Expertise
Machine Learning Engineering
Expertise in building and deploying end-to-end machine learning pipelines, deep learning models, and advanced model evaluation techniques.
Data Science & Analytics
Skilled in data analysis, transforming raw datasets into actionable business insights, and creating interactive data visualizations.
Recommendation Systems
Specialized in designing and implementing hybrid Learning-to-Rank recommendation systems for personalized user experiences.
AI Fundamentals & NLP/LLM
Strong foundational knowledge in AI, including NLP, LLM fundamentals, Computer Vision, and complete AI workflow management.
Projects
Community Recommendation System – Graduation Project
Achieved 96.5% HitRate@5 and 0.5665 NDCG@5, demonstrating strong personalization and ranking quality.Designed a hybrid Learning-to-Rank recommendation system for personalized community suggestions on the Mentora platform. Engineered behavioral, social, and mentorship-based features; built candidate generation and LightGBM LambdaRank ranking pipelines.
HR Analytics – Employee Attrition Prediction
Achieved 82% classification accuracy (LightGBM) and 84% regression accuracy (Gradient Boosting).Built an end-to-end ML pipeline with feature engineering and EDA. Designed an interactive Tableau dashboard to visualize HR insights and key attrition drivers.
Network Anomaly Detection – Neural Network
Achieved 98% accuracy (Random Forest) and 94.5% (Neural Networks).Developed an anomaly detection system classifying network traffic as normal/malicious. Performed preprocessing, EDA (heatmaps, boxplots, histograms), and exported deployment-ready models via Pickle.
Timeline
Completed hands-on training in NLP, Computer Vision, ML, and Deep Learning using IBM Watson.
Studied AI/ML/DL fundamentals, CNNs, RNNs, Transformers, and foundation model architectures through Huawei HCIA AI.
Transformed raw datasets into actionable business insights and built interactive dashboards as a Data Analysis Intern.
Designed and implemented a hybrid Learning-to-Rank recommendation system, achieving 96.5% HitRate@5.
Completed the Google Data Analysis program, gaining proficiency in Excel, SQL, Python, Tableau, and Power BI.