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Christ14n97/README.md

Christian Peralta

I am a biologist pasionate about coding and data science

Christ14n97

I started coding in Python in 2019, after I finished my bachelor. During my MSc in Biochemistry at the University of Geneva, Switzerland, I have learnt to code in R as well as strengthen my background in statistical modelling, ML, multivariate analysis (MVA) and computer skills for biological research.

For my MSc thesis, I am developing a machine learning-guided workflow to identify biomarkers in metabolomics; acquiring skill in data sciences and bioinformatics. This lead to my current project: development of a Python library to automatize unsupervised and supervised multivariate analysis.

Since december 2021 I am working also as a freelancer at Fiverr, where I am developping my personal brand: CPAnalytics. You can find my profile in the last section :)

Currently, I am seeking of new projects, preferable, at the interface between IT and life science, where I can make use and refine my computational skills.

Resume

Projects:

Skills

  • 🐍 Python

    • numpy
    • pandas
    • sckit-learn
    • tensorflow
    • plotly
    • seaborn

  • 📈 Machine Learning

    Imbalanced data sampling strategies:

    • SMOTE
    • TomekLink
    • Random Under-Sampling

    Models:

    Regression Classification
    OLS with LASSO - RIGDE regularization Logistic Regression
    Gradient Boosting Random Forest Classifier
    Random Forest Multi Layer Perceptron
    PLS-RA PLS-DA

  • 📊 R

    • tidyverse
    • survival
    • ggplot2
    • caret

  • 💻 BASH scripting

bash git linux pandas python scikit_learn seaborn tensorflow

Contact me:

linkedin fiverr

Popular repositories Loading

  1. R_package_2020 R_package_2020 Public

    R package developed to wrap-up tools for data manipulation as well as visualization functions in the context of multivariate analysis of metabolomics data.

    R 1

  2. MSc_Untarg_Metabo_Workflow MSc_Untarg_Metabo_Workflow Public

    My MSc thesis focused on the improvement of metabolite biomarkers annotation. The resulting workflow combined common unsupervised-supervised ML models with graph-based analysis of metabolic reconst…

    1

  3. Christ14n97 Christ14n97 Public

  4. Bash_mastery_2021 Bash_mastery_2021 Public

    Computer Skill for Biologycal Research course gave practical lessons to get started with GNU/Linux environment to work with shell and shell scripting. The practical where focus on data file manipul…

    HTML

  5. Python_4_LifeScience_2019 Python_4_LifeScience_2019 Public

    Python Class for DNA-RNA manipulation

    Python

  6. Machine_Learning_Competition_2022 Machine_Learning_Competition_2022 Public

    ML competition hosted on kaggle. Binary classification problem to predict the income of USA population.

    HTML