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AI / Machine Learning Fundamentals — SkillForge

AI / Machine Learning Fundamentals

AIIntermediate

Understand how machines learn — from analysing data with Python to training and evaluating models.

3 modules · 10 hr

Course progress

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What you'll learn

1.Explain core machine-learning concepts
2.Analyse data with the Python data stack
3.Train and evaluate ML models with Scikit-learn

1.Foundations

The programming and CS basics you need before machine learning.

· Think computationally
· Write Python programs

Intro to Computer ScienceBeginnerOpen →
Python BasicsBeginnerOpen →

2.Data Analysis

Pandas, NumPy and Matplotlib — the Python data stack.

· Load and inspect data with Pandas
· Create clear visualizations

Data ScienceBeginnerOpen →

3.Machine Learning

Training, evaluating and avoiding overfitting.

· Explain supervised vs unsupervised learning
· Train classification models

Machine LearningBeginnerOpen →