TECH / MACHINE_LEARNING // MODELS_IN_PRODUCTION
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Shemul takes deep learning beyond the notebook — X-ray disease detection and time-series forecasting at Ternary Solutions, conversational models like Britto AI and Fishy, fish-stock prediction with Fishtock, and satellite-data research at the Hydro-Climate and Ocean Center.
RUNTIME: Python
PYTORCH
TENSORFLOW
KERAS
CNN
RNN
TRANSFORMER
MAMBA
NLP
TIME_SERIES
PANDAS
NUMPY
PYTORCH
TENSORFLOW
KERAS
CNN
RNN
TRANSFORMER
MAMBA
NLP
TIME_SERIES
PANDAS
NUMPY
01 // CAPABILITIES
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01
PyTorch
transformer seq2seq (Fishy)
02
TensorFlow
Britto AI · Fishtock
03
Keras
rapid model iteration
04
CNN · RNN · Transformer · Mamba
architectures
05
NLP
conversational models
06
Time-series forecasting
production models
07
Pandas · NumPy
data wrangling
02 // SHIPPED_WITH_THIS_STACK
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03
Desktop
Health AI Desktop
C# · .NET · Deep Learning
03 // FIELD_RECORD
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Jul 2024 — Present//Full-time · Hybrid
Software Engineer (Machine Learning)
Ternary Solutions, Inc.
- Ternary Solutions, Inc. is a US-based information technology company operating in Bangladesh.
- Shemul built a deep-learning model for disease detection from X-ray images using pretrained networks.
- He builds deep-learning models for time-series forecasting and analysis.
Sep 2025 — Present//Research
Research Assistant
Hydro-Climate and Ocean Center
- Shemul models spatial & environmental data in Python with machine learning on satellite-derived datasets.
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