I am a passionate researcher with expertise in microbial ecology. My master’s degree focused on investigating uptake transporters in marine cyanobacteria, and for my PhD, I identified subsurface microbial taxa and their biodegradation pathways.During my most recent employment, I had the opportunity to learn coding as I worked on developing machine learning models to monitor waterways.Despite having minimal coding experience before this role, I quickly discovered a strong passion for coding, particularly using Python for data analytics and data engineering.This newfound interest has inspired me to transition out of academia and pursue a career in industry as a data scientist.In my spare time, I enjoy bouldering and sport climbing.
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Postdoctoral Research FellowMacquarie University Mar 2022 - Aug 2024Sydney, New South Wales, AustraliaEnvironmental Genomics Project:• Processed and analysed ~9 TB of genomic eDNA data from ~30,000 samples using Gadi supercomputer and GHAP pipeline.• Conducted data preprocessing using Python (pandas) to average replicates, remove outliers, and generate tables at different taxonomies• Consolidated and grouped environmental data by various time periods (e.g., 5, 30, 45 days).• Applied multivariate analyses (PCA, PERMANOVA, ANOSIM, mvabund, CCA) in Python and R to study biological and environmental interactions.• Developed machine learning models (SVM, KNN, Naive Bayes, Logistic regression, Neural Networks, Random Forest) to predict ecological responses.• Visualisation of results was conducted using Python (matplotlib and seaborn).• Random Forest model identified key features for biotic and environmental data, aiding in bioremediation efforts. -
Research ScientistMacquarie University Oct 2021 - Mar 2022AustraliaResearching subsurface microbes:• Processing genomic data using the GHAP pipeline which is an in-house clustering and classification pipeline built around tools from Usearch and RDP, combined with locally-written tools for demultiplexing and generating operational taxonomic unit (OTU) tables.• Metagenomic and microbial analysis by performing community composition analysis of microbial samples to identify taxonomic diversity and ecological interactions.• Researching, drafting, and writing scientific articles for publication.
Andrew Mcleish Education Details
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Subsurface Microbiology -
Marine Microbiology -
Biomolecular Science
Frequently Asked Questions about Andrew Mcleish
What is Andrew Mcleish's role at the current company?
Andrew Mcleish's current role is Postdoctoral Research Fellow | Data Scientist.
What schools did Andrew Mcleish attend?
Andrew Mcleish attended Macquarie University, Macquarie University, Macquarie University.
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