Delve into the intricate realm of Machine Learning with our Advanced Machine Learning Techniques course. This in-depth program not only provides you with an extensive understanding of various ML algorithms and models but also equips you with the knowledge to avoid common beginner mistakes and implement practical strategies effectively.
What You Will Learn:
- Get introduced to the various types of data in statistics, which forms the backbone of Machine Learning.
- Learn about the top Machine Learning algorithms in Python, and understand the most critical Machine Learning models.
- Gain a comprehensive understanding of Decision Tree Algorithms and Logistic Regression, along with their practical implementation.
- Learn how to avoid underfitting and overfitting in Machine Learning and the importance of Cross-Validation.
- Understand the concept of dimensionality reduction, different types of Clustering Algorithms, and the role of Activation Functions in Neural Networks.