Archives for model deployment
Data Science being a multidisciplinary area, is not only restricted to creating problem-specific models. One of the challenges faced by people working in this field is deploying any ML model. But nowadays, it is pretty straightforward to deploy or test your machine learning model at the production level. This is an essential step because not…
The post FastAPI vs Flask: Comparison Guide for Data Science Enthusiasts appeared first on Analytics India Magazine.
Ever since Google has publicised Tensorflow, its application in Deep Learning has been increasing tremendously. It is used even more in research and production for authoring ML algorithms. Though it is flexible, it does not provide an end-to-end production system. On the other hand, Sibyl has end-to-end facilities but lacks flexibility. Google then came up…
The post Guide to TensorFlow Extended(TFX): End-to-End Platform for Deploying Production ML Pipelines appeared first on Analytics India Magazine.
The Association of Data Scientists (AdaSci), the premier global professional body of data science and ML practitioners, has announced a hands-on workshop on deep learning model deployment on February 6, Saturday. Over the last few years, the applications of deep learning models have increased exponentially, with use cases ranging from automated driving, fraud detection, healthcare,…
The post Workshop Alert! Hands-on Deep Learning Model Deployment & Management appeared first on Analytics India Magazine.
In real-world, training and model prediction is one phase of the machine learning life-cycle. But it won’t be helpful to anyone other than the developer as no one will understand it. So, we need to create a frontend graphical tool that users can see on their machine. The easiest way of doing it is by deploying the model using Flask.
In this article, we will discuss how to use flask for the development of our web applications. Further, we will deploy the model on google platform environment.
The post Complete Guide To Model Deployment Using Flask in Google Cloud Platform appeared first on Analytics India Magazine.
In this article, we will be exploring Tkinter - python GUI programming tool. We will explore how we can deploy a machine learning model and check real-time predictions using Tkinter.
The post Complete Tutorial on Tkinter To Deploy Machine Learning Model appeared first on Analytics India Magazine.