Fine-Tuning OpenAI Whisper Model for Audio Classification in PyTorch Programming Computer Science by usmanmalik57 …('cuda' if torch.cuda.is_available() else 'cpu') ``` To create a PyTorch dataset for our problem, will define the `SpeechClassificationDataset` class that… transform our `train_audio_dataset`, `test_audio_dataset`, and `val_audio_dataset` Hugging Face datasets into PyTorch datasets. To process the datasets in batches, we create corresponding… Video Classification using Hugging Face Transformers in PyTorch Programming Computer Science by usmanmalik57 …docs/transformers/index) for video classification in PyTorch. The Hugging Face documentation provides an … its performance on the test set. ## Creating PyTorch Datasets ## The following script defines the `VideoClassificationDataset`…explores their adaptation for video classification in PyTorch, explicitly focusing on fine-tuning a Hugging… Custom Loss Functions in PyTorch: A Comprehensive Guide Programming Computer Science by usmanmalik57 … model’s accuracy. Various libraries, such as [PyTorch](https://pytorch.org/), TensorFlow, and Keras, provide a plethora…: * Ensure your loss function is differentiable since PyTorch uses gradient descent for optimization. * Test your …the implementation of a custom loss function in PyTorch. Through the practical example of predicting housing … Fine Tuning Vision Transformer for Image Classification in PyTorch Programming Computer Science by usmanmalik57 … define a method that converts our Pandas DataFrame to a PyTorch dataset. ``` class ImageClassificationDataset(Dataset): def __init__(self, data_df, image_processor): …) test_loader = DataLoader(test_dataset, batch_size=batch_size, shuffle=False) ``` ## Creating a PyTorch Model for Fine-tuning We are now ready to fine… Re: Fine-Tuning OpenAI Whisper Model for Audio Classification in PyTorch Programming Computer Science by habi_2 how to use the best_model.pt Re: Fine-Tuning OpenAI Whisper Model for Audio Classification in PyTorch Programming Computer Science by Duane_4 This is an interesting and useful post. I believe there is a typo in the 7th code block relating to train/val/test split. The second line should read: val_df, test_df = train_test_split(temp_df, test_size=0.5, random_state=42) The whole point of temp_df in the first line was to separate out 30% for val/test; the second line splits that to … Re: Fine-Tuning OpenAI Whisper Model for Audio Classification in PyTorch Programming Computer Science by meyerrluanna The post gives a really clear, step-by-step guide on how to fine-tune the OpenAI Whisper model for audio classification. Its great how it covers everything from preparing the dataset to using tools for feature extraction and model training .This is definitely worth checking out, The explanations are practical, and the code snippets make it easy to … Re: Custom Loss Functions in PyTorch: A Comprehensive Guide Programming Computer Science by AndreRet As always, precise and in detail, great tutorial! Facial Emotion Detection with Vision Transformers and DeepFace Library Programming Computer Science by usmanmalik57 …else 'cpu') ``` Next, we define the `ImageClassificationDataset` class, a PyTorch dataset class that transforms our train, test, and validation dataframes… into PyTorch datasets. ``` class ImageClassificationDataset(Dataset): def __init__(self, data_df, image_processor… TensorFlow Keras Sequence Data Generator for Multimodal Classification Programming Computer Science by usmanmalik57 … is the trickiest part of this problem. The Python [PyTorch](https://pytorch.org/) library handles this problem relatively easily using the `DataSet… Hi there! I'm searching for a talented developer to join our start-up! Programming Software Development by Jack Tarsh …, experienced in developing iOS apps. Being fluent in Python and PyTorch is also essential, and relevant experience using Lidar – whether it… Multilabel Text Classification using Hugging Face Models for TensorFlow Programming Computer Science by usmanmalik57 … three flavors: 1. Via the Trainer Class API 2. Via PyTorch Models 3. Via TensorFlow Models The HuggingFace documentation for [Trainer… Tabular Data Classification with Hugging Face Meta Tree Transformer Programming Computer Science by usmanmalik57 … 256, we will create a custom dataset class and use PyTorch's `DataLoader` to batch and shuffle the data. The batch… Re: Hi everyone, I'm leejohn63 Community Center Say Hello! by Reverend Jim Welcome to Daniweb. These days my older son is learning SQL and machine learning with python/pandas/pytorch. I'm tagging along to help with the SQL and picking up what new skills I can along the way. Re: Thinking to write a simple "AI app" tutorial , should I do it ? Community Center Geeks' Lounge by Reverend Jim I'd definitely follow that. My older son does a fair bit of AI work and he exclusively uses Python with Pytorch. I would strongly recommend that over C++. Also, if you aren't familiar with Jupyter notebooks I suggest you have a look - I found that vscode was the interface that was the easiest to set up and use. Re: Facial Emotion Detection with Vision Transformers and DeepFace Library Programming Computer Science by peol Attentional Convolutional Network. Facial expression recognition has been an active research area over the past few decades, and it is still challenging due to the high intra-class variation. Re: Hi there! I'm searching for a talented developer to join our start-up! Programming Software Development by rproffitt I see you on the web. Example: https://webcache.googleusercontent.com/search?q=cache:46SRQ8EEtKYJ:https://www.roomfurnisher.com/what-we-are-doing+&cd=4&hl=en&ct=clnk&gl=us&client=opera App developers here seem to be plentiful. I worry here that you are proposing no pay during development. Folk have to eat, pay rent and buy… Re: Multilabel Text Classification using Hugging Face Models for TensorFlow Programming Computer Science by Iuliia Hello! Thanks for example! Please, tell, why do you use BinaryCrossentropy while there is 6-classes classification? Doesn't one should you CategoricalCrossentropy? Re: Multilabel Text Classification using Hugging Face Models for TensorFlow Programming Computer Science by Aravind_11 Thank you very much for this informative example! I have a question regarding the line "bert = TFAutoModel.from_pretrained(model_name, from_pt = True)". Since we are using Tensorflow here, shouldn't we leave out "from_pt = True" ?