Rainfall-Time-Series-Descriptive: Jupyter Notebook of Python scripts to visualize data using 2D Line Chart and Heatmap.
Tech/Libraries: Pandas, Geopandas, Numpy
Tags: Data Science, Data Analyze, 2D Line Chart, Heatmap
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Clustering_K-Means_Metrics_PCA: Explore K-Means clustering analysis with various distance metrics (Euclidean, Manhattan, Cosine) and PCA analysis on the Iris dataset. Investigate clustering quality and its relation to principal dimensions with clear visualizations and in-depth analysis.
Tech/Libraries: Matplotlib, Scikit-Learn
Tags: Data Science, Machine Learning, Cluster, K-Means, Dimensionality Reduction
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Deep-Learning-CNN-vs-RNN: This repository contains a Jupyter Notebook that compares the performance of Convolutional Neural Network (CNN) and Recurrent Neural Network (RNN) architectures for image classification tasks using the Fashion MNIST dataset. The notebook explores the process of training CNN and RNN models.
Tech/Libraries: TensorFlow, Matplotlib
Tags: Data Science, Machine Learning, Deep Learning, CNN, RNN, Classification
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Hotelling-T-Square: This repository contains the implementation of a multivariate control chart with dimension reduction techniques, namely Factor Analysis of Mixed Data (FAMD) and Autoencoder. The control chart is designed for detecting network intrusions using network data traffic.
Tech/Libraries: Pandas, Numpy, Scikit-Learn
Tags: Data Science, Machine Learning, Multivariate Control Chart, Hotelling T-Square, Dimensionality Reduction
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IBM_Machine_Learning_Capstone: This repository contains materials for the Machine Learning Capstone course offered by IBM. Build a course recommender system, Analyze course-related datasets, and Generate recommendation systems using techniques such as KNN, PCA, and non-negative matrix collaborative filtering.
Tech/Libraries: Pandas, Numpy, Tensorflow, Os, Pickle, Drive, FastDTW
Tags: Data Science, Machine Learning, Scikit-Learn, Matplotlib
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Metrics-Distance-TensorFlow: Python scripts to calculate various distance metrics between rows of data in a dataset using TensorFlow.
Tech/Libraries: Pandas, Numpy, Tensorflow, Os, Pickle, Drive, FastDTW
Tags: Data Science, Machine Learning, TensorFlow
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PCA: Principal Component Analysis implementation for data dimensionality reduction.
Tech/Libraries: Performance Analytics, Factoextra
Tags: Data Science, Machine Learning, Dimensionality Reduction
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Regression_Logistic_-_Sentiment_Analysis_Movie_Data: Logistic Regression - Sentiment Analysis for Movie Data.
Tech/Libraries: Scikit-Learn, Natural Languange Toolkit (NLTK), Pandas
Tags: Data Science, Machine Learning, Sentiment Analysis, Natural Language Processing (NLP)
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nasapower: Python client to access NASA POWER global solar and meteorological data. Getting Data NASA POWER, such as Precipitation in Regional by Single Point approach. Example Precipitation / Rainfall Data in East Java 2018-2022.
Tech/Libraries: Pandas, Geopandas, Matplotlib, nasapower
Tags: Data Science, API, Climate Data
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MIDI: Python library for handling MIDI files and music processing.
Tech/Libraries: MIDIutil
Tags: Music, MIDI, Digital Signal Processing
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Tic-Tac-Toe: Classic Tic-Tac-Toe game with AI opponent using Minimax algorithm.
Tech/Libraries: TKinter
Tags: Game Development, Artificial Intelligence
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