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    usmanmalik57

    Published TensorFlow Keras Sequence Data Generator for Multimodal Classification

    I recently tackled a challenging research task involving multimodal data for a classification problem using [TensorFlow Keras](https://www.tensorflow.org/guide/keras). One of the trickiest aspects was figuring out how to load multimodal data …
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    usmanmalik57

    Began Watching TensorFlow Keras Sequence Data Generator for Multimodal Classification

    I recently tackled a challenging research task involving multimodal data for a classification problem using [TensorFlow Keras](https://www.tensorflow.org/guide/keras). One of the trickiest aspects was figuring out how to load multimodal data …
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    usmanmalik57

    Published Multivariate Stock Price Prediction with Transformer Encoder in TensorFlow

    In a [previous tutorial](https://www.daniweb.com/programming/computer-science/tutorials/541123/stock-price-prediction-using-1d-cnn-in-tensorflow-keras), I covered how to predict future stock prices using a deep learning model with 1D CNN layers. This method is effective for basic time series forecasting. …
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    usmanmalik57

    Began Watching Multivariate Stock Price Prediction with Transformer Encoder in TensorFlow

    In a [previous tutorial](https://www.daniweb.com/programming/computer-science/tutorials/541123/stock-price-prediction-using-1d-cnn-in-tensorflow-keras), I covered how to predict future stock prices using a deep learning model with 1D CNN layers. This method is effective for basic time series forecasting. …
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    usmanmalik57

    Published Track Faces from Videos with Margins Using Deep Learning in Python

    In this article, you will learn how to track faces within a video using the Python DeepFace library. Additionally, you'll discover how to include portions of the video background in …
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    usmanmalik57

    Began Watching Track Faces from Videos with Margins Using Deep Learning in Python

    In this article, you will learn how to track faces within a video using the Python DeepFace library. Additionally, you'll discover how to include portions of the video background in …
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    usmanmalik57

    Replied To a Post in Reducing Video Frames and Frame Rates (FPS) in Python

    Yes, that's an option, but while you are developing Python applications where you have to process multiple videos, I don't think ffmpeg is scalable enough. Thanks for your feedback r …
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    usmanmalik57

    Published Reducing Video Frames and Frame Rates (FPS) in Python

    A video is a series of images, or frames, shown in rapid succession. Its frame rate, measured in frames per second (FPS), dictates the display speed. For instance, a 30 …
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    usmanmalik57

    Began Watching Reducing Video Frames and Frame Rates (FPS) in Python

    A video is a series of images, or frames, shown in rapid succession. Its frame rate, measured in frames per second (FPS), dictates the display speed. For instance, a 30 …
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    usmanmalik57

    Edited Custom Loss Functions in PyTorch: A Comprehensive Guide

    ## Introduction ## Loss functions are the driving force behind all machine learning algorithms. They quantify how well our models are performing by calculating the difference between the predicted and …
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    usmanmalik57

    Published Custom Loss Functions in PyTorch: A Comprehensive Guide

    ## Introduction ## Loss functions are the driving force behind all machine learning algorithms. They quantify how well our models are performing by calculating the difference between the predicted and …
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    usmanmalik57

    Began Watching Custom Loss Functions in PyTorch: A Comprehensive Guide

    ## Introduction ## Loss functions are the driving force behind all machine learning algorithms. They quantify how well our models are performing by calculating the difference between the predicted and …
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    usmanmalik57

    Published Extracting Information from Research Papers Using Langchain & OpenAI

    As a researcher, I have often found myself buried under a mountain of research articles, each promising insights and breakthroughs crucial for my work. The sheer volume of information is …
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    usmanmalik57

    Began Watching Extracting Information from Research Papers Using Langchain & OpenAI

    As a researcher, I have often found myself buried under a mountain of research articles, each promising insights and breakthroughs crucial for my work. The sheer volume of information is …
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    usmanmalik57

    Published Stock Price Prediction Using 1D CNN in TensorFlow Keras

    Stock price prediction is a challenging task that requires analyzing historical trends, market sentiments, economic indicators, and company performance. One of the popular methods for stock price prediction is using …
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    usmanmalik57

