Dhairya Trivedi
Ahmedabad
Summary
MTech graduate in Computer Science with 1 year of experience in Data Analytics, Machine Learning, and Deep Learning. Proficient in Python, C/C++, SQL, and frameworks like TensorFlow, Keras, and Scikit-learn. Skilled in data preprocessing, model optimization, and deployment. Proven ability to improve model accuracy through research-driven projects. Strong problem-solving and collaboration skills in fast-paced environments.
Overview
1
1
years of professional experience
1
1
Certification
Work History
Research Intern
Indian Space Research Organization
Ahmedabad
07.2024 - Current
Deep learning-based solar insolation forecasting using multiple variables.
- Data Preparation: Collected data from the Insat-3D satellite, aggregated, and extracted insolation (GHI) values.
- Pre-Processing: Pre-processed the dataset by handling missing values, and prepared it for deep learning model training.
- Model Building: Developed and trained an LSTM model, achieving a prediction error of 5% compared to actual data.
- Future Work: Evaluating various models, and conducting multivariate predictions for comparative analysis.
Research Intern
Indian Space Research Organization
Ahmedabad
02.2023 - 05.2023
Semantic segmentation of satellite images for cloud detection using deep learning.
- Used Landsat-8 images and manually extracted pixel-level ground truths for cloud detection, cropped into same-sized patches.
- Trained a model based on the U-Net architecture, having encoder-decoder paths and skip connections, on these images.
- Achieved a segmentation accuracy of 95% on the validation dataset, tested on the previously trained U-Net model.
Education
Master of Technology - Computer Engineering
Dharamsinh Desai University
Nadiad, Gujarat05-2025
Bachelor of Engineering - Computer Engineering
Gujarat Technological University
Ahmedabad, Gujarat06-2023
Higher Secondary -
State Board, Gujarat (GSHSEB)
Ahmedabad 05-2019
Secondary -
State Board, Gujarat (GSHSEB)
Ahmedabad 05-2017
Skills
- Programming Languages: Python, C/C
- Tools: Spyder, Collab, Jupyter Notebook, MATLAB
- Libraries and frameworks: NumPy, Pandas, TensorFlow, Keras, LaTeX, GDAL, Scikit-learn, Matplotlib
- RDBMS: MySQL, PostgreSQL
Projects
Credit Card Approval, Decision-making using Machine Learning, 05/24
self project,
- Used Credit Card Approval dataset containing credit card applications from the UCI Machine Learning Repository.
- Analyzed and pre-processed the dataset by handling the missing values, encoding the non-numeric data and scaling
- Trained a logistic regression model on training dataset and achieved the best test accuracy of 84% using grid-search.
Movie Recommendation - Recommendation system using Machine Learning, 06/24
self project,
- Used a dataset containing summarized movie plots from sources like Wikipedia and IMDB and merged them
- Analyzed and pre-processed the plot using Tokenization and Stemming to apply various clustering algorithms
- Analyzed and pre-processed the plot using Tokenization and Stemming to apply various clustering algorithms
- Implemented a basic recommendation system to get 5 most closely related movies with the given input movie
Certification
Machine Learning and Data Analytics, INFOLABZ IT Service PVT. LTD., 07/22,
Studied the fundamentals of Data Analytics and Machine learning in 15 days course., Covered basic data analysis and visualization using pandas and matplotlib and applied elementary regression models.
Affiliations
- Social Service: Volunteered for a period of 2 years and 240 hours in National Service Scheme (NSS), 2019-2021
- Photography: Participated in a national level Photography competition as a photography enthusiast, 2024
Timeline
Research Intern
Indian Space Research Organization
07.2024 - Current
Research Intern
Indian Space Research Organization
02.2023 - 05.2023
Master of Technology - Computer Engineering
Dharamsinh Desai University
Bachelor of Engineering - Computer Engineering
Gujarat Technological University
Higher Secondary -
State Board, Gujarat (GSHSEB)
Secondary -
State Board, Gujarat (GSHSEB)
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