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gtsrb_mnist_model's Introduction

  • ๐Ÿ‘‹ Hi, Iโ€™m Rahul Vijan, an Under-Grad (Senior, Sem 8) in Electronics and Telecommunications at Xavier Institute of Engineering.
  • ๐Ÿ‘€ Iโ€™m interested in Architecting, Developing and, Integrating technologies in the following domains:
  1. Cloud & DevOps
  2. IoT / Embedded Systems
  3. ML / DL
  4. Networking
  • ๐ŸŒฑ Iโ€™m currently:
  1. Skilling myself on Azure Netowkring, DevOps, Kubernetes.
  2. Volunteering as a Microsoft Learn Student Ambassador
  3. Upcoming Certifications: Az 400, Az 700, CKA, CCNA.
  • ๐Ÿ’ž๏ธ Iโ€™m more than happy to collaborate on any projects coming under the aforementioned domains
  • ๐Ÿ“ซ How to reach me: Linkedin Badge

๐Ÿ› ๏ธ Languages and Tools :

csharpย  embeddedcย  cย  pythonย  dot-netย  HTMLย  JavaScriptย  microsoftsqlserverย  tensorflowย  Azureย  GCPย  AWSย  dockerย  Kubernetesย  Linuxย 

๐Ÿ”ฅ My Stats :

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๐ŸŒ† My SkyLine :


Website: GitHub Skyline

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gtsrb_mnist_model's Issues

Create a Model for Lane Detection and Steering Prediction

Create a model for Lane Detection and Steering Prediction.

Goal: Current Lane must be detected and a prediction of car's position with respect to the center of the lane must be given as output or by how distance does the car need to be Steered back to the center of the lane must be given as output.

Steps:

  1. Collect Data from custom made Track
  2. Sample and Segregate Data
  3. Preprocess (Image Processing and Normalisation)
  4. Design NN architecture (Tensorflow)
  5. Train, Validate and Test
  6. Predict Single Image
  7. Predict Live video
  8. Try for Higher accuracy and optimize
  9. Implement on Jetson Nano and Tweak accordingly.

Result: A model working on Jetson Nano that can be recognised to work as a subset of an ADAS feature of Lane Steering ( maintain itself in the current lane).

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