This repsitory contains all the intership project I did with several companies in collaboration with forage.

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BCG Data Science & Analytics (customer churn prediction)

This project involves creating a predictive classification model for a client to determine which customers are likely to churn using customer data set and pricing data set.

This workflow involved 4 tasks;

1. Business Understanding & Hypothesis Framing

• Understanding the business contex and problem statement.
• Skills gained; Business Understanding Hypothesis Framing Communication

2. Exploratory Data Analysis

• Understandibg the business through data
• Skills gained; Programming Exploratory Data Analysis

3. Feature Engineering & Modeling

• Uncovering signals within the data.
• Predicting customer churn probability and evaluating model performance.
• Skills gained; Creativity Mathematical Modeling Model Evaluation

4. Findings & Recommendations

• Presenting your results and giving recommended actions to the client
• Skills gained; Synthesis Client Communication Model Interpretation

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Cognizant Artificial Intelligence (Predicting Stock levels of product)

This project was aimed at accurately predicting the stock levels of products based on sales data and sensory data on an hourly basis in order to enable the grocery store more intelligently procure from suppliers.

This project involves 5 tasks;

1. Exploratory Data Analysys

• Exploring customer data to identify next steps.
• Skills learnt; Data Analysis Python Data Visualization

2. Data Modeling

• Understanding relational data and framing a problem statement.
• Skills learnt; Datt Modeling Problem Statement

3. Model Building and Interpretation

• Building a predictive model and interpreting the results back to the business.
• Skills learnt; Machie Learning Model Interpretation Communication

4. Machine Learning Production;

• Developing Machine Leaarning algorithms for production.
• Skills learnt; Python Machine Learning Engineering Development

5. Quality Assurance

• Evaluating the production machine learning model to ensure quality results.
• Skills Learnt; Quality Assurance Evaluation

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British Airways Data Science (Predicting customer buying behaviour)

Building a predictive model to predict customoer buying behaviour.

1. Web scraping to gain company insights.

• Scrape and analyse customer review data to uncover findings for British Airways.
• Skills learnt; Web Scraping Data Manipulation PowerPoint Python

2. Predicting customer buying behaviour.

• Build a predictive model to understand factors that influence buying behaviour
• Skills learnt; Machine Learning Data Science Data Visualisation PowerPoint