I am reading the "Deep Learning for Coders with fastai & PyTorch" book. I'm still a bit confused as to what the Embedding module does. It seems like a short and simple network, except...

I'm setting up a script and I need to use some functions from fast-ai package. The fact is that I'm on Windows and when I define my paths, the function from fast-ai named load_learner can't load th...

I try to run the below codes but I have a problem in showing the results. also, I use pycharm IDE. from fastai.text import * data = pd.read_csv("data_elonmusk.csv", encoding='latin1') data.head()...

I tried running on my google colab notebook: !pip install -Uqq fastbook import fastbook as it is written in the FastAI book, chapter 2. but nor the book or anywhere on google there is an explanat...

I'm trying to understand the value-added of using fastai's fastcore.basics.patch_to decorator. Here's the fastcore way: from fastcore.basics import patch_to class _T3(int): pass @patch_to(_T3)...

I have trained a CNN model on GPU using FastAI (PyTorch backend). I am now trying to use that model for inference on the same machine, but using CPU instead of GPU. Along with that, I am also tryin...

While trying to run the docker image provided by fastai --> fastpages-jekyll I am running into several issues. This is a linux/amd64 image. I suspect that if there was a linux/arm64 image then i...

When setting up Fastbook in Google Colab, it requests permissions in order to access my Google Drive. This is the prompt I get: Permit this notebook to access your Google Drive files? This noteboo...

I am going over this Heroes Recognition ResNet34 notebook published on Kaggle. The author uses fastai's learn.lr_find() method to find the optimal learning rate. Plotting the loss function agains...

When I run training using fast.ai only the CPU is used even though import torch; print(torch.cuda.is_available()) shows that CUDA is available and some memory on the GPU is occupied by my training...

class CustomImageItemList(ImageList): def custom_label(self,df, **kwargs)->'LabelList': """Custom Labels from path""" file_names=np.vectorize(lambda files: str(f...

I am trying to use ImageDataBunch from fastai, and it worked fine, but recently when I ran my code, it showed this error ModuleNotFoundError: No module named 'fastai.vision' Then, I upgraded my fas...

I am drawing a Confusion Matrix in fastai with following code: interp = ClassificationInterpretation.from_learner(learn) interp.plot_confusion_matrix() But I end up with a super small matrix becau...

While following the Jupyter notebooks for the course I hit upon an error when these lines are run. I know that the cnn_learner line has got no errors whatsoever, The problem lies in the lr_find() p...

I'm trying to run the jupyter notebooks of fastai's v3 course. My system has ubuntu 16.04 . Here's what I've done: Installed Python Installed Anaconda Ran conda update conda conda install -...

I am using kaggle house prices dataset, it is divided into: train and test I built a model with fastai tabular using train set How can I predict values for test data set? I know it sounds easy an...

In fastai v2 i am trying to add image augmentations So tfms = aug_transforms(do_flip = True, flip_vert=True, max_lighting=0.1, ) data = ImageDataLoaders.from_df(df,bs=5,item_tfms=tfms,folder=p...

Fast Ai uses a very unconventional style of from fastai import * etc. I for one do not like it so was painstakingly identifying each import in the chapter 2 of the fastai book but ran into the erro...

I'm using a laptop which has Intel Corporation HD Graphics 5500 (rev 09), and AMD Radeon R5 M255 graphics card. Does anyone know how to it set up for Deep Learning, specifically fast.ai/PyTorch?

I'm trying to load a learner which was exported by learn.export() and I want to run it against a test set. I want my test set have labels so that I can measure its accuracy. This is my code: test_s...

I've been already browsing web for hours to find a solution for my, which i believe so might be a pretty petty issue. I'm using fastai's Sentence Piece Processor (SPProcesor) at the very first ste...

I am trying to install the FastAi library and use it with Google Colab. I am Using: !pip3 install fastai !apt-get -qq install -y libsm6 libxext6 && pip install -q -U opencv-python import...

I am trying to replicate this kaggle notebook https://www.kaggle.com/tanlikesmath/diabetic-retinopathy-with-resnet50-oversampling on Google Colab. The code was working fine till yesterday but today...

In Lesson 3 - planet, I saw these 2 lines of code: lr = 0.01 learn.fit_one_cycle(5, slice(lr)) if the slice(min_lr, max_lr) then I understand the fit_one_cycle() will use the spread-out Learning...

I must be getting something terribly wrong with the fast-ai library, since I seem to be the only one having this problem. Everytime I try the learning rate finder or training the network, it gives ...