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Data Science Python

Krypton – Model Server for ML and DL Models built using FastAPI

This lockdown has given me lot’s of time to work on many things including personal wellbeing, spending more time with family, and yes, lot’s of cooking !! One more important thing was the time I was spending on my ideas that were put in the garage, otherwise. Thanks to the lockdown, I was able to […]

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Ambassador DevOps Kubernetes Microservices

Setting up Ambassador API gateway on Kubernetes

Microservices are the new age design pattern that has been widely adopted in the recent times by many large scale applications on the internet. Checkout how Uber is using Microservices at scale. In this age of popularity for Microservices, it’s important to understand the importance of API gateways. WHY DO WE NEED API GATEWAYS? Consider you have […]

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Data Science LSTM Python Time Series

Predicting Bitcoin Price using LSTM

Predicting time series quantities has been an interesting domain in predictive analytics. Many traditional Quantitative forecasting methods like ARIMA, SES or SMA are time tested and widely used for things like predicting stock prices. With the amount of data we have around, neural networks make a good candidate for time-series forecasting that can outshine traditional statistical methods. Over the past […]

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Data Science R

Exploring H2O.ai AutoML

The short time I have spent on Kaggle, I have realized ensembling (stacking models) is the best way to perform well. Well, I am not the only one to think so !! Stacking is a Model Ensembling technique that combines predictions from multiple models and generates a new model. I am gonna write a new post […]