AISHA AZHAR
Milton,ON
Summary
Seeking an opportunity within a dynamic team to contribute expertise and acquired experience towards fostering the growth of the organization through the application of specialized data analysis skills and hands-on experience.
Led data analysis initiatives by employing statistical analysis techniques and visualization tools to reveal valuable business insights.
Overview
3
3
years of professional experience
1
1
Certification
Work History
Flip Robo Internship Projects
Data Science Consulting
2023.08 - 2023.10
- Developed a predictive model using various machine learning classifiers in Jupiter Notebook to identify fraudulent automobile insurance claims
- Employed techniques for handling class imbalance such as class weighting, hyper parameter tuning, and oversampling with SMOTE to enhance model accuracy
- Implemented multiple classification algorithms, with the Extra Trees Classifier demonstrating the most balanced performance
- Achieved an accuracy score of 89.70% using Extra Trees Classifier, significantly reducing potential losses for insurance companies by effectively detecting fraudulent claims
- Utilized cross-validation techniques, obtaining a cross-validation score of 91.28%, showcasing the model's robustness and reliability.
Avocado Sales Project
Remote Data Company
2023.07 - 2023.08
- Constructed a predictive model utilizing K Neighbor machine learning regressor within Jupiter Notebook to discern the peak selling month and preferred avocado types
- Implemented regression model hyper parameter tuning and oversampling techniques like SMOTE to refine model accuracy
- Delivered enhanced insights into peak sales months and identified the most popular avocado types, enabling informed decision-making for targeted marketing strategies and inventory management.
Census Income Prediction Model
Remote Data Company
2023.06 - 2023.08
- Developed a machine learning model utilizing various classifiers to predict whether an individual earns over $50K annually based on census income data
- Explored different strategies for handling class imbalance and focused on hyperparameter tuning to enhance model accuracy
- Successfully implemented multiple classification algorithms, with the Gradient Boosting Classifier demonstrating the most balanced performance
- Achieved an accuracy of 85.13% with Gradient Boosting Classifier, providing valuable insights into the factors contributing to income levels
- Finalized a robust model with an 80.4% accuracy rate, enabling the identification of significant predictors for income thresholds above $50K.
IBM Data Science Certification
Remote Data Company
2020.06 - 2021.08
- Applied diverse data science methodologies, utilizing SQL, Excel, and Python libraries to conduct comprehensive data analysis
- Proficiently managed data by importing, cleaning, and visualizing datasets, culminating in the development and evaluation of machine learning models and pipelines
- Leveraged a spectrum of data science skills, techniques, and tools to complete projects and communicate findings through comprehensive reports.
Education
IBM Professional Data Science Certificate - Data Science
Data Trained
Toronto, ON10.2023
Oracle Certified Associate (OCA) -
Seneca College of Applied Arts and Technology
12.2007
Information Technology, Bachelor of Arts - Computer Studies
York University
08.2003
Skills
- Quantitative Methods
- Data Warehousing
- Data Mining
- Data Visualization: Excel, Matplotlib, Power BI
- Data Structures
- Regression Analysis
- Data Science Research Methods
- Statistical Computing Methods
- SQL, Python (Pandas, Scikit-learn)
- Modeling: Linear and Logistic Regression
Certification
- Data Trained Data Science - Oct 2022 - Oct 2023
- Power BI Training
Timeline
Flip Robo Internship Projects
Data Science Consulting
2023.08 - 2023.10
Avocado Sales Project
Remote Data Company
2023.07 - 2023.08
Census Income Prediction Model
Remote Data Company
2023.06 - 2023.08
IBM Data Science Certification
Remote Data Company
2020.06 - 2021.08
IBM Professional Data Science Certificate - Data Science
Data Trained
Oracle Certified Associate (OCA) -
Seneca College of Applied Arts and Technology
Information Technology, Bachelor of Arts - Computer Studies
York University
- Data Trained Data Science - Oct 2022 - Oct 2023
- Power BI Training
Similar Profiles
Saumya GoswamiSaumya Goswami
CXM: Associate Manager at Tredence(Global Business Consulting And Data Science Solutions Provider)CXM: Associate Manager at Tredence(Global Business Consulting And Data Science Solutions Provider)
SEDAT ÇELİKSEDAT ÇELİK
Boyner Büyük Mağazacılık A.Ş at Data Science ManagerBoyner Büyük Mağazacılık A.Ş at Data Science Manager
Jessica KavanaghJessica Kavanagh
Content Writer at Data Science SalonContent Writer at Data Science Salon