Bernad Biju

Self-taught Python and SQL Novice developer with experience in machine learning, data handling, and automation. Used classification models, and NLP tools like TF-IDF. Actively working on improving frontend skills to support full-stack development.

Dog disease prediction

• Created a hierarchical ML model using RandomForest to predict dog diseases from symptom input.
• Reduced misclassification by predicting category first, then applying prevalence-weighted filtering.

Weather-temp-predict

• Built a weather predictor using OpenWeather API and scikit-learn linear regression.
• Applied StandardScaler for improved accuracy; currently optimizing due to small dataset limitations.

Note-organizer

• Developed a notes classifier using logistic regression, TF-IDF, and LabelEncoder for keyword prediction.

• Basic Python Certification - https://www.hackerrank.com/certificates/iframe/538a9d5835c1
• Basic SQL Certification - https://www.hackerrank.com/certificates/iframe/f318c56387d1