Intelligent Vision-Based Threat Detection System

@amirrmusavifr

Hi, I'm an experienced Python developer with the necessary skills to complete your project. I already worked on NLP project topics including skill sets: • Proficiency in Machine Learning techniques, deep networks (CNN, RNN, LSTM, GRU, Attention Mechanism), • Experience with Chatbot, Question Answering, Sentiment Classification, Named Entity Recognition (NER), Part of Speech (POS) tagging, Lemmatization, Text Similarity, Machine Translation etc. • Fine-tune ChatGPT, GPT (2, 3, 3.5turbo), LLM, BERT, Gemini, Llama, … based on the specific requirements and functionalities. • Experience training or adjusting LLMs (Hugging Face, DeepSpeed). • Strong programming skills, preferably in Python and relevant libraries like Pytorch, TensorFlow, scikit-learn, NumPy, Pandas, NLTK, spaCy, etc. which my skillset allows me to handle large datasets I believe I am the perfect fit for this project. With my skill set, you can be sure that you will receive high-quality results. If you're interested in hearing more about how I could help you, please don't hesitate to reach out! I can provide the requirements with minimum time and cost.

@phpxpert89

Hello shreyasc20, I checked your project, and it looks interesting. This is something we already work on, so the requirements are clear from the start. We mainly work on C Programming, Wireless, Engineering, Embedded Software, Machine Learning (ML), C++ Programming, Internet of Things (IoT), Computer Vision, Deep Learning, Object Detection We focus on making things simple, reliable, and actually useful in real life not overcomplicated stuff. Let’s connect in chat and see if we’re a good fit for this. Best Regards, Ali nawaz

@rakam26

Hello Just read your post and it seems you are looking for computer vision engineer skilled in real-time action recognition. object detection, and embedded AI development using ST-GAN and Raspberry Pi-based systems. With my years of extensive experience and exceptional expertise in spatial-temporal modeling, multi-person behavior analysis, weapon detection pipelines, and optimizaing vision models for edge devices, I am 100% confident that I can deliver a reliable, real-time threat detecton framework with accurate aleerts in the shortest possible time. Let's connect and see how great value I can add to your business. Best Regards Raka

@MuhammadAsad108

✔ I deliver 100% functional intelligent systems Workflow Diagram Surveillance Camera Feed ⟶⟶ Frame Capture & Preprocessing ⟶⟶ Pose Estimation (Skeleton Extraction) ⟶⟶ ST-GCN Action Recognition ⟶⟶ Object & Weapon Detection ⟶⟶ Behavioral + Visual Threat Fusion ⟶⟶ Target Identification & Tracking ⟶⟶ Alert Generation & Safety Response ⟶⟶ External Monitoring / Law-Enforcement Integration Key Highlights ✔ Real-time vision-based threat detection optimized for surveillance and crowded environments. ✔ ST-GCN–powered multi-person action recognition to analyze spatial–temporal skeletal motion patterns. ✔ Accurate classification of normal vs abnormal behavior (aggression, panic, suspicious activity). ✔ Integrated object & weapon detection pipeline to identify firearms and other dangerous items directly from video frames. ✔ Multi-modal threat fusion logic combining behavior cues with object-level evidence to reduce false positives. ✔ Raspberry Pi–based embedded deployment with optimized inference for edge processing. ✔ Real-time subject flagging & tracking once a threat is detected. ✔ Automated safety responses — alerts, visual markers, alarms, and secure communication channels. ✔ IoT-ready architecture with support for wireless communication and external system integration. ✔ Clean, modular, and well-documented codebase (C/C++ / Python) for long-term maintainability and extension. Best Regards, Asad Embedded Systems & Computer Vision Engineer | AI Threat Detection | IoT & Edge AI

@guptagagan824

I am a keen and passionate technologist on a mission to empower businesses by unlocking insights from data using cutting-edge AI/ML methodologies. With a rich blend of engineering, research, and product experience, I thrive at the intersection of innovation and impact—transforming raw data into meaningful strategies that drive growth. Core Expertise: - Languages & Frameworks | Python (data science, data engineering, web development, Generative AI) - Machine Learning | Supervised, Unsupervised & Semi-Supervised learning - Deep Learning Architectures | CNN, RNN, LSTM, ANN - Computer Vision | Object Detection, Image Segmentation, Preprocessing, Activity Recognition - Natural Language Processing (NLP) | Tokenization, Tf-IDF, Count Vectorizer, Word2Vec, Transformers - Generative AI + Agentic AI | Large Language Models (Text & MultiModal), RAG (Vanilla & Advanced), A2A, MCP - Time Series Forecasting | ARIMA, SARIMA, LNN - Big Data & Engineering | PySpark, Hadoop - Data/Text Preprocessing | Stemming, Lemmatization, Feature Engineering/Selection, Data Wrangling - Visualization & BI Tools | Matplotlib, Seaborn, Plotly, MS Power BI - Cloud Ecosystems | Microsoft Azure, Google Cloud Platform - Databases | SQL, NoSQL Let’s connect and collaborate to build intelligent solutions that make a difference!