how to calculate a net's FLOPs in CNN Deciphering FLOPs Understanding Computational Complexity in CNNs Understanding the Problem Deep learning models particularly Convolutional Neural Networks CNNs 2 min read 07-10-2024 10
Balanced Accuracy Score in Tensorflow Understanding and Implementing Balanced Accuracy Score in Tensor Flow Introduction The Balanced Accuracy Score is a crucial metric in machine learning especiall 2 min read 06-10-2024 8
Activation functions: Softmax vs Sigmoid Softmax vs Sigmoid Choosing the Right Activation Function for Your Neural Network In the world of neural networks activation functions are the lifeblood of lear 2 min read 06-10-2024 9
How can I add reshape layer in nn.Sequential? Reshaping Your Neural Network How to Add a Reshape Layer to nn Sequential Deep learning models often require you to manipulate the shape of your input data to m 2 min read 05-10-2024 11
Input type and Bias type for basic CNN giving error Demystifying CNN Errors Input and Bias Types in Deep Learning Scenario You re embarking on your deep learning journey with a basic Convolutional Neural Network 2 min read 05-10-2024 8
VGG16 and VGG19 not doing any learning during training, although AlexNet performs well? Why VGG 16 and VGG 19 Stall While Alex Net Thrives A Deep Dive into Training Dynamics The Problem You re training a deep learning model for image classification 3 min read 04-10-2024 8
KeyError: 'model' in attempt_load_one_weight() when building a custom yolov8 model Key Error model in YOL Ov8 Demystifying the Error and Building a Custom Model Understanding the Problem Imagine you re trying to train your very own YOL Ov8 mod 2 min read 04-10-2024 8
How to use SHAP explainer for explainability of a deep learning model with multimodal input (image and tabular data)? Unveiling the Black Box Using SHAP Explainer for Multimodal Deep Learning Models Deep learning models are powerful tools for tackling complex tasks but their in 2 min read 04-10-2024 10
SHAP DeepExplainer Error: 'tuple' object has no attribute 'as_list' 'device' Unraveling the tuple object has no attribute as list Error in SHAP Deep Explainer Problem When using the SHAP Deep Explainer for deep learning model interpretat 2 min read 04-10-2024 8
An InputLayer should be passed either a `batchInputShape` or an `inputShape` An Input Layer should be passed either a batch Input Shape or an input Shape Demystifying Keras Error Messages When working with Keras you might encounter the c 2 min read 04-10-2024 11
How to visualize CNN architecture using draw_convet? How to Visualize CNN Architecture Using draw convnet Visualizing the architecture of Convolutional Neural Networks CNNs is essential for understanding their str 2 min read 30-09-2024 13
GTZAN Music Genre Classification: Tensor Mismatch and .wav file unrecognized GTZAN Music Genre Classification Addressing Tensor Mismatch and wav File Issues The GTZAN music genre dataset has been a cornerstone for research in music genre 3 min read 30-09-2024 9
ValueError: The layer sequential_4 has never been called and thus has no defined output Understanding and Resolving the Value Error The layer sequential 4 has never been called and thus has no defined output When working with machine learning model 3 min read 29-09-2024 9
DETR and Deformable DETR Colab notebooks or Python scripts Understanding DETR and Deformable DETR A Guide to Implementing with Colab Notebooks or Python Scripts In recent years object detection has made significant adva 3 min read 29-09-2024 13
SHAP DeepExplainer Error: 'tuple' object has no attribute 'as_list' 'device' (CNN, LSTM model) Troubleshooting SHAP Deep Explainer Error tuple object has no attribute as list device in CNN and LSTM Models When working with machine learning models particul 3 min read 29-09-2024 10
how to calculate confidence score for each prediction value in CNN regression problem? How to Calculate Confidence Score for Each Prediction Value in CNN Regression Problems When working with convolutional neural networks CNN for regression tasks 3 min read 29-09-2024 12
Why might a discriminator (for a modified WGAN architecture) with a non-singlular output perform better than traditional discriminator? Why a Non Singular Output Discriminator May Outperform Traditional Discriminators in Modified WGAN Architectures In the realm of Generative Adversarial Networks 3 min read 28-09-2024 9
Should I rescale images again in ImageDataGenerator after normalizing grayscale images? Should I Rescale Images Again in Image Data Generator After Normalizing Grayscale Images When working with image data in deep learning particularly with Keras I 3 min read 28-09-2024 14
ValueError: Shapes (None, 5754, 4) and (None, 360, 4) are incompatible in my CNN Understanding and Resolving the Value Error in CNN Shapes None 5754 4 and None 360 4 are Incompatible If you re working with Convolutional Neural Networks CNNs 3 min read 28-09-2024 8
tensorflow wants CNN's output to be the same shape as input Understanding the Issue Tensor Flow Requires CNN Output to Match Input Shape In the world of deep learning and computer vision convolutional neural networks CNN 3 min read 27-09-2024 12
Segmenting 3D Cell Images with Omnipose in Python Segmenting 3 D Cell Images with Omnipose in Python In modern biological research analyzing 3 D cell images is crucial for understanding cellular structures and 2 min read 26-09-2024 18
CNN trained model predicting values outside of trained range Understanding the Implications of a CNN Trained Model Predicting Values Outside of the Trained Range In the field of machine learning particularly when working 2 min read 25-09-2024 15
Tensorflow Model.fit() ValueError when converting to Tensor Understanding and Resolving Value Error in Tensor Flows Model fit Method Tensor Flow has become one of the most widely used libraries for building and training 3 min read 25-09-2024 15
U-Net Unable to Overfit Single Training Example - Loss Plateaus U Net Unable to Overfit Single Training Example Understanding Loss Plateaus The problem of a U Net model failing to overfit a single training example can be per 3 min read 24-09-2024 16
same loss and accuracy for all epochs Understanding the Issue of Same Loss and Accuracy for All Epochs in Machine Learning When training machine learning models encountering a situation where the lo 3 min read 23-09-2024 24