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Bioinformatics & Data Science Portfolio

A comprehensive 12-month journey from biomedical science to computational biology mastery

LinkedIn Email Progress


πŸ“Š Progress Tracker

Month 1 Month 2 Month 3 Month 4 Month 5 Month 6 Month 7 Month 8 Month 9 Month 10 Month 11 Month 12


🎯 About This Journey

Transitioning from a Master's in Biomedical Science to computational biology expertise through projects, real-world datasets, and bioinformatics techniques. This repository documents my 12-month intensive learning pathway toward PhD applications in computational biology.

Background: Master Biology and Health, Morocco | US State Department Student Leaders Program Alumni


πŸ“š Learning Roadmap

Phase I: Technical Foundation (Months 1-3)

  • Month 1: Linux & Command-Line Mastery
  • Month 2: Python Programming for Bioinformatics
  • Month 3: Data Science with Python & R

Phase II: Core Bioinformatics (Months 4-6)

  • Month 4: Genomics & Sequence Analysis
  • Month 5: Next-Generation Sequencing Analysis
  • Month 6: Advanced Genomics & Functional Analysis

Phase III: Specialized Applications (Months 7-9)

  • Month 7: Machine Learning in Bioinformatics
  • Month 8: Multi-Omics & Systems Biology
  • Month 9: Cutting-Edge Technologies

Phase IV: Research Excellence (Months 10-12)

  • Month 10: Advanced Statistical Methods
  • Month 11: Reproducible Research & Best Practices
  • Month 12: Independent Research Project

πŸš€ Current Focus: Month 1 - Linux & Command-Line Mastery

Week 1: Linux Basics (September 2-8, 2025)

Objectives:

  • Master filesystem navigation
  • Set up organized bioinformatics workspace
  • Create project directory structure

Daily Progress:

  • Day 1: Linux installation and basic commands
  • Day 2: File system exploration and navigation
  • Day 3: Directory management and organization
  • Day 4: Practice with real genomic file structures
  • Day 5: Create automated setup scripts
  • Day 6-7: Review and mini-project

Resources Used:


πŸ’» Technical Stack

Programming Languages:

  • Python (Biopython, pandas, NumPy, scikit-learn)
  • R (Bioconductor, tidyverse, ggplot2)
  • Bash scripting
  • SQL

Bioinformatics Tools:

  • BLAST, samtools, bedtools
  • GATK, BWA, bowtie2
  • Nextflow/Snakemake

Machine Learning:

  • TensorFlow/Keras
  • scikit-learn
  • Deep learning for genomics

Development Tools:

  • Git/GitHub
  • Docker
  • Jupyter notebooks
  • VS Code

πŸ“Š Key Projects Highlights

🧬 Completed Projects

Projects will be added as I progress through the roadmap

πŸ”¬ Ongoing Projects

  • Week 1: Genomic file organization and automation scripts

🎯 Planned Projects

  • Month 1: Automated bioinformatics workspace setup
  • Month 2: Multi-sequence analysis toolkit
  • Month 3: RNA-seq differential expression pipeline
  • Month 6: Machine learning for genomic variant classification
  • Month 12: Independent research project

πŸ“ˆ Skills Development Tracker

Technical Skills

  • Linux/Unix: β­β˜†β˜†β˜†β˜†β˜†(Newbie)
  • Python: β­β­β˜†β˜†β˜† (Learning)
  • R: β­β­β­β˜†β˜† (Intermediate)
  • Bioinformatics Tools: β­β­β­β˜†β˜† (Learning)
  • Machine Learning: β­β˜†β˜†β˜†β˜† (Beginner)
  • Statistical Analysis: β­β­β­β˜†β˜†(Advanced)

Domain Knowledge

  • Molecular Biology: ⭐⭐⭐⭐⭐ (Expert - Master's degree)
  • Genomics: β­β­β­β­β˜† (Advanced)
  • Proteomics: β­β­β­β˜†β˜† (Intermediate)
  • Systems Biology: β­β­β˜†β˜†β˜† (Learning)

πŸŽ“ Career Goals

Immediate (6 months):

  • Complete core bioinformatics skill development
  • Build portfolio of 5+ substantial projects
  • Begin PhD application preparation

Medium-term (12 months):

  • Submit PhD applications to top programs in US and Europe
  • Complete independent research project
  • Present work at conferences/workshops

Long-term (3-5 years):

  • PhD in Computational Biology/Bioinformatics
  • Research focus on [Your specific interest - e.g., cancer genomics, personalized medicine, etc.]
  • Contribute to open-source bioinformatics community

πŸ“ Weekly Learning Log

Week 1: September 2-8, 2025

Focus: Linux Fundamentals and Workspace Setup

What I Learned:

  • [To be updated daily]

Challenges:

  • [To be updated]

Next Week Goals:

  • [To be planned]

🀝 Connect & Collaborate

I'm always interested in connecting with fellow researchers, PhD students, and bioinformatics professionals. Feel free to:

  • Discuss projects: Open to collaborations and feedback
  • Share resources: Happy to share datasets and learning materials
  • Network: Connecting with the global bioinformatics community

Contact:


πŸ™ Acknowledgments

  • Inspiration from the global bioinformatics community
  • Resources from NCBI, EBI, and other public databases
  • Open-source tools and libraries that make this journey possible

Last Updated: September 2, 2025 Current Status: Week 1, Day 1 - Beginning the journey!

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Portfolio of bioinformatics & data science projects, tracking 12-month learning & projects.

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