Anaconda

Anaconda, meilleur outils environnement python

Avantages :

Anaconda permet de créer facilement des environnements isolés, ce qui facilite le développement de mes projets avec des dépendances différentes, aussi Il inclut un gestionnaire de packages (conda) qui simplifie le téléchargement et l'installation de packages, même non-Python.

Inconvénients :

Anaconda propose son propre gestionnaire de packages (conda), ce qui peut entraîner une certaine confusion avec l'utilisation de pip, le gestionnaire de packages Python standard.

My opinion

Avantages :

Anonconda regroupe un ensemble de logiciels avec la possibilité d'ajouter les packages facilement. Ayez vos environnement de programmation en un. Choisissez Anaconda

Inconvénients :

La taille de Anoconda le rend parfois insuportable pour certains ordinateurs.

Anaconda, the virtual environment MASTER

Commentaires : The best thing about Anaconda is that if you break something in an environment, it doesn't replicate to the rest of them, so you can rest assured that you can test things in a safe environment. That feature alone enables you and your team to be even more productive.

Avantages :

I think the most impactful thing about Anaconda is the freedom to choose what do you want to install on your virtual environments, each and every one is separated like a capsule, providing excellent support on each of those individually.

Inconvénients :

I think the first installation of Anaconda could be more user-friendly, sometimes when you first start it could cost to implement but when you start using it, it becomes amazingly powerful.

Anaconda Enterprise - Single Platform for Data Analysis and Modelling

Commentaires : Anaconda Enterprise is a virtual environment manager which is one of the most widely used tool in the world today for data science. Many of its competitors have either lacked the variability and customer support (example R) or are still in its initial stage of capturing the worldwide market (example Dataiku - potential competitor). Anaconda supports python programming language but also integrates RStudio seamlessly. It also integrates MS SQL Server and Oracle databases, thus making it easier to execute SQL queries. Anaconda supports multiple data science/machine learning libraries such as Pandas, NumPy, Scikit-learn, Matplotlib, etc. to perform various tasks such as statistical analysis, data mining, data exploration, feature engineering, and modelling.

Avantages :

Anaconda is a free and open source software which is extremely easy to install and carry out developer and analytics tasks. The Anaconda GUI is very user-friendly, whether it is the Spyder IDE, RStudio or the Jupyter Notebooks. Also, Anaconda integrates easily with other tools such as RStudio, Blue Prism RPA tool, etc. It has a vast network of supporting websites such as geeksforgeeks.com and stackoverflow.com that provides solutions to various complex issues in python/data science.

Inconvénients :

The major concern related to Anaconda is that it cannot handle large volumes of data. It takes a long time to upload large-sized datasets and computations consume too much RAM. Also, Anaconda does not provide the option to modify the processing speeds i.e. choosing GPU/TPU based on the runtime required for processing.

Now python , Machine learning projects can be developed and implemented easily.

Commentaires : One of the main problem we were facing Early is that, we need downloaded and install many tools separately, that may consume much memory space. But now all the things are available in a single platform. Now things are much easy to work with. Anaconda provides all the basic features that are necessary for developers.

Avantages :

Anaconda provides a complete package for scripting, The main and important thing is that Everything for developing projects are available at a single place. Jupiter notebook, spider, etc. are some helpful and useful tools available in Anaconda. The tool itself is faster and more efficient than others.

Inconvénients :

I didn't find anything to dislike, But sometimes the tool crashes in between working and reloading takes much time. Anyway, the customer support is good that they reply to our queries faster without any delay.