I will phd psychology prediction ehr social media big data nlp
PhD Computational Psychologist
About this Gig
Are you dealing with massive, complex behavioral datasets, Electronic Health Records (EHR), social media, linguistic data, or large-scale data, and need an elite specialist to extract actionable insights?
I am a PhD in Psychology from The University of Hong Kong (HKU, QS rank top 20) with a high-impact scientific track record of 11 peer-reviewed SCI publications (70 percent as first author). I bridge the gap between rigorous behavioral science and advanced data engineering.
I leverage Python, Sklearn, and Hugging Face Transformers inference to build robust data science pipelines. Whether you need to model structured tabular metrics or mine insights from unstructured text data, I ensure academic and corporate excellence.
What I can do for your project:
- Big Data Preprocessing: Cleaning and structuring messy records.
- Machine Learning: Predictive modeling, clustering, and regressions using Sklearn.
- Advanced NLP and Digital Phenotyping: Synthesizing large text data from social media or EHR, extracting markers, and deploying transformer inference.
Please message me before ordering to discuss your dataset and goals!
Programming language:
Python
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R
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Colab
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MLflow
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Other
Frameworks:
Scikit-learn
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DeepPy
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Keras
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PyTorch
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Panda
APIs:
Other
Tools:
Jupyter Notebook
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TensorFlow
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Excel
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MLflow
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Colab
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Other
FAQ
What is your core advantage compared to traditional data scientists?
I hold a PhD in Psychology from HKU with 11 SCI publications. I understand the actual human behavior and scientific constructs behind data, enabling me to deliver high level insights for both publication ready research and data driven business analysis.
Do you offer fine-tuning or full cloud deployment?
No. I focus strictly on data science, feature engineering, and pretrained transformer inference. I do not handle cloud DevOps or model fine-tuning.
What do I need to provide before placing an order?
Please provide the description and/or the sample of your dataset, along with a clear summary of your research or business goals. It is highly recommended to message me first to discuss your data structure and goals.
Can we discuss extra services not listed here?
Yes. Extra services can be discussed. Please message me directly with your specific academic or business project details, and I will create a tailored custom offer to perfectly match your goals.
What if I do not know which service to choose or what service I need?
No worries. If you are unsure about your requirements, simply send me a direct message before ordering. Describe your questions or goals, and tell me what data you have. I will evaluate your dataset and recommend the exact pipeline or create a custom offer that perfectly fits your project.
What human languages do you support for NLP and linguistic data?
Yes, any common human language can be discussed. I have hands-on experience analyzing 10+ European and Asian languages. Many pretrained models are natively multilingual. Please message me with your text sample, and we can determine the optimal pipeline for your data.
Are you a clinical psychologist?
No, I am not a clinician. I am a researcher focusing on quantitative behavioral science and data analytics. I specialize in research fields like mental health, psychiatry, sleep, social psychology, and consumer psychology.
