Machine Learning Projects

Scientific Machine Learning in Energy Systems
SciML, Physics-Inspired Deep Learning, Power System

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Bayesian optimization in machine learning and deep learning
Tree-structured Parzen Estimator, Gaussian Process, Hyperparameter Optimization

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Dimensionality's Effect on Variance in Scaled Attention
Dimensionality, Variance, Scaled Dot Product, Attention, Transformer

While exploring the minute component of attention, one question that triggered me is why Researchers incorporated scaling operations. I observed that as the embedding dimensions increase, the variances also rise, leading to uncontrolled variability, potentially resulting in the vanishing gradient problem. See more

ML-DL: A Fusion Learning Approach
Hybrid Learning, Convolutional Neural Network, Random Forest (RF), XGBoost, GaussianNB (GNB), Support Vector Machines (SVM), Multinomial Logistic Regression (MLR), K-Nearest Neighbor (KNN)

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Interpretable AI for Land Cover Classification
Environment, AI, Regression, Interpretation

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Simulation of Fluid Dynamics Using Physics-Inspired Deep Learning
SciML, PINNs, PDE, Differentiable Simulation, Fluid Dynamics

Employing physics-inspired deep learning mechanisms I attempted to simulate fluid dynamics around a rotating object. Such an DL approach aids in solving complex mathematical functions. See more

Pixel-based LULC Classification Using Machine Learning
Land Use, Land Cover, ML, Image Analysis, Supervised Classification

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Land Cover Prediction Using Custom ML Models
Land Use, Land Cover, ML, Image Analysis, Supervised Classification

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Developing Novel ViT Models for Real-Life Object Identification
Transformer, Vision Transformer, Attention Mechanism, Supervised Learning

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DL-based Spatio-temporal Hybrid Model for Outage Prediction
Electricity, Hybrid Learning, Deep Learning

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Tomato Leaf Disease Classification Using Custom CNN
Convolutional Neural Network, Artificial Neural Network, Deep Learning

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