How to learn Python in 5 levels

there are five levels to mastering Python for Data Science and you definitely don't want to miss level 3. yes. to this Level. Level 1 is where you write Python. Write Python. Think of it like variables, loops, conditions, functions you're basically writing basic scripts you are automating small parts. This is where you actually get comfortable with Python. You're not building anything complex yet, but everything you're going to build is going to sit on top. So this is your foundation. Level 2 is where you work with data using Python. For example, Pandas, NumPy, Data Frames, Data Cleaning now you're handling real dataset. You filter rows, you fix missing values. You start asking meaningful questions. This is where Python starts feeling actually useful. But you're not going to stop here because next we have Level 3. Level 3 is where you visualize your data with Python. So think of Matplotlib, Seaborn, Plotly now you're basically using these cool libraries and your data points to identify patterns, you communicating insights is the coolest part of working and building cool visualizations with your data. Next, Level 4 is where you build with Python. So think of like Functions, Modules, Automations, Pipelines. Now you're thinking basically in systems. You're not just copying code anymore. You're actually building things from scratch, reusable functions, automated workflows, clean structured logic. And at this level, you're actually not really a beginner anymore because you are starting to think like an engineer. Last but not the least, we have Level 5. Level 5 is where you start thinking with Python. For example, think of like Machine Learning, Models, Prediction. You're not just using Python to analyze your data, but you're actually predicting and figuring out what's going to happen next. You define the problem, you choose the model, you evaluate the model. And at this level, Python isn't just a tool anymore. It's basically how you think. You need to remember that learning Python is like building a house. Level 1 is laying the foundation. Level 3 is adding windows so you can see clearly. And Level 5 is turning that house into a smart system that runs by itself. Let me know in comments which level of Python you are in. Be honest. Seriously. Let me know in comments what I should cover in the next video.