COVID-19 Time Series Forecasting with Neural Networks

Project Snapshot

  • Project Title: COVID-19 Time Series Forecasting with Neural Networks
  • Type: Machine Learning, Regression Modeling
  • Concepts:
    • Exploratory Data Analysis (EDA)
    • Time Series Analysis and Forecasting
    • Machine Learning Orchestration
  • Duration: 2024
  • Skills Developed:
    • Programming & Data Handling: Python (pandas, numpy)
    • Modeling & ML Pipelines: Scikit-learn, RFECV, Data Cleaning & Imputation
    • Visualization: matplotlib, seaborn
    • Deep Learning & Forecasting: PyTorch, PyTorch Forecasting, LSTM
    • Experiment Tracking: MLflow

Project Overview

COVID-19 Time Series Forecasting with Neural Networks