Machine Learning Engineer
Singapore, Singapore
• Nexus – a no-code platform for building neural networks (www.producthunt.com/posts/datature)o Implemented custom augmentations on fly within the Tensorflow Training Pipelineo Created microservices enabling users to visualize the effects of their selected augmentations on their own datasetso Created microservices aggregating user data then provide augmentation/hyperparameter recommendations for trainingo Developed support for multi-GPU evaluationso Developed hosted… Show more • Nexus – a no-code platform for building neural networks (www.producthunt.com/posts/datature)o Implemented custom augmentations on fly within the Tensorflow Training Pipelineo Created microservices enabling users to visualize the effects of their selected augmentations on their own datasetso Created microservices aggregating user data then provide augmentation/hyperparameter recommendations for trainingo Developed support for multi-GPU evaluationso Developed hosted deployment service of machine learning models on GCP for predictions using Docker• Portal – a no-code webapp visualizing performances of neural nets (www.producthunt.com/posts/datature-portal) o Responsible for the entire backend implementation, as well as REST API communications with the GUIo Created compatibility for different Machine Learning Models such as Tensorflow, Pytorch, DarkNeto Developed support for both video and image predictions, dynamic confidence filtering and bulk file predictionso Developed support for Portal users to, directly and securely, connect to their Nexus hosted model to perform predictionso Developed support for Portal users to, directly and securely, download their trained models from Nexus for prediction Show less