Keywords
C++ (Programming Language)
Python (Programming Language)
MATLAB
Data Science
Data Analysis
Artificial Neural Networks
Computer Vision
Data Cleansing
Data Collection
Machine Learning
Natural Language Processing
NumPy
Tensorflow
SQL Databases
Deep Learning
Keras
Pandas
+ 7 more keywords
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Skills
FNIR system, data acquisition, Data Science, data cleaning, PCA, Neural Networks, Computer Vision, analytics, machine learning, Python, MATLAB, C++ Tensorflow, Keras, Pandas, Numpy, Natural Language Processing, Deep Learning, Generative Adversarial Networks, SQL
Project history
Achievements/Tasks
Built Functional Near Infrared Spectroscopy (FNIRs)
system for Brain Analysis.
Engaged 20 subjects on different workload level
activities and used FNIR system for data acquisition.
Divided time series data into overlapping windows and
applied statistical techniques to get the dataset of 30
features.
Used Data Science pipeline for data cleaning.
Employed the use of PCA and LDA for dimentionality
reduction.
Merged different features to get new features.
Classified different workload levels using Artificial
Neural Networks, Support Vector Machines, Quadratic
Discriminant, K Nearest Neighbor and Linear
Discriminant.
Compared their accuracies, precisions and recall.
Achievements/Tasks
Predicted Nitrate/Nitrite and Ammonia (ppm) in water
using water,temp,ph as parameters through data
analytics and machine learning replacing dangerous
chemical testing methodologies