Worked with perspective as 'Another level of fulfillment derives from conquering an inherent problem'. which allowed me
to be gleaned crucial technical understanding for a range of POCS and projects, including RDKit, cheminformatics and
SMILES for a project involving Healthcare, same with BFSI and so on.Carried out data analyzation, preprocessing, and EDA with advanced tools such as pandas-profiling, dtale, and dataprep.
Processed with text preprocessing using NLTK library and create DataFrame by using Bag of words, TF-IDF to perform the
feature extraction. experimented with anomaly detection, null values, and redundant features, and treated them with
techniques such as KNN Imputer.Number of models were trained using various machine learning, deep learning, and NLP methods and evaluated that with
various evaluation metrics, Hypothesis testing etc.