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# ISSR
![HumanAI x GSOC](ISSR_Gender_Roles_Career_Rashi_Gupta/images/coll.png)

## 1. Background

The Mission of the Institute for Social Science Research (ISSR) at the University of Alabama is to promote and support high-quality social science research across various disciplines. The ISSR aims to foster interdisciplinary collaboration, to provide resources and support for social science research, and to contribute to the advancement of knowledge and understanding of social phenomena.

## 2. Projects
| Project Name | Contributor | Task | ML Techniques | Repository Link | Blog Post |
|---|---|---|---|---|---|
|[Examination of the evolution of language among Dark Web users](https://summerofcode.withgoogle.com/programs/2024/projects/kN6CmoUo)|Domenico Lacavalla |Examining changes in criminal language on the dark web over time. |Clustering Techniques-BERT Models-LSTM-LightGBM|[Click Here](https://github.com/humanai-foundation/ISSR/tree/main/ISSR_Dark_Web_Domenico_Lacavalla)|[Click Here](https://medium.com/@domenicolacavalla8/examination-of-the-evolution-of-language-among-dark-web-users-67fd3397e0fb)|
|[Gender, Roles & Careers: Exploring Congruity Theories](https://summerofcode.withgoogle.com/programs/2024/projects/lz5XGsgO)|Rashi Gupta |Analyzing gender's impact on career choices. |Predictive Techniques-Random Forest Model|[Click Here](https://github.com/humanai-foundation/ISSR/tree/main/ISSR_Gender_Roles_Career_Rashi_Gupta)|[Click Here](https://rashiguptaofficial.medium.com/exploring-gender-roles-in-education-a-grade-wise-analysis-cb87db14bc7d#3e03)|
|[Improve Accuracy for Mixed Data Prediction](https://summerofcode.withgoogle.com/programs/2024/projects/mco38xiq)|Shao Jin| Predict and evaluate Alabama youth tobacco usage data. Design and analyze qualitative question answer. |KNN Classifier, Random Forest Classifier, XGBRegressor, RandomForestRegressor|[Click Here](https://github.com/humanai-foundation/ISSR/tree/main/ISSR_Improve_Accuracy_Mixed_Data_Shao_Jin)|[Click Here](https://medium.com/@sj3192/enhancing-program-evaluation-research-by-leveraging-ai-for-integrated-analysis-of-mixed-methods-18c818d77527)|
|[Fatigue and Distraction Detection for Drivers](https://summerofcode.withgoogle.com/programs/2024/projects/lqT70TLt)|Aditya Arvind|Detect fatigue and driving distractions like phone usage during driving . |Yolov10, Mediapipe, TensorRT,CLIP|[Click Here](https://github.com/humanai-foundation/ISSR/tree/main/ISSR_Fatigue_detection)|[Click Here](https://medium.com/@aditya.arvind97/fatigue-detection-and-driver-distraction-monitoring-b895a5ee287c)|

