Think Different

                                                            actual images from my colab Building an AI-Powered Pothole Detection Dash Cam with Raspberry Pi Zero Turn your car into a smart road condition monitor with computer vision and edge AI Introduction Potholes are more than just a nuisance—they cause billions of dollars in vehicle damage annually and pose serious safety risks to drivers. What if your daily commute could help map and document road conditions automatically? In this project, I'll show you how to build an intelligent dash cam using a Raspberry Pi Zero that detects potholes in real-time using computer vision. This isn't just a hobbyist project. The system we're building could contribute to civic infrastructure monitoring, help municipalities prioritize road repairs, or simply alert you to hazards ahead during your drive. W...

                                                                           meta ai Many developers and students embarking on the journey of Machine Learning and Artificial Intelligence face a common challenge: the lack of powerful, GPU-equipped computer systems. Their personal laptops and standard desktops, often Macs or Windows machines without high-end graphics cards, are perfectly capable for general development, web Browse, and even light data analysis. However, they quickly become bottlenecks when tackling computationally intensive tasks like training large neural networks or working with complex AI models. This is where Google Colaboratory (Colab), particularly its free tier, has been a game-changer. By providing free access to cloud-based Jupyter notebooks with accelerators like GPUs, Colab re...

  unplash You can convert a Colab notebook into a local Jupyter notebook by following these steps: Open the Colab notebook in a web browser. Click the File menu and select Download. In the Save As dialog box, select Jupyter Notebook (.ipynb) as the file type and click Save. The Jupyter notebook will be downloaded to your computer. Open the Jupyter notebook in a Jupyter notebook viewer. You can also use the following command to convert a Colab notebook into a local Jupyter notebook: jupyter nbconvert --to notebook <path- to -colab-notebook For example, to convert a Colab notebook named my_notebook.ipynb to a local Jupyter notebook, you would use the following command: jupyter nbconvert --to notebook my_notebook .ipynb Once you have converted a Colab notebook into a local Jupyter notebook, you can run it locally on your computer. I think your datasets are in Google Drive. It is easier to connet and work a google driver folder from Google Colab. However how will you do from your ...