LightGBM Course In India

INTRODUCTION

LightGBM is a powerful and efficient gradient-boosting framework developed by Microsoft. It is a highly efficient machine learning algorithm that is used for supervised learning tasks such as classification and regression. LightGBM has many advantages over other boosting algorithms, such as faster training speed, higher accuracy, and lower memory usage. In this essay, I will discuss the advantages of LightGBM and provide examples of how it can be used in various applications.

Faster Training Speed

LightGBM is much faster than other boosting algorithms, such as XGBoost and CatBoost. This is because LightGBM uses a novel approach called Gradient-based One-Side Sampling (GOSS) to select data points for training. GOSS reduces the number of data points used in training, which significantly reduces the time needed to train the model. Additionally, LightGBM uses a leaf-wise tree growth algorithm which further reduces the time needed to train the model. This makes LightGBM an ideal choice for applications where speed is a priority.

Higher Accuracy

LightGBM also has higher accuracy than other boosting algorithms. This is because LightGBM uses a novel approach called Exclusive Feature Bundling (EFB) to select features for training. EFB selects the most important features from a dataset and bundles them together, which increases the accuracy of the model. Additionally, LightGBM uses a novel technique called a Histogram-based Decision Tree (HBDT) which further increases the accuracy of the model. This makes LightGBM an ideal choice for applications where accuracy is a priority.

Conclusion:
In conclusion, LightGBM is a powerful and efficient gradient-boosting framework developed by Microsoft. It has many advantages over other boosting algorithms, such as faster training speed, higher accuracy, and lower memory usage. These advantages make LightGBM an ideal choice for applications where speed and accuracy are a priority. With its powerful features and efficient algorithms, LightGBM is sure to be a valuable tool in the machine learning toolbox.TGC conducts LightGBM course in India in Data-Science

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