Machine Learning Basics
The capability to comprehend fundamental concepts of machine learning, including understanding types of algorithms and models, application of data pre-processing, training, validation measures, and basic implementation for making predictive and insightful data-driven decisions.
Level 1: Emerging
At an emerging level, you are familiar with the concept of machine learning. You understand basic algorithms, and can use simple models under supervision for predictive and classification tasks.
Level 2: Proficient
At a proficient level you are able to understand and apply fundamental concepts of machine learning, including algorithms, models, and evaluation techniques. You can effectively interpret and communicate results to others.
Level 3: Advanced
At an advanced level, you are able to apply complex machine learning algorithms to solve real-world problems, interpret results accurately, and make informed decisions based on the data analysis outcomes.