Bake, Craft, Code, Life
If you’re in the data science or machine learning field you have heard and, probably, used Jupyter notebooks. People love to love them, people love to hate them. Jupyter notebooks can be magnificent tools for data analysis, data story building and model testing. They can even be great tools, if you’ve set them up correctly, for a development platform (see…
Read More
Color is everywhere around us. It makes us feel certain ways. Sometimes it pushes to buy things, eat things – it often dictates our actions. Color usage is everywhere, in powerpoint, in infographics, in marketing, etc. One of the ways we can study color is through color theory. Color theory refers to how we perceive…
Read More
Some of you may or may not know I am obsessed with skincare. Now, you may think I am exaggerating, maybe she only has a couple products. I have 50-75 products. It’s a problem. It goes without saying, I do not put that many products on a given day. My routine consists of 6-10 steps…
Read More
Text summarization, as the name implies, is a technique to summarize large pieces of text. Our goal is to generate summaries that make sense – remember high school and summarizing papers and books? Yes, we have to get the machine to do that. This far from an easy task; it is actually an area of…
Read More
Unpopular opinion: LDA models can be problematic. tl:dr; LDA models are often overused and misused. Latent Dirichlet Allocation (LDA) is a very common model used in natural language processing with the intent of clustering some amount of text data into topics. LDAs have become the staple natural language processing model with hundreds of tutorials…
Read More
If you have been in the field for a while, you’ll have realized by now that every single job you’ve had as a “data scientist” consists of different responsibilities and the expectations they have of you are also vastly different. Here I’ve listed some of the things I have learned along the way that have…
Read More
Often we will be dealing with text; short or long, and often we only want to find out the important keywords of said text. As with most things, there are several algorithms out there that you could use for this. A common one that you’ve likely even used before is TF-IDF, but there are others…
Read More