Training models with different activation functions improved explanation scores. We are open-sourcing our datasets and visualization tools for GPT‑4-written explanations of all 307,200 neurons in GPT‑2, as well as code for explanation and scoring using publicly available models(opens in a ...
To kids, things are just things until they see them in action. Educate them on the fact that machine learning isn't just a complicated definition, but a valuable process used to find solutions to various challenges that arise across a variety of different scenarios and environments. For instanc...
Define the reduction function. The reduction function must reduce the output of the reduction layer to a scalar value. The Grad-CAM map displays the importance of different parts of the image to that scalar. In this regression problem, the network predicts the angle of rotation of the image. ...
The plot above explains ten outputs (digits 0-9) for four different images. Red pixels increase the model's output while blue pixels decrease the output. The input images are shown on the left, and as nearly transparent grayscale backings behind each of the explanations. The sum of the SH...
The LIME technique approximates the behavior of a deep neural network using a simpler, more interpretable model, such as a regression tree. To map the importance of different parts of the input image, theimageLIMEfunction of performs the following steps. ...
The published datasets re-analyzed by our models include TCR interactions with altered peptide ligands, yielding different catch and slip bonds whose profile metrices and model parameters correlate with varied peptide potencies to induce T-cell activation (Figs. 3, 3.L2 TCR:peptides:I-Ek of Fig...
Explain the different types of ion channels.Membrane permeabilityThe cell membrane is the barrier between intracellular and extracellular space. The fluid inside and outside cells are not the same, in terms of ion concentrations, proteins, and cellular machinery. However, there also needs to be ...
(a) What is a complement? (b) Explain four different ways in which complement kills pathogens. Explain opsonization and the role of the complement system and interferons. Explain the function of chemical defenses *Interferon *Complement
“Character changes” were coded at the time that the focus of an action or behavior in a scene was a character or an animate character, and this focus was different from the ones in the preceding frame. (v) “Character-character changes” referred to the time the characters’ actions ...
“Character changes” were coded at the time that the focus of an action or behavior in a scene was a character or an animate character, and this focus was different from the ones in the preceding frame. (v) “Character-character changes” referred to the time the characters’ actions ...