A Generic Approach towards PyTorch and Its Data Structure Tensor through Deep Learning

Dr. Ajay B Gadicha

Dr. Ajay B Gadicha Assistant Professor, Department of Computer Science & Engg ,P.R.Pote (Patil) College of Engineering & Management, Amravati

Abstract

PyTorch is a library for python programs that simplifies building deep learning projects. It emphasizes flexibility and allows deep learning model to express in idiomatic python. This adoptability and ease of use found early adopters in the research society, and in the years since the library released it has grown into one of the most prominent deep learning tools for broad range of application. This paper expresses the knowledge about the core data structure use by pytorch i.e. Tensor. It is a multidimensional array that has many resemblances with Numpy array. Tensor accelerates mathematical operations and Pytorch has packages for distributed training and extensive library of deep learning function.

How to cite this article:
Gadicha AB, Gadicha VB. A Generic Approach
towards PyTorch and Its Data Structure Tensor
through Deep Learning. J Adv Res Appl Arti Intel
Neural Netw 2019; 3(1): 25-29.

References

[1] Ajay B. Gadicha ,M.V. Sarode "A Review on Video Security Using Visual Cryptosystem" Journal Procedia Computer Science ,Volume 78 Issue C, March 2016 Pages 729-733..
[2] Mr. Ajay B Gadicha, Dr. M.V.Sarode, Dr. V.M.Thakare, "Design Prognostic Framework for Scene Classification in VideoProcessing" International Conference on Physics and Photonics Processes in Nano SciencesJournal of Physics: Conference Series1362 (2019).
[3] Ajay B Gadicha ; M.V. Sarode ; V.M. Thakare, "Aggregating and Searching frame in Video Using Semantic Analysis" 2018 International Conference on Advanced Computation and Telecommunication (ICACAT) 28-29 Dec. 2018.
[4] R Core Team.R: A Language and Environment for Statistical Computing. R Foundation forStatistical Computing, Vienna, Austria.
[5] Dougal Maclaurin.Modeling, Inference and Optimization with Composable DifferentiableProcedures. PhD thesis, Harvard University, April 2016.
[6] Matthew Johnson et. al. Jax.https://github.com/google/jax, 2018.
[7] Mike Innes et. al. Flux.jl.https://github.com/FluxML/Flux.jl, 2018
[8] Ajay B Gadicha, M V Sarode and V M Thakare, "Mechanism of Recognizing Key Frames and Scene in Video Using SFT and Classifier Algorithm" Series: Volume 8 Issue 2"Guru Nanak Publications ISSN: 2249-9946.

[9]ThePythonteam.Thecpythonglobalinterpreterlock.https://wiki.python.org/moin/GlobalInterpreterLock.

[10] Ajay B. Gadicha ; M.V. Sarode ; V.M. Thakare," Empirical Approach Towards Video Analysis Using Shot Frontier Detection and Key-Frame Mining" IEEE 2018 Second International Conference on Intelligent Computing and Control Systems (ICICCS)

[11] Vijay B Gadicha ; A. S. Alvi, "Extensive Approach for Strong Password Generation Using Content-Color Mechanism" 2017 International Conference on Computing, Communication, Control and Automation (ICCUBEA).

[12] Vijay B. Gadicha , A. S. Alvi "A Novel Approach towards Authentication by Generating Strong Passwords" Proceeding ICTCS '16 Proceedings of the Second International Conference on Information and Communication Technology for Competitive Strategies Article No. 69 Udaipur, India — March 04 - 05, 2016.
[13] Vijay B. Gadicha, Abrar S. Alvi, "Preserving Authentication and Access Control by Using Strong Passwords Through Image Fusion Mechanism" Smart Trends in Computing and Communications pp 339-349.