Vaibhav Krishna

Key Result Areas: Extracting and deriving insights from various types of data using different machine learning algorithms to predict future values, and contributing to data-driven decision-making. Utilizing NLP techniques to extract entities from news articles and classify them using Bayesian probability algorithms. Generating tags for a search portal based on user search criteria. Achievements: Successfully delivered a solution within the prescribed timeline, resulting in a Best Team award. Developed an NLP-based tag creation system for news articles using Spacy's Named Entity Recognition feature and Bayesian Probability Score, streamlining content organization and retrieval. Brought down asset failure by 42% in 6 months through the prediction of risk scores.

Key Result Areas: Implemented classification techniques like Multinomial Logistic Regression to predict equipment defect status. Collaborated on recommender systems using Collaborative Filtering to bundle products for new clients. Conducted extensive Exploratory Data Analysis, addressing class imbalance, feature engineering, and presenting findings in detailed reports. Achievements: Achieved a 27% increase in prediction accuracy and a 35% reduction in defects through the implementation of Multinomial Logistic Regression. Developed a custom hybrid unsupervised multivariate ML model for customer-specific marketing and engagement for an FMCG client.

Founded a rural and adventurous tourism startup aimed at promoting rural culture and increasing tourism. Set up locations in rural hill stations to encourage tourism and promote solar-powered agricultural technology. Collected and analyzed data related to tourism to make informed decisions. Achievements: Developed dashboards for site engineers, coordinated with clients, and prepared documentation and presentations.

Key Result Areas: Led the installation of on-grid solar power plants for domestic consumption. Answerable for site inspection, feasibility tests, and technical assistance during installation. Achievements: Successfully installed multiple on-grid solar power plants for domestic consumption. Provided technical assistance and conducted site inspections, ensuring project quality and adherence to safety standards.