Data Parallelism & Model Parallelism
Kurious Fox Let’s break down the two concept and how to implement it. The Difference: Data Parallelism vs. Model Parallelism…
Python
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…
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…
Fixed: OSError: You are trying to access a gated repo. Make sure to have access to it at https://huggingface.co….
OSError: You are trying to access a gated repo. Make sure to have access to it at https://huggingface.co/google/gemma-3-27b-it.…
google-generativeai & google-genai: a detailed comparison with integration guides
Google offers two libraries for generative AI: google-generativeai for complex, direct work with Gemini models, and google-genai for…
How to debug codes generated by ChatGPT
Debugging code generated by ChatGPT by pasting the error into ChatGPT for it to resolve its own problem,…
Fixed: TorchText install issue: The procedure entry point?? could not be located in the dynamic link library
Sometimes, even though you already installed torchtext, but can’t import it, or when you import it, you receive…
How to apply a function to a matrix in numpy efficiently
In NumPy, you can perform element-wise operations on matrices using vectorized operations, numpy.vectorize for custom functions, and numpy.apply_along_axis…
PySpark: selecting and accessing data
The content outlines various PySpark functions used for data manipulation in DataFrames. Key functions include filtering with where(),…
PySpark data frame creation song
This song and example code help remember PySpark data frame creation functions easier. Key functions include creating Data…