Learning Path
Skills to Learn
Python for MLNumPy & PandasLinear AlgebraStatisticsData Visualization
Recommended Resources
Practice Projects
- Data Analysis Project
- Statistical Visualization
- Exploratory Data Analysis
Prerequisites
- Programming proficiency (Python)
- Linear Algebra
- Statistics & Probability
- Calculus basics
Career Outcomes
- ML Engineer
- AI Research Scientist
- Applied AI Engineer
- ML Platform Engineer
AI Impact on This Role
This field is at the forefront of AI evolution. Stay current with foundation models, prompt engineering, and emerging architectures like transformers and diffusion models.