Dandru Venkatesh

My experience:-
Agricultural Sample Seeds Prediction Data:
Responsibilities:
Extracted data from multiple resources, forecasted impact, and documented trends.
Data cleaning (data standardization and remove duplicates).
Built fuzzy matching algorithm using k-nearest neighbours to identify non-exact matching duplicates.
Created machine learning models with python and scikit-learn to predict accuracy.
To improve the accuracy and find the best fit algorithm model by using ensembling techniques.
Validate the predictions on the dataset from the best fit algorithm model.
Prediction on validation data set.
Generated reports and insights with python, excel, tableau for projects.
Environment:
Python, Matplotlib, Sklearn, Numpys, Pandas, Scipy, R, Rattle, Supervised and unsupervised Algorithms, Tableau.