Grad-CAM: definitions, applications and drawbacks
Grad-CAM, which stands for Gradient-weighted Class Activation Mapping, is a technique used in artificial intelligence (AI) to understand and visualize…
Category: AI-Machine Learning – Statistics – CS
How to change working directory in Colab
In Google Colab, cd changes the directory only within the current cell. However, Colab resets the working directory when a…
Pip package installation specifications and Error fixed: pip install -U ‘accelerate>=0.26.0’ ERROR: Invalid requirement: “‘accelerate”: Expected package name at the start of dependency specifier ‘accelerate
Error detected: The error suggests that the package name isn’t correctly formatted. Try using double quotes or removing the quotes…
A comparison between forward feature selection with cross-validation, forward selection guided by AIC/BIC, and Lasso regularization with Python Code
Forward feature selection with cross-validation incorporates cross-validation at each step to get a reliable estimate of how well a model…
Effective Python Keyword Detection Techniques
You can detect keywords in a given text with Python using various techniques, starting from basic string operations to advanced…
Visualizing Text Keywords in Python: Top Methods
There are several ways to visualize text keywords in Python, like word clouds, bar charts, network graphs, and dimensionality reduction…
Explainable AI (XAI) methods & Cheat Sheet
Explainable AI refers to methods and techniques that help humans understand and interpret the predictions and decisions made by machine…
Google Vertex AI for Streamlining AI Development and model fine – tuning
Google Vertex AI is a comprehensive AI platform by Google Cloud aimed at streamlining the development of AI models. It…
Text Synonym Identification in Python: Simple to Advanced Methods
The content discusses various methods to identify synonyms in Python, including simple string matching, using the NLTK library, and spaCy. Each approach has its advantages and limitations, such as manual synonym lists or the need for external libraries. It also addresses cross-lingual synonym identification challenges, emphasizing the complexity involved.
Effective GPU Monitoring in Slurm Environments
Monitoring GPU usage within an SSH-accessed Slurm environment requires a combination of Slurm commands and GPU monitoring utilities, which are…