Electricity Fraud Detection in Power Grids using KNN and Voting Classifiers, I spearheaded the data cleaning process, handling missing values, and ensuring data quality for analysis. Additionally, I played a pivotal role in identifying and extracting relevant features crucial for model accuracy. My responsibilities extended to conducting comparative analyses between KNN and Voting Classifier algorithms, evaluating their performance metrics, and fine-tuning hyperparameters to enhance our system's efficiency. Collaborating closely with team members, I actively contributed to model refinement discussions and the overall project strategy. DDoS attack detection using machine learning, I spearheaded the data preprocessing phase, cleaning and transforming the dataset to ensure its suitability for analysis. This involved handling missing values, normalization, and scaling to prepare the data for input into machine learning models. I identified and extracted relevant features from the network traffic data that were crucial in distinguishing between normal and attack traffic. This step was instrumental in enhancing the accuracy of our models. Sentiment Analysis about Restaurant Reviews, As the sole contributor to this sentiment analysis project for restaurant reviews, I undertook the end-to-end development and implementation of the classification system to discern between positive and negative reviews based on the provided dataset of words and sentences. E CONSULTANCY with DOCTORS, I actively participated in the initial conceptualization and ideation phase, contributing ideas and insights that shaped the platform's core functionalities. During the development phase, I took on a significant responsibility in front-end development and design implementation. University Course Registration, My primary focus revolved around system design and database architecture. Collaborating closely with my partner, I actively participated in the conceptualization and design phase, contributing ideas and insights to shape the structure and functionalities of the registration system. Card payment security using RSA, I actively contributed to ensuring the security and integrity of transactions. Collaborating closely with my partner, I implemented validation procedures to verify the authenticity of transactions. TIC TAC TOE Game using EMU8086, I actively participated in the initial planning and conceptualization phase. I played a key role in UI development. A simple game tile breaker using Unity, I actively participated in the initial brainstorming and concept ideation sessions. Collaborating closely with the team. CLIMATE RESILIENT AGRICULTURE, I took a lead role in deploying sensors and IoT devices to gather critical agricultural data.
