Orkun Tahir Aran, PhD

Associate Prof. in Health Sciences | Data Analyst & Scientist | Freelancer | Open to Work

[Orkun Tahir Aran, PhD @orc_arn]

@RealBenjizo D
The random.choice calls random item from the emotions list.

[Orkun Tahir Aran, PhD @orc_arn]

Ever wonder what brand is your guitar? Here use this if you really do not know what your guitar is. If so, you should consider playing guitar or not again :)

https://t.co/ith8fjrmgX

[Orkun Tahir Aran, PhD @orc_arn]

Recently i have been following fastai deep learning courses. Finishes lesson 2 and i really liked their approach. I created a guitar classifier model. I will deploy it tomorrow and share here.
#data #DataScience #DeepLearning

[WFOT @thewfot]

World No Tobacco Day | 31 May
https://t.co/Ua0HtkrmbS

[Orkun Tahir Aran, PhD @orc_arn]

@vanessahlarson This so correct statement is the only thing made me smile today.

[Orkun Tahir Aran, PhD @orc_arn]

It is the first course I've seen since 2018 that uses the top-down method. This is a method I am familiar with from my #occupationaltherapy and #physicaltherapy education and treatments that I planned.
So far the course is going great, big thanks to @jeremyphoward

[Orkun Tahir Aran, PhD @orc_arn]

I recently started studying linear algebra to build a foundation for understanding AI models better. And my final goal is to learn NLP. Thanks to social media, I was suggested to to start practical trainings. So I started @fastdotai Deepr Learning course.

[Orkun Tahir Aran, PhD @orc_arn]

@a_erdem4 Çok haklısınız. Ve ülkemizde sol görüş asla baskın değil.

[Orkun Tahir Aran, PhD @orc_arn]

It is interesting that CRPS is one of the most studied condition after ASD. This will be a fun study for me. Both learning #NLP and trends in #occupationaltherapy

[Orkun Tahir Aran, PhD @orc_arn]

Moving on the #NLPProject about #occupationaltherapy articles in #Pubmed . Here you can see the most used 4-word phrases (quad-grams ?) that used in articles titles.
These are not year dependent, I will investigate further in following days. Also I need to clean PT/OT and OT/PT

[Pau Labarta Bajo @paulabartabajo_]

Advice for ML beginners 💡

When you work with tabular data, you do not need to try lots of models (XGBoost or LightGBM do the job)

Instead, you need to try lots of different datasets.

How? ↓

[Orkun Tahir Aran, PhD @orc_arn]

Just started an exciting #datascience project 🚀, scraped a dataset on #OccupationalTherapy articles from 2000 to 2023, from #Pubmed. Using #NLP techniques to cover trends.
So #occupationaltherapists this is the common words that have been used in article titles since 2000

[Orkun Tahir Aran, PhD @orc_arn]

@kareem_carr Thanks a lot @kareem_carr these are really valuable for me.

[Orkun Tahir Aran, PhD @orc_arn]

So recently I've been struggling with #biopython #entrez library to scape #PubMed articles about #occupationaltherapy . I scraped 10k articles but the search term returns 70k results and I cannot scrape more than 10k articles with Entrez even with an API…https://t.co/UpKrX92yJh

[Orkun Tahir Aran, PhD @orc_arn]

Today I got covered The geometry of linear equations, "row" and "column" pictures, and invertible and non-invertible equations/matrices.
For the rest of the day, I will be doing a DA project that includes data cleaning with #SQL or #Python and if I have time I will work on EDA.

[Orkun Tahir Aran, PhD @orc_arn]

So today I started @mitopenlearning courses to wrap up basic knowledge and add new info. I chose to study the theory of probability. But prerequisites of the lesson included Introduction to Linear Algebra, so I started with it.

[Orkun Tahir Aran, PhD @orc_arn]

@jeanstevany @mitopenlearning Thanks Jean. Your contribution on this decision cannot be unseen. Cheers

[Orkun Tahir Aran, PhD @orc_arn]

I've been away for a while dear #datafam #datascience #community, I'm glad to state that "I'm back y'all".
My goal is to study at least 1 hour a day on #DataAnalytics .
For that I will start with basics - Probability Theory.
My resource will be @mitopenlearning resources.

[Orkun Tahir Aran, PhD @orc_arn]

@ozguntuncay Nere burası