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Machine Learning — Multiclass Classification with Imbalanced Dataset

Classification problems having multiple classes with imbalanced dataset present a different challenge than a binary classification problem. The skewed distribution makes many conventional machine learning algorithms less effective, especially in predicting minority class examples.

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Milling is the process of machining using rotary cutters to remove material by advancing a cutter into a work piece. This may be done varying direction on one or several axes, cutter head speed…

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The Transformers outperforms the Google Neural Machine Translation model in specific tasks. The biggest benefit, however, comes from how The Transformer lends itself to parallelization. It is in fact Google Cloud’s recommendation to use The Transformer as a reference model to use their Cloud…

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Marlin is an optimized firmware for RepRap 3D printers based on the Arduino platform. | Many commercial 3D printers come with Marlin installed. Check with your vendor if you need source code for your specific machine.

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Configuring Marlin | Marlin Firmware | Machine UUID

The most important setting is Marlin is the motherboard. The firmware needs to know what board it will be running on so it can assign the right functions to all pins and take advantage of the full capabilities of the board. Setting this incorrectly will lead to unpredictable results.

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Multi-directional engines. More rarely, engines can move in multiple directions. They have multiple piston mechanisms, each for movement into a separate direction. Splitters are mechanical parts of a fully-automatic flying machine used to push an independent part of a large flying structure.

A Gentle Introduction to LightGBM for Applied Machine Learning

It is a fact that decision tree based machine learning algorithms dominate Kaggle competitions. More than half of the winning solutions have adopted XGBoost. Recently, Microsoft announced its gradient boosting framework LightGBM. Nowadays, it steals the spotlight in gradient boosting machines.

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PDF Technical Handbook

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PubMed

PubMed® comprises more than 30 million citations for biomedical literature from MEDLINE, life science journals, and online books. Citations may include links to full-text content from PubMed Central and publisher web sites.

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