How to build XGBoost models in Python
With a step-by-step example
This is a practical guide to XGBoost in Python.
Learn how to build your first XGBoost model with this step-by-step tutorial.
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How to build XGBoost models in Python
What is gradient boosting in machine learning: fundamentals explained
Must read before implementing
This is a beginner’s guide to gradient boosting in machine learning.
Learn what it is and how to improve its performance with regularization.
How to use AutoML Python tools to automate your machine learning process
Popular and free libraries: H2O, TPOT, PyCaret, AutoGluon
This is a practical tutorial to AutoML Python.
Learn how to automate your machine learning process with free and popular tools.
How to qualify as data scientists: Skills needed in 2022
Based on real job postings analysis
This is a practical guide to the qualifications and skills needed to become a data scientist.
Discover based on real job postings analysis.
How to do Sentiment Analysis with Deep Learning (LSTM Keras)
Automatically Classify Reviews as Positive or Negative in Python
In this tutorial, we build a deep learning neural network model to classify the sentiment of Yelp reviews.
Following the step-by-step procedures in Python, you’ll see a real life example and learn:
– How to prepare review text data for sentiment analysis, including NLP techniques.
– How to tune the hyperparameters for the machine learning models.
– How to predict sentiment by building an LSTM model in Tensorflow Keras.
– How to evaluate model performance.
– How sample sizes impact the results compared to a pre-trained tool.
And more.
Hyperparameter Tuning with Python: Keras Step-by-Step Guide
Why and How to use with an example of Keras
This is a practical guide to Hyperparameter Tuning in Python.
To improve your model’s performance, learn:
– why you should use this machine learning technique.
– how to use it with Keras and Tensorflow step-by-step with Python.
Hyperparameter Tuning with Python: Complete Step-by-Step Guide
Why and How to use with an example of XGBoost
This is a practical guide to Hyperparameter Tuning in Python.
To improve your model’s performance, learn:
– why you should use this machine learning technique.
– how to use it with XGBoost step-by-step with Python.