# ISSR![HumanAI x GSOC](ISSR_Gender_Roles_Career_Rashi_Gupta/images/coll.png)![HumanAI x GSOC](./ISSR_Gender_Roles_Career_Rashi_Gupta/images/coll.png)## 1. BackgroundThe Mission of the Institute for Social Science Research (ISSR) at the University of Alabama is to promote and support high-quality social science research across various disciplines. The ISSR aims to foster interdisciplinary collaboration, to provide resources and support for social science research, and to contribute to the advancement of knowledge and understanding of social phenomena.The Mission of the Institute for Social Science Research (ISSR) at the University of Alabama is to promote and support high-quality social science research across various disciplines. The ISSR aims to foster interdisciplinary collaboration, provide resources and support for social science research, and contribute to the advancement of knowledge and understanding of social phenomena.## 2. Projects| Project Name | Contributor | Task | ML Techniques | Repository Link | Blog Post ||---|---|---|---|---|---||[Examination of the evolution of language among Dark Web users](https://summerofcode.withgoogle.com/programs/2024/projects/kN6CmoUo)|Domenico Lacavalla |Examining changes in criminal language on the dark web over time. |Clustering Techniques-BERT Models-LSTM-LightGBM|[Click Here](https://github.com/humanai-foundation/ISSR/tree/main/ISSR_Dark_Web_Domenico_Lacavalla)|[Click Here](https://medium.com/@domenicolacavalla8/examination-of-the-evolution-of-language-among-dark-web-users-67fd3397e0fb)||[Gender, Roles & Careers: Exploring Congruity Theories](https://summerofcode.withgoogle.com/programs/2024/projects/lz5XGsgO)|Rashi Gupta |Analyzing gender's impact on career choices. |Predictive Techniques-Random Forest Model|[Click Here](https://github.com/humanai-foundation/ISSR/tree/main/ISSR_Gender_Roles_Career_Rashi_Gupta)|[Click Here](https://rashiguptaofficial.medium.com/exploring-gender-roles-in-education-a-grade-wise-analysis-cb87db14bc7d#3e03)||[Improve Accuracy for Mixed Data Prediction](https://summerofcode.withgoogle.com/programs/2024/projects/mco38xiq)|Shao Jin| Predict and evaluate Alabama youth tobacco usage data. Design and analyze qualitative question answer. |KNN Classifier, Random Forest Classifier, XGBRegressor, RandomForestRegressor|[Click Here](https://github.com/humanai-foundation/ISSR/tree/main/ISSR_Improve_Accuracy_Mixed_Data_Shao_Jin)|[Click Here](https://medium.com/@sj3192/enhancing-program-evaluation-research-by-leveraging-ai-for-integrated-analysis-of-mixed-methods-18c818d77527)||[Fatigue and Distraction Detection for Drivers](https://summerofcode.withgoogle.com/programs/2024/projects/lqT70TLt)|Aditya Arvind|Detect fatigue and driving distractions like phone usage during driving . |Yolov10, Mediapipe, TensorRT,CLIP|[Click Here](https://github.com/humanai-foundation/ISSR/tree/main/ISSR_Fatigue_detection)|[Click Here](https://medium.com/@aditya.arvind97/fatigue-detection-and-driver-distraction-monitoring-b895a5ee287c)|| Project Name | Contributor | Task | ML Techniques | Repository | Blog Post ||---|---|---|---|---|---|| [Examination of the evolution of language among Dark Web users](https://summerofcode.withgoogle.com/programs/2024/projects/kN6CmoUo) | Domenico Lacavalla | Examining changes in criminal language on the dark web over time. | Clustering Techniques, BERT Models, LSTM, LightGBM | [`ISSR_Dark_Web_Domenico_Lacavalla`](ISSR_Dark_Web_Domenico_Lacavalla) | [Read Blog](https://medium.com/@domenicolacavalla8/examination-of-the-evolution-of-language-among-dark-web-users-67fd3397e0fb) || [Gender, Roles & Careers: Exploring Congruity Theories](https://summerofcode.withgoogle.com/programs/2024/projects/lz5XGsgO) | Rashi Gupta | Analyzing gender's impact on career choices. | Predictive Techniques, Random Forest Model | [`ISSR_Gender_Roles_Career_Rashi_Gupta`](ISSR_Gender_Roles_Career_Rashi_Gupta) | [Read Blog](https://rashiguptaofficial.medium.com/exploring-gender-roles-in-education-a-grade-wise-analysis-cb87db14bc7d#3e03) || [Improve Accuracy for Mixed Data Prediction](https://summerofcode.withgoogle.com/programs/2024/projects/mco38xiq) | Shao Jin | Predict and evaluate Alabama youth tobacco usage data. Design and analyze qualitative question answers. | KNN Classifier, Random Forest Classifier, XGBRegressor, RandomForestRegressor | [`ISSR_Improve_Accuracy_Mixed_Data_Shao_Jin`](ISSR_Improve_Accuracy_Mixed_Data_Shao_Jin) | [Read Blog](https://medium.com/@sj3192/enhancing-program-evaluation-research-by-leveraging-ai-for-integrated-analysis-of-mixed-methods-18c818d77527) || [Fatigue and Distraction Detection for Drivers](https://summerofcode.withgoogle.com/programs/2024/projects/lqT70TLt) | Aditya Arvind | Detect fatigue and driving distractions such as phone usage during driving. | YOLOv10, MediaPipe, TensorRT, CLIP | [`ISSR_Fatigue_detection`](ISSR_Fatigue_detection) | [Read Blog](https://medium.com/@aditya.arvind97/fatigue-detection-and-driver-distraction-monitoring-b895a5ee287c) |