Ag Data Scientist

AMRIT SHRESTHA

Starkville, MS-***** 662-***-****

******@*******.*** www.linkedin.com/in/amrit-shrestha/ PhD in Agricultural and Biological Engineering from Mississippi State University, specializing in machine learning techniques for crop yield estimation utilizing remote sensing techniques. Developed an artificial neural network using UAV- derived multi-temporal imagery and weather data. The goal is to utilize advanced ML, and statistical analysis to find real- time solutions. Envisioned myself as an agricultural/geospatial data scientist. SKILLS

Programming: Python, R

Geospatial Software: ArcGIS Pro, ENVI, Agisoft Metashape Analytical: AI/ML, Statistical Analysis, Predictive Modeling, Digital Image Processing, Segmentation/Classification, Data Collection, Mining, and Visualization, Feature Selection, Model Assessment, Tensorflow-Keras, Linear/Rigid/Lasso regression, Random Forest, SVM, Neural Networks, CNN, LSTM, Transformer, NumPy, Pandas, Scikit-Learn, Matplotlib, Seaborn, Statsmodels, GDAL, SQL Server, Tableau, Folium, Plotly, SPSS Interpersonal: Research, Collaboration, Presentation, Literature Reviewing, Journal Peer-Reviewing, Attention to Detail EXPERIENCE

Graduate Research Assistant, Mississippi State University, MS, USA Jan 2021 – Present

Designed, and implemented a modular neural network architecture for prediction of cotton yield.

Establish a method for calculating row crop plant height from digital elevation model, successfully applied in cotton and soybean plant.

Analyzed hyperspectral data for modeling crop physiology.

Led the team for field trials research and data collection.

Developed a method for comprehensive analysis of multi-year corn crop remote sensing data.

Exhibited hands on training on PSR+ spectroradiometer for crop spectral data collection.

Performed literature review for developing research. Graduate Research Assistant, Texas A&M University, TX, USA Aug 2018 – Dec 2020

Collected, preprocessed, and analyzed UAS imagery.

Implemented predictive machine learning model to estimate cotton yield.

Generated and analyzed cotton yield map, and performed spatial analysis on yield data. Graduate Research Assistant, King Mongkut’s Institute of Technology Ladkrabang, BKK, TH Jul 2014 – Jul 2016

Performed NIR spectroscopy analysis for determining moisture content and higher heating value of bamboo chip.

Conducted moisture sorption isotherm experiment for finding shelf-life of meat floss and sweet egg floss.

Accomplished drying experiment to preserve color for sweet egg floss, red chili pepper and kaffir lime leaf. Trainee, National Motors, NPL Feb 2014–Jun 2014

Performed maintenance and repair of diesel engines and gearboxes for SML ISUZU T-3500 series vehicles, ensuring optimal performance and reliability

Service Advisor, Shree Himalayan Enterprises Pvt. Ltd., NPL Aug 2012 – Jan 2014

Opened job cards and tracked service activities

Allocated tasks to technicians based on skill and workload.

Performed fault detection and diagnostics to identify mechanical issues.

Provided customer service and support throughout the repair process.

Managed warranty claims and ensured compliance with warranty policies. EDUCATION

PhD in Agricultural and Biological Engineering, Mississippi State University, MS, USA Dec 2024 MS in Agricultural Engineering, King Mongkut’s Institute of Technology Ladkrabang, BKK, TH Jul 2016 BS in Mechanical Engineering, Kathmandu University, Dhulikhel, NPL Jun 2011 CERTIFICATION

1. Build Better Generative Adversarial Networks (GANs), DeepLearning.AI 2. Tableau for Data Scientists, LinkedIn Learning

3. Spatial Data Science: The New Frontier in Analytics, esri 4. Performing Causal Inference Analysis Using ArcGIS Pro, esri 5. Build Basic Generative Adversarial Networks (GANs), DeepLearning.AI 6. Generalized Linear Models and Nonparametric Regression, University of Colorado Boulder 7. Custom Models, Layers, and Loss Functions with TensorFlow, DeepLearning.AI 8. Practical Time Series Analysis, The State University of New York 9. Data Visualization with Python, IBM

10. SQL Essential Training Certificate, National Association of State Boards of Accountancy 11. Visualizing Advance Charts and Graphs, Project Management Institute 12. Data Visualization with Plotly, LinkedIn Learning

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