For the Multi Database support i.e. managing model-specific database connection, we were waiting for Rails 6. It enhances our application to scale on the database level. You can check the below blog for some more details. Amazing features of Rails 6.0 Multiple database support and Parallel testing features of rails 6.0blog.francium.tech Similarly, we had a requirement to have multiple elastic search application for an architectural…

In General, we will be often switching to the browser for executing the Jupyter notebook file (.ipynb) while we spent the most time with our favorite Visual Studio Code Editor for editing .py file. Like bringing in all languages to the single editor, VS Code solved this problem as well…

As part of the machine learning series, this article covers the necessary environmental setup to get hands dirty with machine learning in python. Why Python? There are many programming languages providing machine learning ecosystems like R, Python, Scala, Julia, and also Java. Among them, Python is always the favorite choice mainly due…

Computer Vision plays a vital role in Artificial Intelligence. In Francium Tech, we have delivered numerous solutions specifically in that field. Especially in Document segmentation, Noise removal in the documents, Form Detection, Optical character recognition, Face Authentication and video Anti-spoofing, etc., Those solutions addressed major problems in the financial, health…

Deploying the machine learning model to AWS lambda is a well-known step. That is., Dump the machine model object using joblib. Upload the model dump to s3 bucket, and Load the s3 dump in AWS lambda and use it for prediction. In this article, I am sharing one of our…

This is a follow up of the previous knative article where we got a brief intro into knative and learned how to deploy knative service. Before moving into this blog, look at the previous article for knative setup and to understand the context of this blog. Build Your Own Serverless Platform on Kubernetes with Knative Setup Knative on Google Kubernetes Engine to implement our own serverless environment using containers.blog.francium.tech

Below one is a conversation with my friend last week. He asked about how to get started with Data Science. When I shared him the StatQuest Machine learning video link, he asked me the difference between ML and Data Science?

Recently we have delivered prediction system for our client which has different data set with almost 95% categorical and 5% nominal features. The data set looks like a recommendation problem but we need to do a prediction out of it. The problem some what looks like this, we need to…

Packaging dependencies for lambda functions has two major points to be considered. One the libraries which has native\compiled dependencies. Other deploying them to lambda layers instead of packing it along with functions. In the previous article, we have well discussed about deploying ruby gems with native dependencies to lambda layers. Deploying Ruby Script to AWS Lambda Function and Layers Deploying Ruby function with gem dependencies to AWS Lambda Function and Layer using AWS CLI..blog.francium.tech