Technical capabilities
Production-focused AI stack
Tools and methods used across industry engineering, R&D, and research
Computer Vision
YOLO11YOLO-OBBYOLOEOpenCVObject DetectionInstance SegmentationPose EstimationPaddleOCRBangla ANPRInsightFaceFAISSByteTrackBoT-SORTMediaPipeDepth-Anything-V2
Video Analytics & Reliability
Multi-camera RTSPROI & Line-Crossing LogicTemporal VotingState MachinesEMA & HysteresisSession DeduplicationEvidence GenerationSQLite WAL QueuesRetryable SendersCamera Health & Tamper Signals
Edge AI & Deployment
NVIDIA JetsonTensorRTONNXFP16/INT8 OptimizationCUDAGStreamerDockerLinuxMulti-GPU InferenceMultiprocessingThreaded PipelinesPerformance Profiling
Deep Learning & Research
PyTorchTensorFlowCNNsVision TransformersDenseNetGRUTransfer Learningwav2vec 2.0WavLMWhisperSubject-independent EvaluationGrad-CAMLIMESHAP
APIs, Data & MLOps
PythonFastAPIREST APIsSQLitePostgreSQLPandasNumPyscikit-learnWeights & BiasesMLflowGit/GitHubDataset VersioningConfiguration-driven Systems
Applied Domains
Industrial SafetyBanking SurveillancePorts & LogisticsManufacturing InspectionRetail AnalyticsComputational HealthcareOCR ValidationOpen-vocabulary DetectionClient UATOn-site Integration