    Began Watching Stock Price Prediction Using 1D CNN in TensorFlow Keras

    Stock price prediction is a challenging task that requires analyzing historical trends, market sentiments, economic indicators, and company performance. One of the popular methods for stock price prediction is using …
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    usmanmalik57

    Published Chatbot Development Using Transformers in TensorFlow Keras

    Chatbots are software applications that can interact with humans using natural language. They can be used for various purposes, such as customer service, entertainment, education, and more. Chatbots can be …
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    usmanmalik57

    Began Watching Chatbot Development Using Transformers in TensorFlow Keras

    Chatbots are software applications that can interact with humans using natural language. They can be used for various purposes, such as customer service, entertainment, education, and more. Chatbots can be …
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    usmanmalik57

    Published Facial Emotion Detection with Vision Transformers and DeepFace Library

    Facial emotion detection, as the name suggests, involves detecting emotions from faces in images or videos. Recently, I was working on a facial emotion detection task and came across the …
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    usmanmalik57

    Began Watching Facial Emotion Detection with Vision Transformers and DeepFace Library

    Facial emotion detection, as the name suggests, involves detecting emotions from faces in images or videos. Recently, I was working on a facial emotion detection task and came across the …
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    usmanmalik57

    Gave Reputation to AndreRet in Language Modeling with LSTM using Wikipedia Text - Predicting Next Word

    One of the best articles I have seen in a while, well written, properly explained and to the point, well done!
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    usmanmalik57

    Published Language Modeling with LSTM using Wikipedia Text - Predicting Next Word

    Language modeling is the cornerstone of advanced natural language processing, forming the backbone for cutting-edge technologies like ChatGPT. At its core, it involves predicting words based on context, a fundamental …
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    usmanmalik57

    Began Watching Language Modeling with LSTM using Wikipedia Text - Predicting Next Word

    Language modeling is the cornerstone of advanced natural language processing, forming the backbone for cutting-edge technologies like ChatGPT. At its core, it involves predicting words based on context, a fundamental …
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    usmanmalik57

    Published Video Classification using Hugging Face Transformers in PyTorch

    In this tutorial, you will learn to fine-tune a [Hugging Face Transformers model](https://huggingface.co/docs/transformers/index) for video classification in PyTorch. The Hugging Face documentation provides an example of performing video classification using …
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    usmanmalik57

    Began Watching Video Classification using Hugging Face Transformers in PyTorch

    In this tutorial, you will learn to fine-tune a [Hugging Face Transformers model](https://huggingface.co/docs/transformers/index) for video classification in PyTorch. The Hugging Face documentation provides an example of performing video classification using …
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    usmanmalik57

    Edited Extracting Faces from Videos Using Python Deepface Library

    Understanding facial expressions is crucial for various tasks, from recognizing emotions to enhancing security measures. While extracting faces from pictures is easy, doing the same in videos is tricky. Imagine …
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    usmanmalik57

    Edited Extracting Faces from Videos Using Python Deepface Library

    Understanding facial expressions is crucial for various tasks, from recognizing emotions to enhancing security measures. While extracting faces from pictures is easy, doing the same in videos is tricky. Imagine …
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    usmanmalik57

    Published Extracting Faces from Videos Using Python Deepface Library

    Understanding facial expressions is crucial for various tasks, from recognizing emotions to enhancing security measures. While extracting faces from pictures is easy, doing the same in videos is tricky. Imagine …
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    usmanmalik57

    Began Watching Extracting Faces from Videos Using Python Deepface Library

    Understanding facial expressions is crucial for various tasks, from recognizing emotions to enhancing security measures. While extracting faces from pictures is easy, doing the same in videos is tricky. Imagine …
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    usmanmalik57

    Edited Fine-Tuning OpenAI Whisper Model for Audio Classification in PyTorch

    ## Introduction ## In a previous article, I explained [how to fine-tune the vision transformer model for image classification in PyTorch](https://www.daniweb.com/programming/computer-science/tutorials/540749/fine-tuning-vision-transformer-for-image-classification-in-pytorch). In this article, I will explain how to fine-tune …
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    usmanmalik57

