cielo112
I am a Machine Learning researcher currently exploring the applications of ML/AI to Complex Systems, Finance, and Commerce.
Manila, Philippines
Pinned Repositories
FSL_Detection
This project utilizes Mediapipe and OpenCV to create that detects and translates Filipino Sign Languge (FSL) gestures and letters into Filipino texts.
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.
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.
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.
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.
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.
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.
CNN-Image-Segmentation
Deep learning project focused on dark matter searches
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.
IMDB-Webscraping-and-Exploratory-Data-Analysis
This project involves scraping IMDB data about the top 250 using BeautifulSoup and Requests. The data were then used for a simple exploratory data analysis.
cielo112's Repositories
cielo112/pymc-experimental
cielo112/YouTubeVideoCode
Code related to my YouTube vids!
cielo112/ntu-ms-artificial-intelligence
This repository contains the coursework and assignments I completed as part of the Master of Science in Artificial Intelligence (MSAI) program at Nanyang Technological University, Singapore.
cielo112/mlops-with-aws-datascientists
cielo112/data-science-on-aws
AI and Machine Learning with Kubeflow, Amazon EKS, and SageMaker
cielo112/PINNpapers
Must-read Papers on Physics-Informed Neural Networks.
cielo112/GravNN
Repository for Gravity Field Modeling and Recovery using Machine Learning Methods
cielo112/FBPINNs
Solve forward and inverse problems related to partial differential equations using finite basis physics-informed neural networks (FBPINNs)
cielo112/Decathlon-Dashboard
cielo112/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.
cielo112/FSL_Detection
This project utilizes Mediapipe and OpenCV to create that detects and translates Filipino Sign Languge (FSL) gestures and letters into Filipino texts.
cielo112/sp500
Current and Historical Lists of S&P 500 components since 1996
cielo112/Text-Summarizer-for-Analysis-of-Business-Reports
the project aims to build an efficient and robust text summarizer neural network that can effectively assist users in obtaining concise summaries of lengthy textual content across various domains.
cielo112/SSL4MIS
Semi Supervised Learning for Medical Image Segmentation, a collection of literature reviews and code implementations.
cielo112/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.
cielo112/financial-machine-learning
A curated list of practical financial machine learning tools and applications.
cielo112/awesome-public-datasets
A topic-centric list of HQ open datasets.
cielo112/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.
cielo112/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.
cielo112/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.
cielo112/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.
cielo112/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.
cielo112/Toronto-Stock-Exchnge-Web-Scrape-and-EDA
For this project, Toronto Historical Stock values were scraped from the eoddata website in order to perform a simple exploratory data analysis.
cielo112/IMDB-Webscraping-and-Exploratory-Data-Analysis
This project involves scraping IMDB data about the top 250 using BeautifulSoup and Requests. The data were then used for a simple exploratory data analysis.
cielo112/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.
cielo112/Test_Scores_Machine_Learning
This is a simple machine leaning exercise intended to predict mean test scores of students.
cielo112/AWS-Certified-Cloud-Practitioner-Notes
Notes compiled based on AWS E-Learning lessons and transcripts
cielo112/CNN-Image-Segmentation
Deep learning project focused on dark matter searches
cielo112/BikeFitting
Hobby Project aiming at create a bike fitting app with mediapipe and opencv
cielo112/Machine-Learning-for-Stock-Recommendation-IEEE-2018
A Practical Machine Learning Approach for Dynamic Stock Recommendation. IEEE TrustCom 2018.