MAŠINSKO UČENJE NA IVICI UPOTREBOM NVIDIA JETSON TX2 UREĐAJA
Ključne reči:
mašinsko učenje na ivici, računarska vizija, obrada toka podataka, demografska analitika u realnom vremenu
Apstrakt
U ovom radu opisana je primena konvolucionih neuronskih mreža u oblasti računarske vizije, kao i tehnike obrade toka podataka i arhitektura sistema za demografsku analitiku u realnom vremenu upotrebom mašinskog učenja na ivici. Opisan sistem je implementiran i izloženi su mogući pravci unapređenja i proširenja sistema.
Reference
[1] Chang, Zheng, et al. "Learn to cache: Machine learning for network edge caching in the big data era." IEEE Wireless Communications 25.3 (2018): 28-35.
[2] https://en.wikipedia.org/wiki/Embedded_system (pristupljeno 15.08.2021.)
[3] https://cloud.google.com/architecture/mlops-continuous-delivery-and-automation-pipelines-in-machine-learning (pristupljeno 15.08.2021.)
[4] https://developer.nvidia.com/embedded/jetson-tx2 (pristupljeno 16.08.2021.)
[5] Scolati, Remo, et al. "A Containerized Big Data Streaming Architecture for Edge Cloud Computing on Clustered Single-board Devices." Closer. 2019.
[6] https://kafka.apache.org/documentation/ (pristupljeno 19.08.2021.)
[7] https://flink.apache.org/, poslednji pristup: 23.08.2021.
[8] https://docs.opencv.org/4.5.2/d6/d00/tu-torial_py_root.html (pristupljeno 24.08.2021.)
[9] https://docs.min.io/docs/minio-quickstart-guide.html (pristupljeno 23.08.2021.)
[10] https://docs.nvidia.com/deeplearning/tensorrt/develo-per-guide/index.html (pristupljeno 25.08.2021.)
[11] https://www.tensorflow.org (pristupljeno 25.08.2021.)
[12] https://www.postgresql.org/ (pristupljeno 23.08.2021.)
[13] https://superset.apache.org/ (pristupljeno 22.08.2021.)
[14] https://mlflow.org/docs/latest/index.html, (pristupljeno 23.08.2021.)
[15] https://github.com/ultralytics/yolov5 (pristupljeno 16.08.2021.
[16] https://pytorch.org/ (pristupljeno 24.08.2021.)
[17] Zhang, Kaipeng, et al. "Joint face detection and alignment using multitask cascaded convolutional networks." IEEE Signal Processing Letters 23.10 (2016): 1499-1503.
[18] Tan, Mingxing, and Quoc Le. "Efficientnet: Rethinking model scaling for convolutional neural networks." International Conference on Machine Learning. PMLR, 2019.
[19] https://towardsdatascience.com/on-object-detection-metrics-with-worked-example-216f173ed31e (pristupljeno 26.08.2021.)
[20] https://cocodataset.org/ (pristupljeno 26.08.2021.)
[21] http://shuoyang1213.me/WIDERFACE/ (pristupljeno 26.08.2021.)
[22] https://mmlab.ie.cuhk.edu.hk/projects/CelebA.html (pristupljeno 26.08.2021.)
[23] https://susanqq.github.io/UTKFace/ (pristupljeno 26.08.2021.)
[24] https://www.image-net.org/ (pristupljeno 26.08.2021.)
[25] Chamoso, Pablo, et al. "Swarm agent-based architecture suitable for internet of things and smartcities." Distributed Computing and Artificial Intelligence, 12th International Conference. Springer, Cham, 2015.
[2] https://en.wikipedia.org/wiki/Embedded_system (pristupljeno 15.08.2021.)
[3] https://cloud.google.com/architecture/mlops-continuous-delivery-and-automation-pipelines-in-machine-learning (pristupljeno 15.08.2021.)
[4] https://developer.nvidia.com/embedded/jetson-tx2 (pristupljeno 16.08.2021.)
[5] Scolati, Remo, et al. "A Containerized Big Data Streaming Architecture for Edge Cloud Computing on Clustered Single-board Devices." Closer. 2019.
[6] https://kafka.apache.org/documentation/ (pristupljeno 19.08.2021.)
[7] https://flink.apache.org/, poslednji pristup: 23.08.2021.
[8] https://docs.opencv.org/4.5.2/d6/d00/tu-torial_py_root.html (pristupljeno 24.08.2021.)
[9] https://docs.min.io/docs/minio-quickstart-guide.html (pristupljeno 23.08.2021.)
[10] https://docs.nvidia.com/deeplearning/tensorrt/develo-per-guide/index.html (pristupljeno 25.08.2021.)
[11] https://www.tensorflow.org (pristupljeno 25.08.2021.)
[12] https://www.postgresql.org/ (pristupljeno 23.08.2021.)
[13] https://superset.apache.org/ (pristupljeno 22.08.2021.)
[14] https://mlflow.org/docs/latest/index.html, (pristupljeno 23.08.2021.)
[15] https://github.com/ultralytics/yolov5 (pristupljeno 16.08.2021.
[16] https://pytorch.org/ (pristupljeno 24.08.2021.)
[17] Zhang, Kaipeng, et al. "Joint face detection and alignment using multitask cascaded convolutional networks." IEEE Signal Processing Letters 23.10 (2016): 1499-1503.
[18] Tan, Mingxing, and Quoc Le. "Efficientnet: Rethinking model scaling for convolutional neural networks." International Conference on Machine Learning. PMLR, 2019.
[19] https://towardsdatascience.com/on-object-detection-metrics-with-worked-example-216f173ed31e (pristupljeno 26.08.2021.)
[20] https://cocodataset.org/ (pristupljeno 26.08.2021.)
[21] http://shuoyang1213.me/WIDERFACE/ (pristupljeno 26.08.2021.)
[22] https://mmlab.ie.cuhk.edu.hk/projects/CelebA.html (pristupljeno 26.08.2021.)
[23] https://susanqq.github.io/UTKFace/ (pristupljeno 26.08.2021.)
[24] https://www.image-net.org/ (pristupljeno 26.08.2021.)
[25] Chamoso, Pablo, et al. "Swarm agent-based architecture suitable for internet of things and smartcities." Distributed Computing and Artificial Intelligence, 12th International Conference. Springer, Cham, 2015.
Objavljeno
2021-11-09
Sekcija
Elektrotehničko i računarsko inženjerstvo
