Rashed Sumon

Machine Learning Expert

Fakir Group • Freelance

Dec 2023 - Dec 2025 • 2 yrs

Over two years at Fakir Group—a global leader in textile and garment manufacturing—I led data-driven initiatives to modernize supply chain, production, and quality control systems using advanced Machine Learning and Computer Vision algorithms. My work focused on optimizing operations, cutting materials waste, and building automated prediction systems that directly impacted bottom-line efficiency. **Key Achievements & Impact:** * **Automated Defect Detection:** Engineered a computer vision model for real-time fabric defect inspection, reducing fabric waste by **18%** and speeding up quality assurance auditing times. * **Demand & Inventory Forecasting:** Built time-series predictive models (LSTM, XGBoost) to forecast raw material consumption, achieving a **94% accuracy rate** and reducing overstock costs across large production units. * **Predictive Maintenance:** Developed ML pipelines to monitor machinery telemetry, predicting equipment failures before occurrence and reducing unplanned factory downtime by **15%**. * **End-to-End Pipeline Deployment:** Architected scalable Python/Docker ML microservices that seamlessly integrated with enterprise ERP systems, allowing real-time data streaming and automated decision-making. --- **Core Competencies & Skills** * **Machine Learning & Deep Learning:** Supervised/Unsupervised Learning, Convolutional Neural Networks (CNNs), Time-Series Analysis, Predictive Analytics, NLP, XGBoost, Scikit-Learn. * **Deep Learning Frameworks:** Python, PyTorch, TensorFlow, Keras. * **Computer Vision & Image Processing:** OpenCV, YOLO, Object Detection, Semantic Segmentation. * **Data Engineering & Cloud:** SQL, Pandas, NumPy, Docker, REST APIs, MLflow, AWS/GCP Deployment. --- **Why Work With Me?** I bring real-world enterprise experience solving complex operational challenges with data. When you hire me, you aren't just getting code