About Me
Samyuktha is an IBM certified AI professional and Kaggle Notebooks expert with a focus on designing data-driven business solutions. She has experience in NLP algorithms, Regression Classification Modelling, Time Series Forecasting, and data analysis ...
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Portfolio Projects
Description
* Predict client response rate for financial bank loans data
* Evaluates the responder percentage of clients when offered a loan, insurance , credit / debit card, etc. These offerings are classified under 8 tiers.
* Prepared the dataset using custom database schema.
* Ingest and load data from multiple data streams using Hadoop, Hive, Spark.
* Transformed the data and ingest data across ML pipelines for Data preprocessing
* Research, explore machine learning classification models
* Demonstrate the prediction reports using Shap, profiler, classification reports.
* Deployed the model script on Airflow.
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* Custom Database schema design : Identifiedprojects falling under a domain, project closing deadlines ( dates).
* Data ingestion alerts: Load data, alert team about ETL failures, DAG failures, Py script server errors.
* Design custom dashboard for senior management to checkout projects that have completed , delayed , in-progress, closed, emergency targets.
* Test the individual power features and upgrade the model after multiple client and team reviews.
* The code was deployed later onto web by other interns in the team.
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