Languages Python, R, Bash, C++, SQL/Postgres, JavaScript, HTML/CSS, Rust beginner
Workflow Engineering Snakemake, Nextflow, Docker, conda environments, YAML configuration, reproducible reports
Genomics RNA-seq, WGS, metagenomics, transcriptomics, assembly, annotation, QC, variant workflows
Bioinformatics Tools Trimmomatic, fastp, Salmon, SAMtools, DESeq2, Seurat, Biopython, Bowtie2, BWA, BLAST, GATK, VEP, Picard
Infrastructure Linux, Git, GitHub, GitLab, AWS EC2/S3, CI/CD concepts, HPC-oriented resource configuration
Data & ML Biological representation learning, protein language model analysis, machine learning workflows, model evaluation, exploratory visualization