Both of my parents identify as Black. My siblings, cousins, aunts, and uncles all identify as Black. At least, I’ve neve

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e of this article is not to suggest the best frameworks or libraries. Instead, I will look at the past, present, and future of these so that you can make effective decisions for your future projects. Besides, most of these are likely to be among us for the next couple of years.

My son thought for a moment. Pulled up his pajama shirt to have a better look at himself. Then looked over his shoulder at me with the face he gives me when he’s figured out I’m playing a trick. A look that said, I’m not going to fall for that again.

I explained to him that he would always be both Asian and Black. That he didn’t have to pick which he was. That all of him was Black. And all of him was Asian. No one could tell him he wasn’t Black enough or Asian enough unless he let them.

I stopped brushing his hair and gazed down at him in the mirror considering how I would respond. “Well, I don’t know for sure.” I replied, “Can you show me what part of your body is Asian, and what part is Black?”

If I allowed the world to tell my kids they were mixed, they could begin to develop the idea that they don’t belong. I would be telling them, through inaction, that they didn’t have a right to either racial identity. They didn’t have a right to be like their dad or their mom. Placing them in a racial purgatory they could struggle with the rest of their life. I did.

Statistics is also essential for machine learning. We will use statistics to understand the data prior to training a model. When we take samples of data for training and testing our models we need to employ statistical techniques to ensure fairness. When evaluating the performance of a model we need statistics to assess the variability of the predictions and assess accuracy.

Statistics is a very broad field, and only part of it is relevant to data science. This book is extremely good at only covering the areas related to data science. So if you are looking for a book that will quickly give you just enough understanding to be able to practice data science then this book is definitely the one to choose.

Several years later my son asked me that question while we were standing in front of the bathroom mirror as I helped him brush his hair to get ready for bed. He was in 1st or 2nd grade at the time. I don’t recall exactly. But it was an age-appropriate question.

There will be a role for people who look like me, but it’ll be a role that we’re very unaccustomed to: listening rather than speaking, giving before we take. It’ll be as part of a community, and if we’re lucky we’ll have as much chance to succeed as anyone else in that community. And the community’s welfare will be the most important barometer to success. If we’re lucky people will treat us better than we’ve treated them.

Statistics is a fundamental skill that data scientists use every day. It is the branch of mathematics that allows us to collect, describe, interpret, visualise, and make inferences about data. Data scientists will use it for data analysis, experiment design, and statistical modelling.

These are just some of the ways in which statistics are employed by data scientists. If you are studying data science it is therefore essential to develop a good understanding of these statistical techniques.

I am a big fan of using the Socratic method for answering the difficult questions kids sometimes ask. It actually works great for the not so difficult ones too. Also, try “Did you google it?”

Many of my ancestors are of multiple ethnic and racial backgrounds. The so-called mixing happened so far back on my family tree none of my living relatives are anything but Black.

As the years go by, I make it a point to talk to my kids about race and racism in exactly the same way I talk to them about the latest Marvel Movie: matter-of-factly. I also make it a point to talk about sexism, gender identity, LGBTQ issues, poverty, drinking, sexting, and so on. Not talking to kids about sensitive issues leaves them vulnerable to those issues. At least, that’s my approach to parenting.

There will be a role for people who look like me, but it’ll be a role that we’re very unaccustomed to: listening rather than speaking, giving before we take. It’ll be as part of a community, and if we’re lucky we’ll have as much chance to succeed as anyone else in that community. And the community’s welfare will be the most important barometer to success. If we’re lucky people will treat us better than we’ve treated them.