Python the latest version is Python 3. Follow the above link to install Python.
pip is the package install er for Python. You can use it to download various packages and tools from the Python Package Index
Anaconda is a data science platform that allows you to perform machine learning on a single machine. The tool also has Anaconda Notebooks, which is a cloud-hosted notebook, allowing you to learn right from the browser.