SUMMARY
An Engineering Graduate and an aspiring Data scientist pursuing PGP in Data Science Engineering
having good amount of understanding in Machine Learning concepts
KEY SKILLS
• Python for Data science
• MySQL
• Tableau for Visualizations
• Machine Learning (Supervised and Unsupervised)
ACADEMIC PROJECTS
Predicting a telecom customer will churn or not.
Objective: The objective is to predict a Customer’s chance of Churning to other cellular network using supervised techniques like Logistic Regression, Decision Tree, Neighbors Classification, Ensemble and find the best model for predicting the chances of churning based on accuracy score.
Outcome: Inference from the models is that KNN has consistently good results with higher accuracy than Logistic Regression techniques.
Key skills: Logistic Regression, KNN, SciPy, sklearn
Predicting the daily price to charge for his or her space based on its amenities and other features.
Objective: This the Florida city data in in which the objective is to increase the revenue of AIRBNB and to categorize the hotels as where they can improve to increase the Revenue.
Outcome: Gradient Regressor gives higher accuracy and the lower RMSE than other.
Key skills: Liner Regression, Lasso, Ridge, Gradient Boost regressor, KNN impute
To predict weather the steel is faulty or not.
Objective: To build the classification model as if the steel is faulty or not.
Outcome: Decision tree using GINI and PCA gives higher accuracy than K-means and others.
Key skills: Logistic Regression, K-means, Decision Tree, PCA.
EDUCATION
Course
Institution
Year
Remarks
Name of the program
Great Lakes Institute of Management, Chennai
2019
Pursuing
BE/B. Tech
Dr MGR Educational and Research Institute, Chennai
2019
8.18 CGPA
12th Std
National Institute of Open Schooling, Prayagraj
2014
79.8%
10th Std
Maharshi Arvind Shikshan Sansthan, Chandauli
2012
9.0 CGPA
Portfolio/Blogs
Github: https://github.com/Pradumn-Mishra
Projects related to Supervised learning,Unsupervised learning.
Kaggle: https://www.kaggle.com/pradumnkumarmishra
Tableau Public : https://public.tableau.com/profile/pradumn.kumar.mishra#!/