π₯ - At the starting point. Good job getting here! Most probably you: have never written a line of code or done it once; _have only heard about statistics or data from posts on fb; can not tell the difference between numerical and categorical data _
π£ - Got started! You are a star! Most probably you: _know how to write a function in python; have opened Colab notebooks several times; know how to install pip packages and have an understanding of what they are; have performed some basic operations in pandas and numpy; can make a barplot chart within some time. _
π₯ - Have been through a couple of projects. Keep going! Most probably you: _have worked with ML algorithms several times; know how to read others code and modify it; feel comfortable with data visualization and processing; have done a deeper dive in one or two topics. _
π³ - Understanding there is more to it. Donβt give up, every cloud has a silver shining! Most probably you:
_feel overwhelmed by the amount of knowledge you lack;
have been through several projects, some of them on the industrial level;
know how to write objects;
can tell the difference between git add
and git commit
start talking about pros and cons of various algorithms during an afterwork with friends;
know the limitations of the world around you.
_
π - Experienced. Most probably you: _have several years of long team projects behind your back; manipulate your own and others software with ease; can become comfortable with a new package within a day; do not have problems learning a new language or software if needed; understand which skills you lack; _
π - Have seen it all. Most probably you: have several years of long team projects behind your back; have been at all the stages of development; have learnt from others and taught others as well; see at it as routine;