Remove 2014 Remove Algorithm Remove Decision Trees
article thumbnail

Text Classification in NLP using Cross Validation and BERT

Mlearning.ai

Uysal and Gunal, 2014). Figure 4 Data Cleaning Conventional algorithms are often biased towards the dominant class, ignoring the data distribution. Figure 11 Model Architecture The algorithms and models used for the first three classifiers are essentially the same.

article thumbnail

Decoding METAR Data: Insights from the Ocean Protocol Data Challenge

Ocean Protocol

Andrey developed a machine-learning model and trained it to predict METAR data for the next hour, comparing different models ( linear regression, decision trees, and neural networks) and choosing the best based on performance. He validated the models using data from 2023, with training data from 2014 to 2022. C in 2014 to 26.24°C