2. Glossary¶
- alt-f1
- ALT-F1 designs, implements, deploys and supports secure, large-scale software solutions for diverse industries: Manufacturing, MRO, Warehouse, Broadcasting, Bank, Insurance, Law Enforcement, Counter terrorism, Justice & Serious International Crime
- autograd
- Module that PyTorch uses to calculate gradients for training neural networks See https://pytorch.org/docs/stable/notes/autograd.html
- BY Systems
- See https://by-systems.weebly.com
- Conda
- Package, dependency and environment management for any language—Python, R, Ruby, Lua, Scala, Java, JavaScript, C/ C++, FORTRAN
- CUDA
- PyTorch uses a library called CUDA to accelerate operations using the GPU
- Gradients
- A gradient is a partial derivative — why partial? Because one computes it with respect to (w.r.t.) a single parameter. We have two parameters, a and b, so we must compute two partial derivatives See https://towardsdatascience.com/understanding-pytorch-with-an-example-a-step-by-step-tutorial-81fc5f8c4e8e
- Layers
- The first layer shown on the bottom here are the inputs, understandably called the input layer. The middle layer is called the hidden layer, and the final layer (on the right) is the output layer. Source : https://classroom.udacity.com/courses/ud185/lessons/8a993162-65c4-4a80-bd35-47d9f3a6f5bc/concepts/70526adf-40d3-4446-ac32-d3f798739745
- NumPy
- Interacts with PyTorch
- OpenMined
- OpenMined is an open-source community focused on researching, developing, and promoting tools for secure, privacy-preserving, value-aligned artificial intelligence. https://www.openmined.org
- PyTorch
- To build a network and run data forward through it
- Session Initiation Protocol
- See https://en.wikipedia.org/wiki/Session_Initiation_Protocol
- Sigmoid function
- A sigmoid function is a mathematical function having a characteristic “S”-shaped curve or sigmoid curve. See https://en.wikipedia.org/wiki/Sigmoid
- SIP
- See Session Initiation Protocol
- SIREMIS
- Web Management Interface for Kamailio (OpenSER) SIP Server See https://siremis.asipto.com
- tensors
- The main data structure of PyTorch. the tensor is an array. A vector is a 1-dimensional tensor, a matrix is a 2-dimensional tensor, an array with three indices is a 3-dimensional tensor (RGB color images for example)
- torchvision
- The torchvision package consists of popular datasets, model architectures, and common image transformations for computer vision. See https://pytorch.org/docs/stable/torchvision/index.html
- Validation
- the action of checking or proving the validity or accuracy of the model generated by the Artificial Intelligence
- Validation Dataset
- The sample of data used to provide an unbiased evaluation of a model fit on the training dataset while tuning model hyperparameters. The evaluation becomes more biased as skill on the validation dataset is incorporated into the model configuration. See https://towardsdatascience.com/train-validation-and-test-sets-72cb40cba9e7