Manan Dev

Provided comprehensive analysis and recommend solutions to address complex business problems and issues using data from internal and external sources and applied advanced analytical methods. Collected data and information from diverse sources such as HIVE and SQL-Workbench. Compiled, cleaned and manipulated data for proper handling. Applied statistical methods and techniques to interpret key points from gathered data. Responsible for developing an algorithm to predict ocean port terminals, used heavily in our product. Successfully completed a project that involved the integration of Time Series Analysis (Prophet), Unsupervised ML (K-Means) and Supervised Machine Learning techniques to forecast congestion levels in ocean ports. Completed EDA & Feature Engineering and Predicted it using several Machine Learning models like Random Forest, Logistic Regression, KNN, XGBoost. Increased the overall accuracy from 55% to 90% for 75% of ocean terminals across the data leading to greater product and business viability. Revamped the Model Development process by implementing end-to-end automation using GCP workflows, resulting in enhanced efficiency. Worked with departments across the company, including QA and Project Management, in developing new ideas, initiatives and products.

Presented reports to manager and teammates regarding project progress and results. Ran data analysis reports and distributed to management staff. Completed data cleaning and data validation of existing spreadsheets to promote robust data management platform, resulting in accurate data analysis and entry.