How do I handle non-standard grammar in NLP?
I am analyzing customer support tickets, and the writing is often filled with poor grammar, run-on sentences, and missing punctuation. My standard model seems to ignore these sentences or fails to tok...
Is it better to build from scratch or use an API?
I am deciding whether to use the OpenAI API for a project or to build and host my own small model using Hugging Face. The project involves analyzing user feedback.For a beginner, which is the better l...
What is the role of feature engineering in NLP?
In my machine learning classes, I hear a lot about feature engineering. But in NLP, it seems like we just throw text into a tokenizer and then into a model. Is feature engineering dead?What kind of 'h...
How do I handle emojis in text classification?
My current preprocessing script deletes all emojis, but I have a feeling that emojis are actually very important for sentiment analysis. 'Happy' vs 'Happy with a crying face' changes the meaning compl...
Which vectorization method is best for small text datasets?
I am working on a classification project with only about 500 short text strings. Using heavy pre-trained transformer models feels like overkill and is taking way too long to train.Would it be more eff...
Are Coursera certificates actually recognized by employers?
I am working through a few NLP courses on Coursera and I am worried about the return on investment. I have heard mixed things about whether HR teams actually care about these specific certificates.If ...
How do I deal with huge batch sizes in NLP?
I am training a Transformer, and I keep getting memory errors because my batch size is too big. If I drop it to 1, the model takes forever to train and the loss is extremely unstable.Is there a trick ...
How do I clean messy web-scraped text for NLP?
I am scraping product reviews from a website, and the text is full of HTML tags, broken links, and strange formatting. My current regex approach is getting really complicated.What is the best way to s...
How do I handle date/time information in text?
I am analyzing news headlines, and I want to extract specific time references (like 'tomorrow', 'next week', 'March 5th'). Standard NER doesn't always pick these up correctly.Are there specific librar...
How do I build a portfolio of NLP projects?
I have finished the core courses, but now I don't know what to build. I want to show off my skills to future employers, but I don't want to do the standard 'Titanic' or 'Iris' datasets.What kind of NL...
