN-based solution that creates oil portraits from scratch. Through extensive training on a diverse collection of art, this AI-powered system learns to generate portraits that embody the essence of classical oil painting techniques and artistic expression.

pinnpapers icon pinnpapers

Must-read Papers on Physics-Informed Neural Networks.

sentiment_analysis_and_clustering_using_roberta icon sentiment_analysis_and_clustering_using_roberta

This project aims to analyze women's clothing e-commerce reviews using sentiment analysis techniques and apply clustering algorithms to gain deeper insights into the products being reviewed. RoBERTa was used to facilitate the sentiment analysis and then KMeans was employed for the clutering processing.

sp500 icon sp500

Current and Historical Lists of S&P 500 components since 1996

ssl4mis icon ssl4mis

Semi Supervised Learning for Medical Image Segmentation, a collection of literature reviews and code implementations.

tensorflow-books icon tensorflow-books

"All businesses could use a garden where Data Scientists plant seeds of possibility and water them with collaboration." ― Damian Mingle

wemby_vs_holmgren_nba_debut_sentiment_comparison icon wemby_vs_holmgren_nba_debut_sentiment_comparison

The project aims to extract data from YouTube comments, preprocess the data using RoBERTa transformers, develop a sentiment analysis model, analyze sentiment distribution and trends, and provide an interactive visualization.

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