User Posts: Sergios Karagiannakos
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Data preprocessing for deep learning: How to build an efficient big data pipeline
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In this article, we explore the topic of big data processing for machine learning applications. Building an efficient data pipeline is an essential part of ...

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Data preprocessing for deep learning: Tips and tricks to optimize your data pipeline using Tensorflow
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Data preprocessing is an integral part of building machine learning applications. However, most machine learning engineers don't spend the appropriate ...

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How to build a custom production-ready Deep Learning Training loop in Tensorflow from scratch
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Training is without a doubt the most important part of developing a machine learning application. It’s when you start realizing whether or not your model is ...

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How to train a deep learning model in the cloud
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When it comes to training a large Deep Learning model, there are many obstacles that we need to overcome. First, we need to acquire lots and lots of data. ...

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Distributed Deep Learning training: Model and Data Parallelism in Tensorflow
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In a significant number of use cases, deep learning training can be performed in a single machine on a single GPU with relatively high performance and ...

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Deploy a Deep Learning model as a web application using Flask and Tensorflow
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Developing a state-of-the-art deep learning model has no real value if it can’t be applied in a real-world application. Don't get me wrong, research is ...

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How to use uWSGI and Nginx to serve a Deep Learning model
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Preparing for a Machine Learning Engineer position? This article was written for you! Why?Because we will build upon the Flask prototype and create a fully ...

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How to use Docker containers and Docker Compose for Deep Learning applications
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Containers have become the standard way to develop and deploy applications these days with Docker and Kubernetes dominating the field. This is especially ...

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Scalability in Machine Learning: Grow your model to serve millions of users
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Scalability is certainly a high-level problem that we will all be thrilled to have. Reaching a point where we need to incorporate more machines and ...

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Introduction to Kubernetes with Google Cloud: Deploy your Deep Learning model effortlessly
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Why should I care about Kubernetes? I don’t want to be a DevOps Engineer. I am just interested in Machine Learning and building models. I’m sure that many ...

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