Workshops

Workshop on Deploying AI Models on Cloud Platforms

Workshop Introduction
As artificial intelligence continues to revolutionize industries, deploying and operationalizing AI models in real-world environments remains a critical challenge. This workshop provides a comprehensive learning opportunity on the principles and best practices for deploying AI models on cloud infrastructures.

Workshop Objectives

• Introduction to cloud infrastructure basics
• Hands-on training for preparing and deploying AI models
• Overview of tools and services such as AWS, Google Cloud, and Microsoft Azure
• Insights into resource management, cost optimization, and scalability
• Addressing challenges and exploring best practices in real-world projects

Target Audience
This workshop is designed for:

• AI and machine learning developers
• IT project managers
• Researchers and students interested in industrial AI applications
• Anyone keen on learning practical deployment of AI models

Workshop Content

1. Introduction to Cloud Computing
   • What is cloud computing and why is it essential?
   • Types of cloud services (SaaS, PaaS, IaaS)
2. Cloud Tools and Infrastructure
   • Comparison of AWS, Google Cloud, and Azure
   • Overview of Docker and Kubernetes for container management
3. Preparing Models for Deployment
   • Model formats and conversion (ONNX, TensorFlow SavedModel, PyTorch Scripted Models)
   • Building APIs for model interaction
4. Practical Model Deployment
   • Setting up cloud servers
   • Using services like AWS SageMaker and Google AI Platform
5. Monitoring and Managing Models
   • Monitoring performance and updating models
   • Cost reduction and performance optimization
6. Case Study
   • A step-by-step exploration of a real-world project

Duration

• Duration: 4 hours

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Workshop on Steganography of Document Image

Workshop Introduction
In today’s digital world, securing data and information is of paramount importance. Document images, including identification cards, contracts, and official papers, are among the most sensitive types of data that require special protection.This workshop will delves into modern techniques for watermarking document images and methods for preserving their ownership.

Workshop Objectives

• Understanding the basics of steganography
• Exploring encryption techniques specific to digital images
• Learning tools and algorithms used for document watermarking
• Familiarizing with security standards for managing document images
• Implementing the embedding/de-embedding algorithm and evaluating the results

Target Audience
This workshop is designed for:

• Information security professionals
• Developers of security-focused software and applications
• IT managers of organizations
• Students and researchers interested in cryptography

Workshop Content

1. Introduction to Digital Steganography
   • History and importance of steganography
   • Real-world applications of steganography
   • Classification of watermarking
2. Watermarking for Digital Images
   • Common techniques for image watermarking
   • Challenges of watermarking document images
3. Practical Implementation of Image watermarking
   • Preparing watermark and original images for watermarking
   • Embedding and de-embedding watermark
   • Qualitative and quantitative analysis of watermarked image and extracted watermark
4. Case Study
   • Investigating and implementating a robust watermarking algorithm for documents

Workshop Trainers
The trainers include experts in the field of security and cryptography with hands-on experience in large-scale organizational projects.

Duration

• Duration: 2 hours

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