Pmd-Pedestrian Detection

Planning

Data collection

Data Analysis

Data Augmentation

Planning

Data collection

Data Analysis

Feature Engineering

Data Augmentation

Model selection

Model Training

Planning

Data collection

Data Analysis

Feature Engineering

Data Augmentation

Model selection

Model Training

Model Evaluation

HyperparameterFinetuning

Planning

Data collection

Data Analysis

Feature Engineering

Data Augmentation

Model selection

Model Training

Model Evaluation

HyperparameterFinetuning

Planning

Quality Assurance & deployment

Optimisations

Data

Optimisations

Image Resolution, Dataset Curation

Data

Optimisations

Model

Image Resolution, Dataset Curation

Model definition, hardware, Cloud

Data

Optimisations

Model

Deployment

Image Resolution, Dataset Curation

Model definition, hardware, Cloud

Model serving

Finished Product

(Video Demo)

Future work

  • Containers
  • Automation 
  • CI/CD

Thank You

Vehicle

By Srivatsa P

Vehicle

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