ExamRoom.AI | Jobs | AI/ML Engineer | BigDataKB.com | 12-02-22

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Job Location: Bangalore/Bengaluru

Roles and Responsibilities

3-5 year of experience

  • Understand the machine learning workflow in production
  • Deploy a model within SageMaker.
  • Use API Gateway and Lambda to integrate ML models into a web app
  • Tune hyperparameters of an XGBoost model using SageMakers automatic hyperparameter tuning tools.
  • Run an A/B test on SageMaker to compare the tuned model to the untuned model. โ€ข Implement image processing techniques like color and geometric transforms.
  • Program your own convolutional kernel for object edge detection.
  • Image Representation and Analysis
  • Knowledge about the layers of a deep convolutional neural network: convolutional, max-pooling, and fully-connected layers.
  • Build a CNN-based image classifier in Tensorflow & Keras
  • Knowledge about layer activation and feature visualization techniques.
  • Knowledge about Features and Object Recognition
  • Image Segmentation
  • Knowledge of region-based CNNs, like Faster R-CNN, has allowed for fast, localized object recognition in images.
  • Work with a YOLO/single-shot object detection system
  • Knowledge about attention mechanisms & image captioning
  • Understand motion models that define object movement over time.
  • Know how to analyze videos as sequences of individual image frames.
  • Implement a method for tracking a set of unique features over time.
  • At least 2 years experience in Pytorch, Computer vision, TensorFlow.
  • At least 1-year of experience in YOLO.

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