MATLAB & PYTHON Deep Learning - jitectechnologies

Digital Era 2 Agentic Era

6 hours ago | [YT] | 0

MATLAB & PYTHON Deep Learning - jitectechnologies

Digital Era to Agentic Era 🗣️🗣️

6 hours ago | [YT] | 0

MATLAB & PYTHON Deep Learning - jitectechnologies

Image classification using Quantum Computing. A new Era ....

4 months ago | [YT] | 0

MATLAB & PYTHON Deep Learning - jitectechnologies

📌 The model automatically detects individual products on a retail shelf and draws bounding boxes around each item.
📌 The total number of detected products is displayed at the top of the image (Total Products: 115).
📌 This system can be used for retail inventory management, shelf monitoring, stock analysis, and automation.

🔍 Key Features:

Real-time object detection

Accurate product counting

Bounding box visualization

Useful for retail stores & supermarkets

Scalable for large inventory systems

🛠️ Technologies Used:

Python

OpenCV

Deep Learning (Object Detection Model) YOLOV12 Model

Computer Vision

This project is developed for academic and research purposes, but it can be extended for real-world retail applications.

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8 months ago | [YT] | 0

MATLAB & PYTHON Deep Learning - jitectechnologies

🎯 The power of Transformer models in object detection — enabling smarter, context-aware vision that sees beyond boundaries. 🚀

10 months ago | [YT] | 0

MATLAB & PYTHON Deep Learning - jitectechnologies

🚀 Fetal Echo Segmentation with Transformers 🫀

Transformers aren’t just for language models anymore — they’re making a big impact in medical imaging!
In fetal echocardiography, accurate segmentation of the heart is essential for early detection of congenital heart defects.

✨ Why Transformers?
🔹 Capture global context better than CNNs
🔹 Handle ultrasound challenges (noise, motion, low contrast)
🔹 Deliver state-of-the-art accuracy in cardiac structure segmentation

This could be a game-changer for prenatal care and diagnosis ❤️

#AI #Transformers #MedicalImaging #FetalEcho #DeepLearning

1 year ago | [YT] | 0

MATLAB & PYTHON Deep Learning - jitectechnologies

🔍 Integrating Deep Learning with Explainable AI (XAI) helps clinicians achieve accurate 🫀 cardiac image analysis.
💡 It also reveals why decisions are made — boosting trust, transparency, and clinical adoption. ✅

#trending Research

Saliency Maps

Grad-CAM (Gradient-weighted Class Activation Mapping) , SHAP (SHapley Additive exPlanations)

LIME (Local Interpretable Model-agnostic Explanations), Concept Activation Vectors (CAVs)

Attention Maps , Feature Importance ,Surrogate Models

Layer-wise Relevance Propagation (LRP)

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1 year ago | [YT] | 0

MATLAB & PYTHON Deep Learning - jitectechnologies

Federated Learning is NOT invincible! - Are you ready to defend the health care system 🚨 ?

While it keeps your data local, attackers can still:

Inject poisoned data 🧪

Plant backdoors 🪤

Leak private patient info through gradients 🔍

In this video, we break down the top federated learning attacks and how to defend against them like a pro:

✅ Robust Aggregation (Krum, Trimmed Mean, FLTrust)
✅ Differential Privacy (DP-SGD, Opacus)
✅ Secure Aggregation (SMPC, HE)
✅ Anomaly Detection & Trust Scores
✅ Backdoor Defense (Neurotoxin, FLAME, STRIP)

💡 Whether you're building FL systems in healthcare, finance, or IoT, these techniques are essential to secure your models!

🔐 Don't just federate — federate safely.

#FederatedLearning #AI #MachineLearning #Cybersecurity #DeepLearning #DataPrivacy #MedicalAI

1 year ago | [YT] | 0

MATLAB & PYTHON Deep Learning - jitectechnologies

🚀 Graph Neural Networks (GNNs) & Explainable AI (XAI) Explained! 🧠

Curious about how AI understands complex relationships in social networks, molecules, or even recommendation systems? 🤔 We break down Graph Neural Networks (GNNs)—the powerful AI models designed for graph-structured data—and dive into Explainable AI (XAI) techniques that make their decisions transparent!

🔹 What You’ll Learn:
✅ How GNNs Work: Message passing, graph convolutions, and attention mechanisms.
✅ Real-World Applications: Drug discovery, fraud detection, and more!
✅ Explainability in GNNs: Tools like GNNExplainer and attention visualization.
✅ Why It Matters: Trustworthy AI for critical decisions.

📌 Perfect for:

AI/ML enthusiasts , Data scientists
Researchers in graph-based AI


Anyone who wants to understand how AI "thinks"!


👍 Like, Subscribe, and Hit the Bell to stay updated on AI breakthroughs!

#AI #MachineLearning #GraphNeuralNetworks #ExplainableAI #GNN #XAI #DeepLearning #TechExplained

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1 year ago | [YT] | 0

MATLAB & PYTHON Deep Learning - jitectechnologies

Vision Transformers (ViTs) have been evolving rapidly with several recent advancements that improve efficiency, accuracy, and robustness. Here are some of the latest trends and research in Vision Transformers....

1 year ago | [YT] | 0