SignVision: ASL Meets AI

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WEEK 0: Installation of Python and Anaconda

Python

• Getting Started with Python in VS Code (Official Video)
• Getting Started with Python in VS Code

Anaconda and Jupyter Notebook

• How to Install Anaconda and Jupyter Notebook on Windows 11
• Install Anaconda Python, Jupyter Notebook And Spyder on Mac
• Install Anaconda Python, Jupyter Notebook, Spyder on Ubuntu 22.04 LTS Linux

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WEEK 1–2: Python, NumPy, Pandas, Matplotlib, Git, GitHub

Python

Video-Based

• Python Tutorial

Text-Based

• Python Tutorial | W3Schools

Hindi Resources

• Python Tutorial for Beginners

Official Documentation

• Python Documentation

NumPy

Video-Based

• Python NumPy Tutorial for Beginners

Text-Based

• NumPy Tutorial (GitHub)
• NumPy Tutorial | W3Schools

Hindi Resources

• Numpy Tutorial in Hindi

Official Documentation

• Numpy Documentation

Pandas

Video-Based

• Complete Python Pandas Data Science Tutorial

Text-Based

• Pandas Data Science Tutorial (GitHub)
• Pandas Tutorial | W3Schools

Hindi Resources

• Python Pandas Tutorial in Hindi

Official Documentation

• Pandas Documentation

Matplotlib

Video-Based

• Matplotlib Crash Course

Text-Based

• Matplotlib Cheatsheets — Visualization with Python
• Matplotlib Tutorial | W3Schools

Hindi Resources

• Python Matplotlib Tutorial in Hindi

Official Documentation

• Matplotlib Documentation

Git and GitHub

Video-Based

• Git and GitHub for Beginners - Crash Course

Text-Based

• Git Tutorial

Hindi Resources

• Complete Git and GitHub Tutorial for Beginners

Official Documentation

• Git and Github Documentation

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📌 Assignment 1 (End of Week 2)

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WEEK 3: Linear and Logistic Regression

Linear Regression

Video-Based

• Linear Regression Algorithm | Edureka

Text-Based

• Python Machine Learning – Linear Regression

Hindi Resources

• Linear Regression Implementation | Machine Learning in Hindi
• Linear Regression with Examples & Calculations

Logistic Regression

Video-Based

• Logistic Regression in Python | Edureka

Text-Based

• Python Machine Learning – Logistic Regression

Hindi Resources

• Logistic Regression with Example

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📌 Assignment 2 (End of Week 3)

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WEEK 4-5: Neural Networks and Convolutional Neural Networks

Video-Based

• Deep Learning Crash Course for Beginners
• Wix Studio

Text-Based

• CNN Explainer
• PyTorch Tutorial

Hindi Resources

• What is Convolutional Neural Network (CNN)
• PyTorch for Beginners

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📌 Assignment 3 (End of Week 4)

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📌 Assignment 4 (End of Week 5)

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WEEK 6: Model Interpretation — Grad-CAM

Video-Based

• Visualizing CAMs
• Grad-CAM with Python

Text-Based

• Grad-CAM for Explaining Computer Vision Models
• Grad-CAM In PyTorch
• Grad-CAM: Visual Explanations from Deep Networks

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WEEK 7–8: Project

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Acknowledgements

Parts of this project were adapted from WINTER-PROJECT-ACTIVE-LEARNING by Bhavishya Gupta.