Android Studio also provides tooling support for several libraries such as a navigation editor to view an application’s

With recruiters listing a myriad of “preferred skills” in their job postings, learning Data Science can get quite overwhelming at times. Dividing the journey up into five chapters can provide a clearer picture of what lies ahead.

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ace was anything but, well, graceful. On the Fourth of July, America’s Independence Day, the former military general soluted a debunked (and crazy) Internet conspiracy group, Qanon, by posting a video of himself reciting the slogan, “Where we go one, we go all.” Cryptic stuff.

Learning a new thing is an investment. It is a much better investment to first learn the fundamentals well because they stay the same and won’t be outdated for a very long time.

Every two weeks, look back at how much you learned, until this overwhelming feeling vanishes, or at least until it gets better. Even if you have spent two weeks on one single project if you really put in the effort and hard work, that’s two weeks closer to where you wanted to be.

Never rely on one video or resource to be sufficient though. Try out different ones and see which one suits your learning style. It’s important to understand the same concept from different perspectives. One video could be just perfect for one particular concept like the primary data types or loops and iterations but could suck at the other topics.

Great! You have decided to learn the art of Data Science and now you want to take on the challenge. But which language should you pick? R or Python? In my previous article, I explain why, but for now, all you need to do is just pick one and get started with it. Go to YouTube and search up tutorials for the language of your choice. The first thing you need to learn is how to install the language and it’s IDE (Integrated Development Environment).

For example, there’s no need to feel insecure if you are not familiar with Spark when you don’t use it in your job. Instead, learn the basics of distributed computing. It will supercharge your future learning of any big data framework.

You will come across new packages or concepts. Try to understand them using the documentations, or Stack Overflow, or YouTube. If you need to freshen up your maths and statistics knowledge, there are fantastic videos on YouTube for those as well, or just a simple Google search with the right keywords will often lead you somewhere useful. One channel that deserves a mention here is 3Blue1Brown. You should really pin down the fundamentals of linear algebra and differential calculus, along with some basic stats.

“Jetpack is a suite of libraries to help developers follow best practices, reduce boilerplate code, and write code that works consistently across Android versions and devices so that developers can focus on the code they care about.” — Android Jetpack

Don’t let this discourage you to continue. All you need to know is the keyword for your next topic, like “variables”, or “Object-Oriented Programming”, and do another search on YouTube or Google with it. There are loads of open source and free resources online. If you can’t connect to one instructor, you can move on to the next one. That’s the beauty of it.

Looking at others’ codes may feel like you are cheating. It’s okay to look at others’ codes on Kaggle. You won’t understand all the code at first and that’s completely okay and normal too. If you are indeed comfortable with all the code in a notebook, you are not really learning anything new from that notebook. Push your comfort zone. The only way to learn is to keep exploring this uncharted territory.

JetPack libraries cover major features like paging3 for pagination, Room for the local database, WorkManager for long-running background tasks, DataStore for improved data storage, Hilt for DI, navigation component to navigate in the app UI, App Startup to reduce app startup time, and more.

I am currently putting together a list of topics and such keywords you can use in each stage for Python (sorry R folks, I don’t think I have enough expertise with it to provide a similar list for R). As an independent learner, you will need to know how to look for them. And the only way to get better at it is simply doing it every time you stumble across something you don’t understand (which will be very, very often). Eventually, you will find some websites or YouTube channels that really work for you.

JetPack libraries cover major features like paging3 for pagination, Room for the local database, WorkManager for long-running background tasks, DataStore for improved data storage, Hilt for DI, navigation component to navigate in the app UI, App Startup to reduce app startup time, and more.

You should also look into the basics of SQL and the other language between Python and R which you didn’t choose initially. This shouldn’t be too tough now since you already know one language and have a good feel for how programming languages work.