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zenklinov/README.md

Hi 👋, I'm Amanatullah Pandu Zenklinov

A passionate Data Analyst, Data Scientist, and Machine Learning Engineer from Indonesia

My Repositories:

📊 Statistics

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
Languages Used   Top Language

🤖 Machine Learning

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
Languages Used   Top Language

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
Languages Used   Top Language

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
Languages Used   Top Language

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
Languages Used   Top Language

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
Languages Used   Top Language

PCA: Principal Component Analysis implementation for data dimensionality reduction.
Tech/Libraries: Performance Analytics, Factoextra
Tags: Data Science, Machine Learning, Dimensionality Reduction
Languages Used   Top Language

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)
Languages Used   Top Language

🗄️ Getting Data

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
Languages Used   Language Used

🎵 Music

MIDI: Python library for handling MIDI files and music processing.
Tech/Libraries: MIDIutil
Tags: Music, MIDI, Digital Signal Processing
Languages Used   Top Language

🎮 Game

Tic-Tac-Toe: Classic Tic-Tac-Toe game with AI opponent using Minimax algorithm.
Tech/Libraries: TKinter
Tags: Game Development, Artificial Intelligence
Languages Used   Top Language

zenklinov

zenklinov

Connect with me:

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Languages and Tools:

Google Cloud Platform Python R

 zenklinov

Pinned

  1. Clustering_K-Means_Metrics_PCA Clustering_K-Means_Metrics_PCA Public

    Comparing Euclidean Distance, Manhattan Distance, Cosine Distance, with PCA in K-Means Clustering

    Jupyter Notebook

  2. Deep-Learning-CNN-vs-RNN Deep-Learning-CNN-vs-RNN Public

    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…

    Jupyter Notebook

  3. Hotelling-T-Square Hotelling-T-Square Public

    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 de…

    Jupyter Notebook

  4. nasapower nasapower Public

    Getting Data NASA POWER, such as Precipitation in Regional by Single Point approach. Example Precipitation / Rainfall Data in East Java 2018-2022

    R