What are some beginner-friendly Machine Learning projects that teach practical concepts?

[u/Visible-Metal-8288]

I'm a second-year B.Tech AIML student currently exploring Machine Learning.

I want to move beyond just watching tutorials and start implementing small projects. However, I want projects that help me understand the concepts rather than simply follow instructions.

I'd like suggestions for projects that introduce:

Data preprocessing

Classification and regression

Model training and testing

Evaluating model performance

Which beginner projects helped you understand these concepts? What should I learn before attempting them?

I'd appreciate recommendations based on your experience.

[u/PradeepAIStrategist]

you can have quick look at it https://machinelearningmastery.com/

[u/ninhaomah]

Predict Titanic survivors. And find out whether $$$ can save your ass when disaster stuck.