AMIT RAJ

Highly motivated and ambitious Data Science Intern with a strong passion for thriving in demanding digital intelligence processing environments. Deeply knowledgeable about the latest advancements in machine learning, well-equipped to leverage this expertise and combine it with tireless hunger for acquiring new skills. Ultimate goal is to harness the power of cutting-edge data science technology to drive innovation and make a significant impact in the field.

02/01/24 to 03/01/24- Customer Churn Prediction, We analyzed customer data to identify patterns and factors contributing to churn. Preprocessed data by handling missing values, encoding categorical variables, and scaling features. We developed and optimized predictive models using Logistic Regression and Random Forest. Achieved an accuracy of 85% in predicting customer churn, providing actionable insights for retention strategies.  

Skills -Python, Pandas, Scikit-Learn, Matplotlib, Seaborn 

02/01/24 to 03/01/24- Avocado Price Prediction, Objective: To predict the future prices of avocados based on historical sales and pricing data. Data Collection: Gathered and cleaned historical avocado sales data from various sources. Exploratory Data Analysis (EDA): Conducted EDA to understand trends, seasonality, and patterns in avocado prices. Feature Engineering: Created new features such as average price, total volume sold, and type of avocado (conventional vs. organic). Model Building: Implemented and compared multiple regression models including Linear Regression, Decision Trees, and Random Forest. Hyperparameter Tuning: Used GridSearchCV to fine-tune model parameters for optimal performance. Model Evaluation: Evaluated model performance using metrics such as Mean Absolute Error (MAE) and R-squared (R²). Visualization: Visualized the predicted vs actual prices using Matplotlib and Seaborn to assess model accuracy. Results: Achieved an R-squared value of 0.85 and reduced prediction error, providing reliable price forecasts. Skills- Python, Pandas, Scikit-Learn, Matplotlib, Seaborn

PG Program In Data Science, Machine Learning And Nueral Network on June 2023