Vinod Kumar Eslavath

Responsibilities: ◼ Supported faculty in delivering machine learning content for Generalized Linear Models. ◼ Led workshops, addressed student queries, and provided assignment guidance. ◼ Evaluated assignments, exams, and delivered constructive feedback. ◼ Organized practical workshops demonstrating machine learning algorithms. ◼ Created supplementary materials like tutorials and code samples. Accomplishments: ◼ Enhanced engagement through interactive teaching methods. ◼ Contributed to refining up-to-date machine learning curriculum. ◼ Recognized for boosting student satisfaction scores.

◼ Created a predictive model (97% accuracy) for road accident severity using XG Boost. ◼ Utilized Explainable AI to identify crucial accident factors, benefiting authorities and media. ◼ Collaborated on refining and validating the model, enhancing its reliability. ◼ Communicated insights, potentially reshaping accident prevention strategies.

Task 1: Student Performance Analysis and Prediction ♦ Conducted in-depth Exploratory Data Analysis (EDA) on a dataset to uncover insights into factors influencing student academic performance. ♦ Utilized Python, Pandas, NumPy, and Matplotlib to create informative graphs and visualizations that highlighted key trends within the data. ♦ Employed Simple Linear Regression to develop a predictive model for estimating student percentage scores based on study hours. Task 2: COVID-19 Dashboard Creation ♦ Designed an engaging and user-friendly Tableau dashboard showcasing the progression of COVID-19 cases. ♦ Created interactive charts and visual representations that facilitated easy understanding of the evolving pandemic situation.

♦ Provided exceptional passenger assistance, promptly addressing inquiries and offering accurate directions. ♦ Orchestrated and supervised ground staff duties during aircraft arrivals and departures, ensuring seamless operations. ♦ Thoroughly verified passenger documents to ensure compliance with necessary protocols.

◼ Provided academic support in engineering subjects through one-on-one and group tutoring sessions. ◼ Developed tailored study strategies and resources to enhance student understanding. ◼ Collaborated with faculty to align tutoring with course objectives. ◼ Monitored student progress and adapted approaches accordingly.