Artificial Intelligence: Advanced Machine Learning
Artificial Intelligence: Advanced Machine Learning - Learn all the advanced skills you need to perform various real-world machine learning tasks in different environments.
Advanced machine learning is an important approach in modern intelligent technology. It looks for laws from observed data (samples) and uses regular patterns to predict future unobservable data. As artificial intelligence grows, the application field of machine learning develops further
What you'll learn
- Extract features from categorical variables, text, and images
- Solve real-world problems using machine learning techniques
- Exploit the power of Python to handle data extraction, manipulation, and exploration techniques
- Implement machine learning classification and regression algorithms from scratch in Python
- Dive deep into the world of analytics to predict situations correctly
- Predict the values of continuous variables
- Classify documents and images using logistic regression and support vector machines
- Create ensembles of estimators using bagging and boosting techniques
- Evaluate the performance of machine learning systems in common tasks
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