Curious about learning Bioinformatics, Transcriptomics, Artificial Intelligence, and Protein Language Models? This recorded Q&A session provides a complete overview of the Omics Nexus Bioinformatics Summer School 2026, where prospective participants met the mentors, explored the curriculum, and discussed how the program is designed to prepare researchers for the future of computational biology.
In this session, we introduce all three learning modules and explain the skills, tools, and real-world applications covered throughout the Summer School.
📚 Module 1: Foundations for Bioinformatics
• Linux and command-line fundamentals
• Bash scripting and workflow automation
• Python programming for biological data analysis
• Biological file formats (FASTA, FASTQ, GFF, VCF, BAM, etc.)
• R programming and data analysis
• Data visualization with ggplot2
• Reproducible research practices
🧬 Module 2: Advanced Transcriptomics & AI
• Bulk RNA-Seq and Single-Cell RNA-Seq analysis
• Scanpy workflows and transcriptomic data processing
• Quality control, normalization, and clustering
• Cell-type annotation and marker gene discovery
• Machine learning for biological datasets
• Feature selection and biomarker identification
• Disease prediction and classification models
🧠 Module 3: Teaching Machines to Speak Protein
• Protein Language Models (ESM-2)
• Protein embeddings and functional interpretation
• Structure prediction and sequence design
• ProteinMPNN and RFdiffusion concepts
• Transformer, GNN, and Diffusion architectures
• Model training and fine-tuning using PyTorch
• AI-driven protein engineering and evaluation
🎯 Who Should Join?
• Undergraduate and graduate students
• Bioinformatics researchers
• Molecular biologists and biotechnologists
• Data scientists interested in healthcare and life sciences
• Anyone looking to transition into computational biology and AI-driven biological research
⏱️ What You’ll Learn from This Session
✅ Program structure and learning outcomes
✅ Meet the instructors and mentors
✅ Summer School expectations and project opportunities
✅ Career pathways in Bioinformatics and AI
✅ Live answers to participant questions
🌐 About Omics Nexus
Omics Nexus is dedicated to advancing education and research in Bioinformatics, Computational Biology, Artificial Intelligence, Genomics, Transcriptomics, and Multi-Omics Data Science through hands-on training and industry-relevant learning experiences.
Time Stamps
00: 00 Introduction of Omics Nexus
08: 15 Module 1 (Foundations for Bioinformatics)
18: 08 Module 2 (Advanced Transcriptomics & AI)
27: 25 Module 3 (Teaching Machines to Speak Protein)
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