Category: Data Science
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NLP Book Genre Classification
Text Classification Using Natural Language Processing (NLP) with TensorFlow In this project, I applied Artificial Intelligence techniques to solve a text classification problem using Natural Language Processing (NLP). The objective was to create a model that can automatically classify text data into predefined categories, leveraging the power of deep learning with TensorFlow. The project was…
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Time Series Forecasting using LSTM
Deep Learning Model for Temperature Forecasting Using LSTM In this project, I developed a Deep Learning model using Long Short-Term Memory (LSTM) networks to forecast temperature trends over time. This project, which I developed using Python Notebooks in Google Colaboratory, showcases my ability to work with time series data and implement a forecasting solution using…
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Fuzzy Clustering C-Means for CVRP
Fuzzy Clustering C-Means for solving Multi Depot Vehicle Routing Problems. In this project, I developed a solution using Fuzzy C-means clustering to address a complex problem involving vehicle objectives represented as nodes. The main goal was to enable each node to belong to multiple clusters, a feature that is not possible with standard clustering techniques…
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CNN Image Classification
Rock-Scissors-Paper Image Classification using Tensorflow and Keras. This is my practice in deep learning for image classification using Convolutional Neural Network (CNN) from Keras and TensorFlow library in Python, I am using Go Colaboratory as IDE. CNN is a class of artificial neural network (ANN), most commonly applied for visual imagery. CNN is neural network…