/data-science

Data science projects

Primary LanguageJupyter Notebook

Description of projects

Project Description Libraries Skills
Automation of cow quality assessment Automating the calculation of a cow's approximate milk yield and predicting the taste of its milk Pandas Numpy Matplotlib Seaborn Scikit-learn Scipy Machine Learning Data Analysis Regression Classification
Automation of personnel management Creating a model that can predict employee satisfaction levels and a model that can predict potential employee terminations Pandas Numpy Matplotlib Seaborn Scikit-learn Shap Phik Machine Learning Data Analysis Regression Classification
Selecting a drilling location using a linear model Creating a model to identify the most profitable and analysing possible profit and risks Pandas Numpy Matplotlib Seaborn Scikit-learn Machine Learning Data Analysis Regression Bootstrap
Determining the cost of cars Creation of a model to determine the market value of the machine Pandas Numpy Matplotlib Seaborn Scikit-learn Phik LightGBM Machine Learning Data Analysis Regression Gradient Boosting
Forecasting taxi orders Creating a model to predict values based on time series Pandas Numpy Matplotlib Scikit-learn Statsmodel LightGBM Machine Learning Data Analysis Regression Gradient Boosting TimeSeries
Classification of text sentiment Creating a model to classify the toxicity of comments Pandas Numpy Matplotlib Scikit-learn LightGBM nltk tdqm WordCloud SpaCy Machine Learning Data Analysis Classification Gradient Boosting Text NLP TF-IDF
Determining the age of buyers from photographs Creating a model to predict a person's age from images Pandas Numpy Matplotlib keras TensorFlow Machine Learning Data Analysis Regression Computer Vision TensorFlow
Determining the churn of telecom operator customers Creating a model for predicting the termination of a contract with a telecom operator by a client Pandas Numpy Matplotlib Seaborn Scikit-learn Phik LightGBM Catboost Machine Learning Data Analysis Classification Gradient Boosting