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predicting-home-loan-application-approval's Introduction

taeefnajib

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Hi, I'm Taeef! ๐Ÿ‘‹

I'm a self-taught Python coder with a diverse skill set in Data Science and AI, currently working as a Software Development Engineer I at Sidetrek, a US-based AI startup. My passion lies in becoming a data scientist who seeks to play a pivotal role in transforming data into actionable insights and contributing to AI research within the organization, drawing upon my technical expertise, entrepreneurial background, and innovative mindset.

๐Ÿ›  Skills

  • Language:
    • Python
    • SQL
    • R
  • Machine Learning:
    • Classification, Regression, Clustering, Time-series Forecasting, Anomaly Detection, Recommender Engine
    • Libraries:
      • Scikit-learn,
      • XGBoost,
      • Catboost,
      • LightGBM,
      • PyCaret,
      • Prophet,
      • ARIMA & SARIMA
  • Feature Engineering: Feature scaling, feature encoding, binning or discretization, feature extraction, etc.
  • Data Preprocessing: Data cleaning, data imputation, normalization, and transformation skills using libraries like Pandas, Scikit-learn, etc.
  • Model Evaluation & Improvement: Model evaluation through cross-validation, metrics (e.g., accuracy, F1 score), and ROC curves, and hyperparameter tuning using GridSearchCV, RandomizedSearchCV and Bayesian optimization (using Optuna)
  • Model Interpretability: Explaining models using XAI tools like SHAP, Facets and LIME.
  • Natural Language Processing (NLP):
    • Libraries:
      • SpaCy
      • NLTK
      • Hugging Face Transformers
  • Computer Vision:
    • Libraries:
      • OpenCV
      • YOLO
  • Data Versioning: Data version control using DVC
  • Model Management: Experiment tracking and model versioning using MLFlow
  • Model Deployment: Containerization using Docker, creating web apps using Flask, Streamlit, deploying models as REST APIs using FastAPI, BentoML, etc.
  • Neural Network:
    • ANN, CNN, RNN, LSTM
    • Libraries:
      • PyTorch
  • BI Tools:
    • Tableau

bash css3 docker flask html5 linux mysql opencv pandas postgresql postman python pytorch scikit_learn seaborn selenium tensorflow

โšก๏ธ Fun Fact:

๐Ÿ”— Links

portfolio linkedin

๐Ÿ“ซ Contact Me

Find Me On:

iamtaeefnajib taeefnajib taeefnajib @taeefnajib

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