
Genweb2 LimitedVerified
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Bachelor's degree in Computer Science, Software Engineering, Information Technology, or a related field.
Dhaka, Bangladesh
We are seeking a skilled Computer Vision & Machine Learning Engineer to design, build, and deploy end-to-end multimodal systems for real-time dynamic gesture and continuous sign language recognition and translation. Collaborating closely with our research team, you will bridge state-of-the-art visual feature extraction (3D CNNs, ViTs, pose estimation) with continuous sequence translation to convert live video feeds into accurate, grammatical text. In addition to visual modeling, you will actively architect and optimize cutting-edge NLP pipelines and sequence-to-sequence architectures to handle complex linguistic translation.
Employment Type: Full-time
Job Location
The primary work location is Dhaka, Bangladesh.
Model Design & Development: Build and fine-tune Vision Transformers (ViTs), 3D CNNs, Pose Estimation frameworks (e.g., MediaPipe Holistic, OpenPose), and sequence models (Transformers, LSTMs) for dynamic gesture and continuous sign recognition.
Multi-Modal Feature Extraction: Integrate tracking for hands, facial landmarks, and torso pose to capture non-manual linguistic cues alongside manual signs.
Data Engineering & Augmentation: Design robust pre-processing pipelines, handle domain shift (lighting, skin tones, camera angles, occlusion), and apply spatial-temporal data augmentation strategies.
Sequence & Translation Modeling: Bridge visual feature extraction with Natural Language Processing (NLP) models to map sign glosses and continuous video sequences to grammatical target text.
Optimization & Deployment: Quantize and optimize models (e.g., ONNX, TensorRT, CoreML, TFLite) for low-latency, real-time inferencing on edge devices, web, and mobile environments.
Evaluation & Benchmarking: Establish robust metrics (BLEU, ROUGE, WER, Frame-Level Accuracy) for visual recognition and sign translation performance.
Deployment & API Integration: Participate in the deployment of machine learning models into production environments using containerization technologies (e.g., Docker) and create RESTful/gRPC APIs (e.g., FastAPI, Triton Inference Server) for seamless integration with other systems and applications.
Ethics & Inclusivity: Collaborate with Deaf community advisors and sign language experts to ensure datasets and models reflect real-world linguistic diversity and signing variations.
Research & Innovation: Stay up-to-date with the latest advancements in machine learning and AI technologies. Contribute to research initiatives, publish papers, and participate in conferences (e.g., CVPR, ICCV, ECCV, NeurIPS) as appropriate.
Work at office
Full time
TK Bhaban (11th Floor), 13, Kazi Nazrul Islam Avenue, Kawran Bazar, Dhaka-1215, Bangladesh
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Genweb2 is a business consultancy and IT services company. We enable businesses to deliver better results by leveraging technology using our extensive industry & functional expertise, and leading technology practices.