What Are The Top Python Libraries For Data Science In 2023?

2025-08-09 01:01:00 192

4 คำตอบ

Hannah
Hannah
2025-08-10 14:39:00
From my experience as a Python user, the best libraries for data science in 2023 are 'pandas' for data wrangling and 'scikit-learn' for machine learning. I also rely on 'Matplotlib' and 'Seaborn' for plotting, though 'Plotly' is great for interactive visuals. For deep learning, 'PyTorch' feels more intuitive than 'TensorFlow'.

Newer tools like 'Polars' offer speed, and 'Hugging Face' makes NLP accessible. These libraries form the core of my toolkit, balancing power and usability.
Sawyer
Sawyer
2025-08-12 20:45:12
In 2023, 'pandas' and 'NumPy' are still staples for data work. I use 'scikit-learn' for ML and 'Matplotlib' for plots. 'PyTorch' is my pick for deep learning, and 'Hugging Face' is essential for NLP. Simple, effective tools.
Cecelia
Cecelia
2025-08-14 00:17:33
I've spent countless hours testing and comparing Python libraries. In 2023, 'NumPy' remains the backbone for numerical computing, while 'pandas' continues to dominate data manipulation with its intuitive DataFrame structure. For machine learning, 'scikit-learn' is my go-to for its robust algorithms and ease of use.

Visualization-wise, 'Matplotlib' and 'Seaborn' are classics, but 'Plotly' has stolen my heart with its interactive plots. For deep learning, 'TensorFlow' and 'PyTorch' are neck-and-neck, though I lean toward PyTorch for its dynamic computation graph. Emerging libraries like 'Hugging Face Transformers' for NLP and 'Dask' for parallel computing are also must-haves. Each of these tools has its niche, making them indispensable for any data scientist.
Tate
Tate
2025-08-15 03:03:55
I’m a data science enthusiast who loves experimenting with new tools. This year, 'pandas' and 'NumPy' are still essential, but I’ve been blown away by 'Polars' for faster data processing. For ML, 'scikit-learn' is reliable, but 'XGBoost' and 'LightGBM' are my favorites for boosting tasks. 'Plotly' and 'Altair' make visualization a breeze, while 'Streamlit' lets me build apps quickly.

Deep learning? 'PyTorch Lightning' simplifies training models, and 'Hugging Face' is a game-changer for NLP. Don’t overlook 'Vaex' for big data or 'FastAPI' for deploying models. These libraries keep my workflow smooth and efficient.
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