hey there this video is sponsored by weights and biases me and weights and biases we've decided to take the next step in our relationship and that means i now have my custom link NUMBER_TOKENdb dot me slash yannick for all your needs i actually don't know what's i'm going to look it up after but there might be a surprise who knows what's behind that link the only way you're going to find out is by going to it anyway today i want to tell you about a new feature in weights and biases so i've previously told you about tables tables is this very cool thing in weights and biases that allows you to analyze your data your models your results your outputs in a table form but the table is like interactive so the table can do anything from filter and group to display your plots play little sound files play gifs and so on and it's just an awesome way to look at your data from different angles they have now added a new feature to tables called the embedding projector so whenever i wanted to look at some sort of projection of my embeddings or data i had to do that within the experiment and then log that like as a picture to tensorboard now tensorboard has also gained some projector view but this here is really cool so you can take any table and any columns of those tables as long as they're ins or floats and you can use these projections to map them to a two-dimensional space and then look at them in NUMBER_TOKENd now for that you have several algorithms at your disposal on the left you can see a pca projection of the digits to set and hovering over any given sample shows you more information in this case the sample itself in the middle you see a u-map and on the right is a t-sne you can interactively configure these projections including their parameters which columns are included how the data is constructed and much much more and these are interactive like you can do anything here that you would do in a regular interactive plot and as always you can then pull those into reports and show them together with data or with some explanation and this is just a really cool tool to do data exploration or exploration of the predictions of your model you can see you have all the power available here of regular weights and biases plots such as color coding or intensity coding whatever you want look at that isn't that a data set oh t-sne what are you doing now i absolutely invite you to go check out weights and biases not only for the embedding projector but as you know they have tons and tons of features for both practitioners and researchers it's completely free for personal use and academic use and no excuse not to try it thanks again to aids and biases for sponsoring this video and let's get into it deepmind releases a blog post called language modeling at scale go for ethical considerations and retrieval that details not one but three new papers out of deepmind gopher is a huge language model and its biggest configuration is over NUMBER_TOKEN billion parameters that is almost twice the size of gpt-NUMBER_TOKEN now the authors here evaluate the model on NUMBER_TOKEN diverse tasks and they achieve state-of-the-art performance in the majority of them the paper as you can see is pretty long as it needs its own table
START_SPONSOR_TOKEN is sponsored by weights and biases me and weights and biases we've decided to take the next step in our relationship and that means i now have my custom link NUMBER_TOKENdb dot me slash yannick for all your needs i actually don't know what's i'm going to look it up after but there might be a surprise who knows what's behind that link the only way you're going to find out is by going to it anyway today i want to tell you about a new feature in weights and biases so i've previously told you about tables tables is this very cool thing in weights and biases that allows you to analyze your data your models your results your outputs in a table form but the table is like interactive so the table can do anything from filter and group to display your plots play little sound files play gifs and so on and it's just an awesome way to look at your data from different angles they have now added a new feature to tables called the embedding projector so whenever i wanted to look at some sort of projection of my embeddings or data i had to do that within the experiment and then log that like as a picture to tensorboard now tensorboard has also gained some projector view but this here is really cool so you can take any table and any columns of those tables as long as they're ins or floats and you can use these projections to map them to a two-dimensional space and then look at them in NUMBER_TOKENd now for that you have several algorithms at your disposal on the left you can see a pca projection of the digits to set and hovering over any given sample shows you more information in this case the sample itself in the middle you see a u-map and on the right is a t-sne you can interactively configure these projections including their parameters which columns are included how the data is constructed and much much more and these are interactive like you can do anything here that you would do in a regular interactive plot and as always you can then pull those into reports and show them together with data or with some explanation and this is just a really cool tool to do data exploration or exploration of the predictions of your model you can see you have all the power available here of regular weights and biases plots such as color coding or intensity coding whatever you want look at that isn't that a data set oh t-sne what are you doing now i absolutely invite you to go check out weights and biases not only for the embedding projector but as you know they have tons and tons of features for both practitioners and researchers it's completely free for personal use and academic use and no excuse not to try it thanks again to aids and biases for sponsoring this video and let's get into it END_SPONSOR_TOKEN