Sukhwinder . Email & Phone Number

Barrie, On, Ca

Toronto, On, Ca

● Statistical techniques such as p-tests and t-tests were applied for data modelling and transformation to conduct ETL using Python on client-specific datasets.● Time series methods: ARIMA and LSTM were implemented, leveraging programming tools like Spyder, Jupyter and Google Colab.● Clustering methods like KNN and regression models such as decision trees, GLM/Regression, Random Forest, and artificial neural networks were integrated into the Time series model, resulting in a 15%… Show more ● Statistical techniques such as p-tests and t-tests were applied for data modelling and transformation to conduct ETL using Python on client-specific datasets.● Time series methods: ARIMA and LSTM were implemented, leveraging programming tools like Spyder, Jupyter and Google Colab.● Clustering methods like KNN and regression models such as decision trees, GLM/Regression, Random Forest, and artificial neural networks were integrated into the Time series model, resulting in a 15% performance improvement in the model.● Effectively visualized predicted results using digital tools like matplotlib, plotly, and ggplot. These visualizations were published to enhance understanding of the data analysis process.● The acquired data analysis process is accessible through CI/CD pipelines with Gitlab. Show less

Greater Toronto Area, Canada

Barrie, Ontario, Canada

I tutored AI topics. I organized quizzes and helped students for an academic year. I've included a summary of my job role below.● Provided tutoring on various Artificial Intelligence topics. These were machine learning algorithms, deep learning algorithms, neural networks, and data structures.● Organized quizzes and workshops focused on AI. These facilitated students in achieving A grades.● Maintained regular communication with students. A progress… Show more I tutored AI topics. I organized quizzes and helped students for an academic year. I've included a summary of my job role below.● Provided tutoring on various Artificial Intelligence topics. These were machine learning algorithms, deep learning algorithms, neural networks, and data structures.● Organized quizzes and workshops focused on AI. These facilitated students in achieving A grades.● Maintained regular communication with students. A progress report was set up to address their queries. It ensured the syllabus was 100% covered before the deadline. Show less

Patiala, Punjab, India

I managed to develop and run a real-time web portal for the precision Agriculture problem.Ｈｉｇｈｌｉｇｈｔｓ⦿ The collected data was uploaded using IoT (Internet of Things). The website https://smartfasal.in/ftp-dataset-portal/ showcases this process. The processed data underwent meticulous pipelines. These did data cleaning and feature engineering. They boosted model performance by 25%.⦿ The multi-machine learning and statistical models were implemented and fine-tuned. it was… Show more I managed to develop and run a real-time web portal for the precision Agriculture problem.Ｈｉｇｈｌｉｇｈｔｓ⦿ The collected data was uploaded using IoT (Internet of Things). The website https://smartfasal.in/ftp-dataset-portal/ showcases this process. The processed data underwent meticulous pipelines. These did data cleaning and feature engineering. They boosted model performance by 25%.⦿ The multi-machine learning and statistical models were implemented and fine-tuned. it was minimizing discrepancies through validation against actual observations. This process aids in the development of a robust model.⦿ The team uploaded the processed data and models to the Heroku server. It predicts agricultural content online. This reduces space use by 80% and speeds up processing by 45%. Heroku GUI and Google Cloud platform were used to process the transaction.⦿ The whole experiment is noted in a daily diary. Three papers were submitted and published (https://sukhpanjokhra.wordpress.com/publications-2/). One is under review. These publications show the functionality of the model developed for the project. Show less

Big Data Analytics, Computer And Information Sciences And Support Services

Certificate Course, Artificial Intelligence, A

Activities and Societies: Machine Learning Embedded technologies Robotics and automation. Mathematics and Statistics

Master Of Engineering - Meng, Computer Science

Bachelor Of Engineering - Be, Computer Science