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# Credit-card-kafka

# Fraudulent Credit Card Transaction detection in real time using Kafka

Utilized SparkML and Scikit-Learn to develop and train several machine learning
models for distinguishing fraudulent and legitimate transactions.
The machine learning models are then utilized to make predictions on Kafka-generated real-time data streams.
Built an interface for displaying these predictions in real time using Streamlit framework.


[![made-with-python](https://img.shields.io/badge/Made%20with-Python-1f425f.svg)](https://www.python.org/)
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## Installation steps

#### Install Anaconda

```
https://www.anaconda.com/products/individual
```


#### Create a conda environment and activate it

```
$ conda create streamlitapp
$ conda activate streamlitapp
```

#### Install required packages from requirements.txt

```
# Clone this repository
$ cd
$ pip install -r requirements.txt
```

#### Run the streamlit app

```
$ streamlit run app.py
```


## 🛠 Tools
Streamlit, PySpark, Kafka, Python

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