Machine Learning for Supply Chain Analytics & Operations Management
Training Provider: SINGAPORE INSTITUTE OF MANUFACTURING TECHNOLOGY
Course Reference: TGS-2020503195
S$1,500
Original: S$5,000
Save S$3,500
About This Course
This course aims to bridge the gap in the companies’ lack of expertise in data analytics for their SC and operational planning through acquiring the knowledge and skill required in performing step 1 to 5.
1. Define the problem statement/ area of improvement in SC-related tasks
2. Identify the data sources and suitable machine learning techniques
3. Apply the suitable machine learning techniques to pre-process and analyze data collected
4. Analyze the accuracy of the results, repeat any of the steps in 1 – 4 if necessary
5. Propose improvement plan based on the insights gathered in step 3
What You'll Learn
Upon the completion of the course, the learner will be able to achieve the followings.
1. Define relevant problem statement and data required in his/ her organisation
2. Perform data pre-processing, exploration and analysis in the following SC activities
o Demand pattern analysis
o Order lead time analysis
o Demand forecast for irregular seasonal pattern
o Manage demand uncertainty with supply buffer
3. Capable of either leading a team or independently perform (1) and (2)
1. Define relevant problem statement and data required in his/ her organisation
2. Perform data pre-processing, exploration and analysis in the following SC activities
o Demand pattern analysis
o Order lead time analysis
o Demand forecast for irregular seasonal pattern
o Manage demand uncertainty with supply buffer
3. Capable of either leading a team or independently perform (1) and (2)
Entry Requirements
Diploma with relevant experience or Degree
Course Details
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Note: To apply for this course, visit the SkillsFuture website or contact the training provider directly.
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