A researcher and educator specialized in "low-resource" problems in oncology and genomics. Passionate about integrating biological data modalities with Artificial Intelligence (esp. Graph Networks) to solve mysteries in Rare Cancer.
Biological Networks, Knowledge Graphs, Representation Learning, Oncology, Rare Cancer, OMICS.
GNN, NLP, Machine Learning, Game Theory, Low-resource Language Models.
Research Area: Machine learning & Artificial Intelligence for Rare disease genomics
Tech Stack: Graph Neural Network (GNN), NLP, Classification models (DT, RF, Logit Reg.), SnakeMake, HPC (SLURM), Python [PyTorch, Dask, Kedro, Pandas, Numpy, Scikit-learn, Matplotlib], PowerBI, R, NVivo, Docker, Singularity.
Research Area: Natural Language Processing (NLP)
Key Contribution: Contributed in developing WordNet for Bengali language.
Tech Stack: Python [Tensorflow, Keras, Pandas, Numpy, Scikit-learn], Protege.
Project: Scrape product reviews & Sentiment analysis.
Tech Stack: Python [Scrapy, Django], Elasticsearch.
Notre Dame College, Dhaka (Jun 2009 - Aug 2011)
B.A.F Shaheen College, Dhaka (Jan 1999 - May 2009)
Skills: GNN, CNN, WGS, Spatial transcriptomics, scRNAseq, ATACSeq, histopathology slides data, Radiology data, EHR. Project focused on using AI methods to integrate multiomics data collected from cancer patients. Involved with collaborative projects (POET) and oversee data warehousing/maintenance.
Course: AI Application in Precision Health. Skills: Lead and manage Post-graduate level course. Designed and ran course for diverse professionals ensuring maximum learning.
Course: AI Application in Health (3 credits). Proposed modernized curriculum, designed/delivered content, graded multiple assessment methods, managed two TAs.
Course: OMICS Application. Helped in teaching, managing course content, communication, grading, creating quiz questions for diverse mature students.
Tech Stack: Python [Spacy, Pandas, Numpy, Matplotlib]. Utilized textual big data to train, detect and extract specific information. Built industry level ML model.
Tenure tracked scientist at Institute of Computer Science (ICS). Design and develop software based R&D. Tech Stack: SQL, C#, .Net Framework, PowerBI.
Courses taken: Data Mining, Web Technology, Programming Language. Curriculum development, lecture delivery, student assessment.
Developed website to display jobs collected from different sources. Tech Stack: Python, Django, MySQL, NodeJS, Docker.
South Asian tourism company. Skills: Scrum (Agile), Basecamp, Trello, Jira. Decision making for software/infrastructure, HR, logistics, procurement. Managed software team.
Tech Stack: Python, PHP, Symfony, PostgreSQL, MongoDB, Docker, ReactJS, Ansible. Design & develop database, software architecture, DevOps for ERP/Web apps.
Tech Stack: PHP, CakePHP, Java, MariaDB, PostgreSQL. Built PMS for Ministry of Education (EED) and management software for BIAM.
PHP, Python, CakePHP, Django, Pyramid, Drupal. Served clients from USA (Incudigm Network) and Europe (Interfile).