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This project aims to use k-means and Agglomerative clustering to segment customers into different groups based on their characteristics and purchasing habits. The goal is to understand the similarities and differences between the customer segments, which can help inform marketing strategies and target specific groups of customers.

License: MIT License

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aglomerative-hierarchical-clustering clustering data-science kmeans-clustering numpy pandas-dataframe python3 tabular-data elbow-method feature-engineering

customer_segmentation_clustering's Introduction

๐Ÿ’ซ About Me:

โŒจ๏ธ I'm currently working on:
๐ŸŽฅ Large-scale fish video analysis using computer vision and deep learning
๐ŸŸ Achieving high accuracy in species identification and length measurement
๐Ÿ”ญ Reducing manual effort by automating video processing with ML pipelines

๐Ÿ‘ฅ I'm looking to collaborate on:
๐Ÿ”“ Open-source machine learning projects
๐Ÿ•ต๏ธ Computer vision | ๐Ÿ“– Natural language processing | ๐Ÿ“บ Recommender systems

๐Ÿ†˜ I'm looking for help with:
โšก Optimizing deep learning model performance and scalability
โ˜๏ธ Deployment on cloud platforms (AWS, Azure)

๐Ÿ“š I'm currently learning:
๐Ÿค– Advanced deep learning (Vision Transformers, Large Language Models)
โš–๏ธ Ethical and responsible AI development practices

๐Ÿ’ฌ Ask me about:
๐Ÿ”ง Experience with data science tools (TensorFlow, PyTorch, PySpark)
๐Ÿ›’ Real-world applications (E-commerce, Computer Vision, Customer Analytics)

โšก Fun fact:
๐Ÿง  Despite my technical background, I have a deep fascination for philosophy
๐Ÿ”ญ Exploring societal implications of emerging technologies like AI

๐ŸŒ Socials:

LinkedIn Medium

๐Ÿ’ป Tech Stack:

Programming Languages

Python R HTML5 Markdown LaTeX Shell Script

Web Development

Django Flask FastAPI DjangoREST JWT

Cloud & DevOps

Heroku AWS Azure Google Cloud Docker Apache Airflow

Big Data

Apache Kafka Apache Spark Apache Hadoop Apache Hive APACHEKAFKA

Databases

AmazonDynamoDB Couchbase Postgres Neo4J MySQL MongoDB SQLite

Machine Learning & Data Science

scikit-learn Scipy TensorFlow PyTorch Plotly Pandas NumPy Matplotlib Keras OpenCV

Tools & Utilities

Postman Notion Canva Gimp Bitwarden Anaconda

๐Ÿ“Š GitHub Stats:



โœ๏ธ Random Dev Quote


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