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This repository is for my IBM Applied Data Science Capstone Project. All the notebooks and other files are uploaded. If you are benefited by this repository by any means, please feel free to "Star" it and follow me. Thanks.

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advance capstone capstone-project data data-science ibm ibm-watson jupyter jupyter-notebook notebook

ibm-applied-data-science-capstone's Introduction

taeefnajib

Header

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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