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Darksteel047/README.md

Arnavjyoti Kalita | Power Systems Engineer

🔍 Passionate about Machine Learning, Data Analysis, and AI-driven solutions.
⚡ Strong foundation in Python, classical ML, and applied AI for real-world engineering problems.
🔋 Working on EV Intelligent Energy Management Systems (IEMS), Fault Detection, and Predictive Modeling.

🚀 About Me

  • 🧠 Background in Electrical Engineering with specialization in Power Systems
  • 📊 Skilled in Data Cleaning, EDA, Feature Engineering, Model Building & Evaluation
  • 🧪 Building portfolio projects across ML, NLP, CV, and Deployment
  • 🔋 Applying ML in power systems & EV domains (Fault Detection, IEMS)

🛠️ Tech Stack

Programming

  • Python, NumPy, Pandas, Matplotlib, Seaborn
  • Jupyter Notebook, VS Code
  • MATLAB, Simulink

Machine Learning

  • scikit-learn, XGBoost, Random Forest, Logistic Regression, SVM
  • Hyperparameter Tuning (GridSearchCV, RandomizedSearchCV)
  • Cross-Validation, Pipelines, Feature Importance

Deep Learning (Learning Phase)

  • TensorFlow / Keras
  • CNNs, RNNs / LSTMs
  • Transformers (planned)

Tools

  • Git / GitHub
  • Streamlit & Flask (Deployment)
  • Excel, Data Visualization

📚 Featured Projects

🔥 Fault Detection in Electrical Systems (Binary Classification)

✉️ Email Spam Detection (NLP — TF-IDF + Naive Bayes / LR)

🌧️ Rainfall Prediction (Linear Regression)

🍽️ Zomato Data Analysis (EDA)

📫 Contact

Pinned Loading

  1. auto_insurance_fraud_detection auto_insurance_fraud_detection Public

    Auto Insurance Fraud Detection using AdaBoost and SMOTE

    Jupyter Notebook

  2. fault_detection_by_logistic_reg_randomforest_classifier fault_detection_by_logistic_reg_randomforest_classifier Public

    Fault Detection in 3-Phase Power System using Logistic Regression and Random Forest classifier

    Jupyter Notebook

  3. email_spam_detection email_spam_detection Public

    Email Spam Detection Using TF-IDF, Logistic Regression & Multinomial Naive Bayes

    Jupyter Notebook

  4. rainfall-prediction-eda-linear_reg rainfall-prediction-eda-linear_reg Public

    Exploratory Data Analysis and baseline Linear Regression model for Guwahati daily weather (1973–2025) — rainfall prediction & climate insights.

    Jupyter Notebook

  5. Zomato_EDA Zomato_EDA Public

    Exploratory Data Analysis on Zomato Restaurant's Dataset

    Jupyter Notebook

  6. student-grade-management-system student-grade-management-system Public

    A simple Python CLI program to manage student names and marks.

    Python