Zaid Abidi

Experience

• 

  LTIMindtree

  Feb 2023 - May 2023

  Cloud Intern - Graduate Engineer Trainee
• 

  Intellect Design Arena Ltd

  Jun 2023 - Apr 2024

  Data Scientist

  Intelligent Document Processing System● Aim: Elimination of human involvement in the handling and classification of substantial volumes of confidential documents.● Technology Used: Transformers, Word2Vec, Pytesseract, BERT, LayoutLM V1, JSON, RSS, Document Representation, Clustering techniques.● Results: Developed a production-ready model for an intelligent document processing system that automates document processing, reducing personnel expenditures by 100% and increasing time saved by more than 5000%.Customer Churn Prediction for Wealth Management● Aim: Develop a machine learning model to predict customer churn in wealth management, enabling proactive retention strategies.Technology Used:● Data Processing( pandas, NumPy), Data wrangling, cleaning, massaging techniques, PySpark (for large-scale data processing), Machine Learning,(Scikit-learn: logistic regression, SVM, random forest), feature importance, PyTorch, TensorFlow (for deep learning models like ANN, CNN, LSTM, BiLSTM, CNN+LSTM), XGBoost, Feature Engineering, Model Selection, Hyperparameter Tuning, Grid Search, Randomized search, AutoML Libraries (Optuna, Hyperopt, Raytune), Docker, Kubernetes, ROC AUC, Chi-square tests, correlation checks, AWS SageMaker, AWS S3, AWS ECR, Data visualization (Matplotlib, Seaborn) ● Results: Developed a model with 94.63% accuracy in identifying churn risk. This is expected to lead to an 80% reduction in customer churn, resulting in millions saved for the wealth management firm. Show less

• 

  ZS

  Apr 2024 - now

  Advanced Data Science Associate