2022-11-09
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SumTree data structure for Prioritized Experience Replay (PER) explained with Python Code

14 mins readWeighted sampling from a list-like collection is an important activity in many applications. Weighted sampling involves selecting samples randomly from […]
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2022-10-24
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How to return pandas dataframes from Scikit-Learn transformations: New API simplifies data preprocessing

3 mins readScikit-learn, a popular Python library for machine learning, is often one of the first tools introduced to data science beginners. […]
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2022-09-20
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Guidelines to use Transfer Learning in Convolutional Neural Networks

9 mins readTransfer Learning How to adapt an expert’s CNN architecture that has already learned so much about how to find the […]
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2022-09-06
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Understand Q-Learning in Reinforcement Learning with a numerical example and Python implementation

14 mins readThis tutorial introduces the concept of Q-learning through a simple but comprehensive numerical example.  The example describes an agent which […]
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2022-08-30
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Setup collaborative MLflow with PostgreSQL as Tracking Server and MinIO as Artifact Store using docker containers

14 mins readIn this post, I will show how to configure MLflow in a way that allows multiple data scientists using different […]
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