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Deep Learning & Machine Learning

AI-Driven Practical Application Strategies in Manufacturing: Chemical and Fine Chemical Industries

The chemical and fine chemical manufacturing industry is a sector that requires complex processes and high safety standards. This course covers strategies for leveraging AI to increase productivity, reduce costs, and enhance safety. You can systematically learn practical skills centered on AI application cases that can be immediately applied in actual field settings, including process data analysis, quality prediction, equipment predictive maintenance, and environmental regulation compliance.

1 learners are taking this course

  • 88888
데이터수집및전처리
머신러닝딥러닝기반예측모델링
컴퓨터비전기반품질검사
예지보전
환경안전데이터분석
AI
Big Data
Generative AI
Machine Learning(ML)
Deep Learning(DL)

What you will learn!

  • Methods for Chemical/Fine Chemical Process Optimization Using AI

  • AI Utilization for Safety and Environmental Regulatory Compliance

  • Practical AI Application Cases and Implementation Strategies

AI-Driven Innovation in Chemical Manufacturing: From Process Optimization to Safety Management

What you can learn through the course

  • AI-Driven Chemical and Fine Chemical Process Optimization Strategies

    • Learn how to increase production yield and reduce quality variation through process data analysis and modeling.

  • AI Applications for Safety and Environmental Regulatory Compliance

    • Learn AI-based management techniques that ensure hazardous material leak detection, emission data monitoring, and regulatory compliance.

  • Practical Application Cases and Implementation Process

    • Learn about AI application cases actually used in chemical manufacturing sites such as quality inspection automation, predictive maintenance, and environmental monitoring, and understand strategies for implementing them within companies.

Expected Benefits After Taking the Course

  1. Acquiring AI-based Process Optimization Capabilities → Learning practical strategies to increase production efficiency and reduce defect rates

  2. Strengthening Safety and Environmental Response Capabilities → Understanding methods to simultaneously achieve risk management and regulatory compliance

  3. Smart Manufacturing Innovation Practical Application → Direct application of field-centered AI use cases such as quality inspection and predictive maintenance

You'll learn this kind of content

AI utilization specialized in the chemical/fine chemical industry sector

You can understand the processes where AI technology can be utilized in the chemical and petrochemical industry sectors.

Using AI to Achieve Energy Savings and Quality Stabilization

In the chemical and fine chemical industry sectors, you can acquire knowledge about energy savings and quality stabilization using AI technology in processes that are becoming major issues.

Pre-enrollment Reference Information

Practice Environment

  • Operating System and Version (OS): OS types and versions such as Windows, macOS, Linux, Ubuntu, Android, iOS, etc.

  • Tools Used: Software/hardware versions and billing plans required for the lab, whether virtual machines are used, etc.

  • PC Specifications: CPU, memory, disk, graphics card, and other recommended specifications for running programs

Learning Materials

  • Types of learning materials provided (PPT, cloud links, text, source code, assets, programs, example problems, etc.)

  • Volume and capacity, characteristics and precautions regarding other learning materials, etc.

Prerequisites and Important Notes

  • Whether essential prerequisite knowledge is required considering learning difficulty

  • Lecture video quality (audio/video quality) and other content directly related to course attendance and recommended learning methods

  • Questions/Answers and Future Update Related Content

  • Notice Regarding Copyright of Lectures and Learning Materials

Recommended for
these people

Who is this course right for?

  • Chemical and Fine Chemical Manufacturing On-site Managers and Engineers

  • Planning and strategy managers preparing for smart manufacturing and AI adoption

  • Researchers and data analysts seeking to integrate AI technology into the chemical industry

Need to know before starting?

  • Understanding Basic Chemical and Fine Chemical Processes

  • Basic Knowledge of Data Analysis

  • AI·Machine Learning Basic Concepts

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안녕하세요.

바이트 탐정입니다.

지금까지 AI 및 IT 분야에서 20년 가까이 IT전략, 정보보안 분야에 대한 업무를 해왔습니다.

이러한 실제 업무 노하우를 바탕으로 여러분들에게 쉽고 재미있게 깔끔한 강의로 실제 업무에서도 도움이 되는 강의로 수강생 분들의 지식과 스킬을 업그레이드 하세요.

Curriculum

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18 lectures ∙ (3hr 50min)

Course Materials:

Lecture resources
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