Ayush Thakur
  • About Me
  • Authoring
    • DeepFaceDrawing: An Overview
    • Rewriting a Deep Generative Model: An Overview
    • Unsupervised Visual Representation Learning with SwAV
    • In-Domain GAN Inversion for Real Image Editing
    • Metric Learning for Image Search
    • Object Localization with Keras and W&B
    • Image Segmentation Using Keras and W&B
    • Understanding the Effectivity of Ensembles in DL
    • Modern Data Augmentation Techniques for CV
    • Adversarial Latent Autoencoders
    • Towards Deep Generative Modeling with W&B
    • Interpretability in Deep Learning - CAM and GradCAM
    • Introduction to image inpainting with deep learning
    • Simple Ways to Tackle Class Imbalance
    • Debugging Neural Networks with PyTorch
    • Generating Digital Painting Lighting Effects
    • Multi Task Learning with W&B
    • Translate American Sign Language Using CNN
    • Converting FC Layers to Conv Layers
  • Projects
    • Smart Traffic Management Using Reinforcement Learning
    • Sign Language Translator
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  1. Projects

Smart Traffic Management Using Reinforcement Learning

TCS EnginX'18

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Last updated 4 years ago

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Me along with three others participated in TCS EnginX 2018. The Theme of the 2018 version was Digital Twin. There were four rounds in the competition and our team "Domini-uim" reached the grand finale as top 5 teams.

Here's a small introduction of our project.

In order to smartly automate the traffic system for better traffic management we proposed a solution to use traffic cameras to compute the number of cars in each intersection. We used RL based learning to optimize the traffic network to minimize traffic wait time.

GitHub Repo

Technologies

Open-CV, Python, REST APIs, SUMO

Contributors

We were 2nd Runner Up 🔥

GitHub Link: ​

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Our victory moment.

Read about our entire journey . 🥳

https://github.com/xprilion/enginx
Anubhav Singh
here