emmuzoo<p>💡 Feature selection is essential for improving the accuracy and efficiency of machine learning models. It helps in identifying the most relevant features, eliminating noise, and reducing computational costs. In the article, I will focus on 4 main techniques. <a href="https://mastodon.social/tags/DataScience" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataScience</span></a> <a href="https://mastodon.social/tags/Python" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>Python</span></a> <a href="https://mastodon.social/tags/MachineLearning" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>MachineLearning</span></a> <a href="https://mastodon.social/tags/DataTalksClub" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>DataTalksClub</span></a> <a href="https://mastodon.social/tags/zoomcamp" class="mention hashtag" rel="nofollow noopener" target="_blank">#<span>zoomcamp</span></a></p>
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Using #Optuna for hyperparameter optimization to boost model accuracy on the #AirQualityInMadrid dataset. It’s all about finding the right parameters for better predictions! #MachineLearning #HPO #DataScience #Python #DataTalksClub #zoomcamp #Machinelearning
Now training models on the #AirQualityInMadrid dataset! Using LSTM, ARIMA, and other models with #Torch and #Darts. Excited to see how each model performs for time series forecasting. #MachineLearning #TimeSeries #Python #DataTalksClub #zoomcamp #Machinelearning
Data wrangling complete on the #AirQualityInMadrid dataset. Normalized the features, filled missing values, and reshaped the data for time series forecasting. Ready to train some models now! #DataScience #TimeSeries #MachineLearning #Python #DataTalksClub #zoomcamp #Machinelearning
Completing the EDA phase on the #AirQualityInMadrid dataset. Looking for patterns, handling missing values, and investigating the seasonal variations in air quality. EDA is crucial before we move on to model training. #TimeSeries #DataScience #Python #DataTalksClub #zoomcamp #Machinelearning
Task progress: After learning Docker and PostgreSQL, I’m now diving into Terraform for Infrastructure as Code (IaC) in the #Zoomcamp by @DataTalksClub. This task has me automating setups in a whole new way! 
#Terraform #IaC #DataEngineering #Automation