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optimization-techniques

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A dynamic Predictive Maintenance system that auto-detects dataset type and uses ANN for failure classification and LSTM for RUL forecasting. Optimized with Adam and Early Stopping, the project includes a Streamlit web interface for real-time model training and machine health predictions.

  • Updated Apr 12, 2026
  • Python

This repository contains the implementation of a Part-of-Speech (POS) tagging system using Hidden Markov Models (HMMs) along with various decoding techniques and adversarial training strategies for sequence labeling tasks. Project for course DSCI 599 - Optimization Techniques for Data Science, Fall 2023

  • Updated Dec 5, 2023
  • Python

Projeto de pesquisa (Mestrado EPQB) sobre um agente de Reinforcement Learning supervisório para otimização do ponto operacional de uma coluna stripper de águas ácidas (H₂S/NH₃)

  • Updated Oct 1, 2026
  • Python

A Mathematics for Data Science assignment-cum-term-project that formulates satellite DEM elevation error correction as a single convex least-squares optimization problem, solved five independent mathematical ways — Normal Equations, SVD, PCA Regression, Gradient Descent, and Newton's Method — all implemented in raw NumPy with no ML libraries.

  • Updated Sep 25, 2026
  • Python

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