Jose Paulo Sa (josepaulosa)

josepaulosa

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Jose Paulo Sa's repositories

NLP_Sentiment_Analysis

Sentiment analysis of the restaurant reviews from YELP dataset using BoW, TF-IDF, Word2Vec, Doc2Vec, Glove and BERT.

Language:Jupyter NotebookLicense:MITStargazers:4Issues:1Issues:0

PySpark

PySpark: EDA, Feature Selection, Feature Engineering, Pipelines, Classification (baseline model and hyperparameter tuning with CrossValidator)

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A_B_Testing

A/B Testing: preprocessing, two proportions z-test, computing critical z‐value and z-statistic.

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Data_Mining

Data Mining - EDA, Feature Selection, Standardize, Remove Global Outliers, Normalize, Feature Extraction (with PCA), Clustering, Classification (baseline models and hyperparameter tuning with GridSearchCV).

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Hyperparameters

Understanding Hyperparameters

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Lexicon_Based_Sentiment_Analyzers

Two lexicon-based sentiment analyzers: TextBlob and Vader.

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ML_Online_vs_Offline

Key differences between Online and Offline ML

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SQL

Basic, Intermediate and Advanced SQL

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Types_of_Variables_in_Research

Types of Variables in Research: Numeric/Quantitative vs Categorical

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