How to Set Up and Run Python and Data Science Libraries on Intel Evo Laptops?

Hi everyone,

I recently upgraded to an Intel Evo laptops, and I’m interested in setting up a data science development environment. I’d like to run Python, along with essential data science libraries like Pandas, NumPy, Matplotlib, Scikit-learn, and TensorFlow for machine learning. However, I’m unsure about the best setup for optimal performance, especially on an Intel Evo laptop.

Here’s what I need advice on:

1. Setting Up Python:

   • What’s the best way to install Python on Intel Evo laptops? Should I use Anaconda or the standard Python installation? Is one better for performance or compatibility?

2. Installing Data Science Libraries:

   • After installing Python, how do I install and configure libraries like Pandas, NumPy, Matplotlib, etc.? Are there any common issues with these libraries on Intel Evo laptops?

3. Environment Configuration:

   • Is it necessary to use a virtual environment for running data science projects on Intel Evo laptops? If so, how do I set one up properly?

4. Optimizing Performance:

   • Since Intel Evo laptops come with integrated graphics, are there any performance tweaks I can apply to enhance the experience when running heavy computations, especially with TensorFlow or machine learning models?

5. Running Jupyter Notebooks:

   • How do I install and run Jupyter Notebooks on an Intel Evo laptop? Are there any settings or optimizations to consider for smooth notebook execution?

6. Using GPUs for Machine Learning:

   • Intel Evo laptops usually don’t come with discrete GPUs. Can TensorFlow or other machine learning libraries still run efficiently on these laptops? Are there any workarounds or optimizations I should consider?

7. General Tips for Data Science Projects:

   • Any general advice for using Intel Evo laptops for data science tasks? Are there specific configurations, power settings, or cooling tips to ensure everything runs smoothly?

I’d love to hear any experiences or recommendations from those who have already set up Python and data science libraries on Intel Evo laptops. Any help would be greatly appreciated!

Thanks in advance!

Jonathan Jone