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Vishnu Kanduri's Projects

credit-risk-modeling-in-python icon credit-risk-modeling-in-python

Modeled the credit risk associated with consumer loans. Performed exploratory data analysis (EDA), preprocessing of continuous and discrete variables using various techniques depending on the feature. Checked for missing values and cleaned the data. Built the probability of default model using Logistic Regression. Visualized all the results. Computed Weight of Evidence and price elasticities.

customer-analytics-in-python icon customer-analytics-in-python

I use various Data Science and machine learning techniques to analyze customer data using STP framework. I preprocessed the data, performed segmentation, hierarchical clustering, k-means, PCA techniques with a lot of visualizations to segment and understand customer data. I have performed Purchase Analytics (both descriptive analysis and predictive analysis). Used deep learning to enhance my model.

fashion-recommendations icon fashion-recommendations

Manipulated data to recommend products and improve the company's revenue with 90% accuracy. Optimized clustering of user purchases with best feature combinations based on silhouette score. • Used PySpark, Pandas, Seaborn, and Scikit-learn to implement random forest, logistic regression, decision tree and alternating least squares.

language-classification-using-naive-bayes-in-python icon language-classification-using-naive-bayes-in-python

Classified sentences into one of Slovak, Czech, and English. Implemented relevant preprocessing steps, addressed the class imbalance in training set by employing the learned theory of Naive Bayes Models, and implementing subword units.

rock-paper-scissors icon rock-paper-scissors

A webapp where you can play the classic game of rock, paper and scissors game online.

time-series-analysis-in-python icon time-series-analysis-in-python

I perform time series analysis of data from scratch. I also implement The Autoregressive (AR) Model, The Moving Average (MA) Model, The Autoregressive Moving Average (ARMA) Model, The Autoregressive Integrated Moving Average (ARIMA) Model, The ARCH Model, The GARCH model, Auto ARIMA, forecasting and exploring a business case.

trading-bot icon trading-bot

Built a trading bot via Reinforcement Learning using Open-AI Gym and Gym Anytrading environment. Added custom indicators such as Simple Moving Average (SMA), Relative Strength Index (RSI) and On Balance Volume (OBV)

tsh icon tsh

A tiny shell program

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