Projects ☄️
Infrastructure Load prediction
Role: Senior Data Engineer
• Performed Forecasting Analysis of loads on infrastructure adopting Time series Analysis
• Made use of classic models ranging from ARIMA to complex deep learning models such as RNN for forecasting
• Implemented hyper parameter tuning, optimisation techniques & attained a 40% decrease in the analysed metrics deviation
TensorFlow, Stats Library, LSTM, Seaborn, Streamlit
Relevant category identification and various significant intelligent insights with Sentence Transformers architecture based on ticket text description by end user.
TensorFlow, Streamlit, Hugging Face, Transformers
Library, LSTM, Seaborn, Streamlit
Role: Senior Data Engineer
Insight generation for Support ticket descriptions
• Built baseline models based on the LSTM, GRU architectures for use cases such as textual intelligence mining
• Executed language generation, Machine translation & topic modelling utilising suitable transformer architecture
• Significant quality improvement on custom data set & paved the way for Organisation level implementation of the same
TensorFlow, Hugging Face
Role: Senior Data Engineer
Application of NLP based architecture for Custom Datasets
• Constructed a video captioning system entirely, achieving an accuracy rate exceeding 75%
• Accomplished rigorous Object Detections and textual intelligence with SOTA models
Python, TensorFlow, VGG-16, LSTM
Academic Project