NumPy, Pandas & Hugging Face Transformers

NumPy, Pandas and Hugging Face Transformers together form a powerful Python ecosystem for data analysis and modern machine learning workflows. NumPy provides efficient numerical computing capabilities, Pandas enables flexible data manipulation and analysis, and Hugging Face Transformers offers state-of-the-art pretrained models for natural language processing and other AI tasks.

Features of NumPy, Pandas & Hugging Face Transformers:

• High-performance numerical computing with NumPy arrays.
• Flexible data ingestion, cleaning, and analysis using Pandas DataFrames.
• Access to a wide range of pretrained transformer models for NLP and generative AI.
• Support for tasks such as text classification, translation, summarization, and question answering.
• Seamless integration within the Python data science ecosystem.

NumPy, Pandas & Hugging Face Transformers Usage:

$ sudo su
$ cd /opt
$ source ml_env/bin/activate
$ python3 -c "import numpy; print(f'NumPy version: {numpy.__version__}')"
$ python3 -c "import pandas; print(f'Pandas version: {pandas.__version__}')"
$ python3 -c "import transformers; print(f'Transformers version: {transformers.__version__}')"
    

Disclaimer: NumPy, Pandas, and Hugging Face Transformers are open-source software projects distributed under their respective open-source licenses. They are independently developed and maintained by their respective communities. The software is provided "as is," without warranties or guarantees of any kind. Users are responsible for ensuring proper usage, licensing compliance, and suitability for their specific data science and machine learning workloads.