Road to Data Science – My Portfolio

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Periodic K-means and Household power consumption

• Personal implementation of Periodic KMeans: Household power consumption

  

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Exploratory Data Analysis (EDA) and Hypothesis testing

• Biodiversity - US National Parks

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Forest Cover Type Classification with Keras and Neural Networks

• Cover Type Classification

  The notebook employs Keras module to create increasingly complex Sequential neural network models to classify cover types from different forests.

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Data analysis in Physics: Theoretical Cosmology

• Example of Model testing - Bayesian statistics: NEDE

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Django framework and ArXiv.org article filtering

• Web filter and ranking of articles in theoretical physics

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Fundamentals of NLP - Tweets classification

• Disaster detection from scratch

  The notebook employs data cleaning, tokenization, feature engineering, Naive Baiyes + Logistic Reg and Hyperparameter tuning.

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