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ashwani132003/README.md

Hi 👋, I'm Ashwani Siwach

Computational Genomics | Genomics × AI/ML | Machine Learning

M.Tech (Communication & Signal Processing), IIITDM Jabalpur 🇮🇳

🔬 About

I work in computational genomics, focusing on the application of machine learning and AI to biological sequence data and large-scale genomic datasets.
My background in signal processing and data science allows me to approach genomic sequences as structured signals, enabling data-driven modeling and representation learning.

Currently, my research centers on disease-associated non-coding RNAs (lncRNAs), where I study how sequence patterns, expression profiles, and genomic variation can be integrated to improve predictive modeling and biological insight.

🧬 Research Focus

  • Machine learning for genomic and transcriptomic data
  • Computational analysis of non-coding RNAs (lncRNAs)
  • Feature engineering and representation learning for biological sequences
  • Variant-aware and data-driven genomics workflows

🛠️ Core Tools & Skills

Programming & Scientific Computing
Python · MATLAB · NumPy · Pandas

Machine Learning & AI
Scikit-learn · PyTorch · Classical ML · Deep Learning

Data Analysis & Visualization
Plotly · Matplotlib · Seaborn · Statistical analysis

Systems & Workflow
Linux · Git · Bash · Reproducible data pipelines

Application, Data & Deployment (Research Support)
Streamlit · Flask · MySQL · Basic AWS (EC2/S3)

🎓 Academic Interests

I am particularly interested in pursuing research that lies at the intersection of genomics, machine learning, and data-driven biology, and I am open to academic collaborations and PhD opportunities in these areas.

📫 Contact

📧 ashwanisiwach132003@gmail.com
🔗 LinkedIn
💻 GitHub

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