    Edited Fine-Tuning OpenAI Whisper Model for Audio Classification in PyTorch

    ## Introduction ## In a previous article, I explained [how to fine-tune the vision transformer model for image classification in PyTorch](https://www.daniweb.com/programming/computer-science/tutorials/540749/fine-tuning-vision-transformer-for-image-classification-in-pytorch). In this article, I will explain how to fine-tune …
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    usmanmalik57

    Published Fine-Tuning OpenAI Whisper Model for Audio Classification in PyTorch

    ## Introduction ## In a previous article, I explained [how to fine-tune the vision transformer model for image classification in PyTorch](https://www.daniweb.com/programming/computer-science/tutorials/540749/fine-tuning-vision-transformer-for-image-classification-in-pytorch). In this article, I will explain how to fine-tune …
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    usmanmalik57

    Began Watching Fine-Tuning OpenAI Whisper Model for Audio Classification in PyTorch

    ## Introduction ## In a previous article, I explained [how to fine-tune the vision transformer model for image classification in PyTorch](https://www.daniweb.com/programming/computer-science/tutorials/540749/fine-tuning-vision-transformer-for-image-classification-in-pytorch). In this article, I will explain how to fine-tune …
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    usmanmalik57

    Published Fine Tuning Vision Transformer for Image Classification in PyTorch

    ## Introduction ## In the realm of computer vision, [Vision Transformers (ViTs)](https://arxiv.org/abs/2010.11929) revolutionized image processing by employing self-attention mechanisms, allowing for a non-sequential analysis of images. ViTs are instrumental in …
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    usmanmalik57

    Began Watching Fine Tuning Vision Transformer for Image Classification in PyTorch

    ## Introduction ## In the realm of computer vision, [Vision Transformers (ViTs)](https://arxiv.org/abs/2010.11929) revolutionized image processing by employing self-attention mechanisms, allowing for a non-sequential analysis of images. ViTs are instrumental in …
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    usmanmalik57

    Published Fine Tuning Text Classification Models with Chat-GPT

    In a previous article, I showed you [how to analyze sentiments using Chat-GPT and data augmentation techniques](https://www.daniweb.com/programming/computer-science/tutorials/540502/sentiment-analysis-with-data-augmentation-using-chatgpt#post2293643). Following that, some readers reached out, asking for a breakdown of fine-tuning a …
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    usmanmalik57

    Began Watching Fine Tuning Text Classification Models with Chat-GPT

    In a previous article, I showed you [how to analyze sentiments using Chat-GPT and data augmentation techniques](https://www.daniweb.com/programming/computer-science/tutorials/540502/sentiment-analysis-with-data-augmentation-using-chatgpt#post2293643). Following that, some readers reached out, asking for a breakdown of fine-tuning a …
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    usmanmalik57

    Gave Reputation to Reverend Jim in Extract Text from Videos Using OpenAI Whisper

    Ah. Turns out I had a test file in the same folder named asyncio.py and the openai package imports asyncio, causing it to import my local file. However, trying to …
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    usmanmalik57

    Published Extract Text from Videos Using OpenAI Whisper

    In one of my research projects, I needed to extract text from video files and create a CSV file that included sentiments expressed in the text. Manual extraction was time-consuming …
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    usmanmalik57

    Began Watching Extract Text from Videos Using OpenAI Whisper

    In one of my research projects, I needed to extract text from video files and create a CSV file that included sentiments expressed in the text. Manual extraction was time-consuming …
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    usmanmalik57

    Gave Reputation to Iuliia in Multilabel Text Classification using Hugging Face Models for TensorFlow

    Hello! Thanks for example! Please, tell, why do you use BinaryCrossentropy while there is 6-classes classification? Doesn't one should you CategoricalCrossentropy?
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    usmanmalik57

    Gave Reputation to AndreRet in Sentiment Analysis with Data Augmentation Using ChatGPT

    Great effort and informative tutorial covering the basics. Maybe add some more information on the training module. You have my upvote!
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    usmanmalik57

    Gave Reputation to Juliana_3 in Sentiment Analysis with Data Augmentation Using ChatGPT

    could this have been done outside of python? [:O]

The End.