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Specification of Python program visualizes a Deep Neural Network (DNN) architecture and a sales forecast using Plotly. The DNN diagram is constructed by defining input, hidden, and output layers, where each node’s position is calculated based on predefined spacing.

Brief about Python program is designed to generate Graph for Project Management Professional (PMP) dataset and ISO 21001 in education,

AI managed education system (Prototype) Not for commercial use AI-managed education refers to the use of artificial intelligence (AI) to manage and personalize the learning experience for students. Here are some potential benefits and applications of AI-managed education:

Key takeaway for (PMPs) Project Management Professional (DNN Network Trained Model) for data processing & Prediction

The Project Management Professional (PMP) is a globally recognized certification offered by the Project Management Institute (PMI) for individuals skilled in managing and leading projects. It validates expertise in project management practices across industries and methodologies, making it one of the most sought-after certifications for project managers

Python Program for DNN Network Diagram

Title: • The title at the top is labeled as "DNN Network for ISO 21001 Certification - DNN Model by Pradeep K. Suri". • This indicates that the model is designed for analyzing ISO 21001 certification standards. Pradeep K. Suri Author, Researcher, and AI/ML Architect

Result from DNN: In Education Sector: (AI/ML Model using DNN) Data-Driven-Decision

AI/ML Model Heart (Emotional Intelligence) Pradeep K. Suri Author, Researcher, and AI/ML Architect DNNs can be designed to mimic emotional intelligence by:

Summary: The program successfully merges the visualization of a DNN architecture and ICU risk analysis for patients, showcasing technical sophistication. By addressing minor optimizations and improving context-specific details, it can become even more robust and practical for real-world applications. The above Python program can provide additional insights and enhancements with minor modificati...

Data is from RDBMS: The Video consists of two key visualizations: the upper graph illustrates the data flow within an HRMS (Human Resource Management System) integrated with a Deep Neural Network (DNN) architecture, showcasing how input features like "Overtime Hours" are processed through hidden layers (neural connections) to produce an output such as "Performance Forecast." The lower chart pre...

This is the cover page of the "AI ML Handbook" by Pradeep K. Suri. It provides a summary of the book's features and benefits:

AI/ML Model Video illustrates the flow of data from an HRMS (Human Resource Management System) into a Deep Neural Network (DNN) architecture. Let's break down the components: Pradeep K. Suri Author, Researcher, and AI/ML Architect

Disclaimer: This AI model is a prototype designed for research and demonstration purposes only. It is not intended for commercial use or as a substitute for professional medical advice, diagnosis, or treatment. All results and analyses generated by this model are based on test data and should be verified by qualified healthcare professionals before making any medical decisions. Use of this mode...

The Video is a Sankey diagram . It represents the contributions of an "AI/ML Author"

Additionally, the author has authored five books exploring various aspects of AI/ML

From Our DNN Library AI Model which is deployed in the Cloud architecture as an AI Agent

DNN Network and Sales Forecast 2025: Pradeep K. Suri, Author, Researcher, and AI/ML Architect

AI ML Model K fold Contents of Video

Integrated Modules Reports and Graph by AI Engine

Summary of the Preface and Acknowledgement Sections of the AI/ML Handbook Preface

Synopsis of AIML Handbook: Subtitle AI Agent

AI Agent Engine Training & Validation for ISO 21001 in the Education Sector

AI Agent Development and Deployment Cycle

AI Agent

Our Mentorship Program Book: Web site: “AI/ML Handbook”

AI/ML Model: Id, Name, WIP, Stock, Dispatch, Remaining stock, and Stock Distribution

Introduction “AI ML Model Architecture with Python”

The Video is a complex visualization titled "3D Globe Visualization for Sales in INR IN (Millions)