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Erich Silva's Projects

air-we-breathe icon air-we-breathe

Nonstationary Multivariate Time Series Imputation for Air Quality Datasets

anydata icon anydata

Smart framework to interact with and fetch data from REST APIs.

aws-eb-flask icon aws-eb-flask

Template repository for deploying a Continuous Delivery Flask application with AWS ElasticBeanstalk

disaster-tweets icon disaster-tweets

Sandbox project for NLP and Deep-Learning techniques for unstructured text data

duckdb-sandbox icon duckdb-sandbox

Sandbox repository with boiler plate for a DuckDB and Airflow data architecture

elderly-wellbeing icon elderly-wellbeing

Elderly Well-being in BC, Canada research project. The project focuses on identifying the perception and concerns of communities in British Columbia, Canada, about well-being and happiness among the elderly. Techniques used include Natural Language Processing, Topic Modeling, Sentiment Analysis, and Machine Learning methods to classify and analyze text data scraped from three main sources on the internet: social media, news bulletins, and research articles repositories.

google-gldv2-2020 icon google-gldv2-2020

Google's Landmark Recognition Challenge 2020. This repository contains my implementation of a metric learning solution with cosine similarity search (using an EfficientNet backbone for image embedding), paired with a DELF module for reranking based on local features of the images. These techniques were adapted from the 2020 Recognition challenge winner and 2019 Recognition challenge 2nd place papers.

tweets-semi-supervised icon tweets-semi-supervised

This project investigate a semi-supervised approach for classification tasks on unstructured text data, introducing the proposed method "Representative Labeling".

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