LearnQuest
Machine Learning for Supply Chains Specialization
LearnQuest

Machine Learning for Supply Chains Specialization

Use Machine Learning in the Supply Chain. You will learn to use machine language techniques to analyze and predict retail stock in the supply chain.

Neelesh Tiruviluamala
Rajvir Dua

Instructors: Neelesh Tiruviluamala

Sponsored by IEM UEM Group

3,203 already enrolled

Get in-depth knowledge of a subject
3.9

(59 reviews)

Intermediate level

Recommended experience

1 month
at 10 hours a week
Flexible schedule
Learn at your own pace
Get in-depth knowledge of a subject
3.9

(59 reviews)

Intermediate level

Recommended experience

1 month
at 10 hours a week
Flexible schedule
Learn at your own pace

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Specialization - 4 course series

Fundamentals of Machine Learning for Supply Chain

Course 113 hours3.9 (35 ratings)

What you'll learn

  • Learn to merge, clean, and manipulate data using Python libraries such as Numpy and Pandas

  • Gain familiarity with the basic and advaned Python functonalities such as importing and using modules, list compreohensions, and lambda functions.

  • Solve a supply chain cost optimization problem using Linear Programming with Pulp

Skills you'll gain

Category: Python Programming
Category: Computer Programming
Category: Pandas (Python Package)
Category: Data Processing
Category: Supply Chain
Category: Data Science
Category: Operations Management
Category: Business Operations
Category: Data Manipulation
Category: Transportation, Supply Chain, and Logistics
Category: NumPy
Category: Operations Research
Category: Data Analysis
Category: Supply Chain Management
Category: Data Engineering
Category: Data Wrangling
Category: Jupyter
Category: Data Mapping
Category: Extract, Transform, Load
Category: Data Transformation

Demand Forecasting Using Time Series

Course 29 hours3.6 (33 ratings)

What you'll learn

  • Building ARIMA models in Python to make demand predictions

  • Developing the framework for more advanced neural netowrks (such as LSTMs) by understanding autocorrelation and autoregressive models.

Skills you'll gain

Category: Time Series Analysis and Forecasting
Category: Predictive Analytics
Category: Data Science
Category: Statistical Modeling
Category: Forecasting
Category: Predictive Modeling
Category: Statistical Analysis
Category: Advanced Analytics
Category: Statistics
Category: Probability & Statistics
Category: Correlation Analysis
Category: Data Analysis
Category: Trend Analysis
Category: Regression Analysis
Category: Supply Chain
Category: Mathematical Modeling
Category: Analytics
Category: Supply Chain Management
Category: Transportation, Supply Chain, and Logistics
Category: Applied Mathematics

Advanced AI Techniques for the Supply Chain

Course 322 hours3.5 (13 ratings)

What you'll learn

Skills you'll gain

Category: Artificial Intelligence and Machine Learning (AI/ML)
Category: Machine Learning
Category: Applied Machine Learning
Category: Supply Chain
Category: Computer Science
Category: Transportation, Supply Chain, and Logistics
Category: Supply Chain Management
Category: Deep Learning
Category: Artificial Intelligence
Category: Machine Learning Methods
Category: Data Analysis
Category: Machine Learning Algorithms
Category: Image Analysis
Category: Natural Language Processing
Category: Data Science
Category: Statistical Machine Learning
Category: Artificial Neural Networks

What you'll learn

  • Calcualte safety stock using SARIMA predictions combined with manipulaitng lead times.

Skills you'll gain

Category: Inventory Control
Category: Materials Management
Category: Inventory Management System
Category: Time Series Analysis and Forecasting
Category: Statistical Modeling
Category: Advanced Analytics
Category: Data Analysis
Category: Inventory Management
Category: Predictive Modeling
Category: Predictive Analytics
Category: Forecasting
Category: Inventory and Warehousing
Category: Pandas (Python Package)
Category: Inventory Control Systems
Category: Exploratory Data Analysis
Category: Analytics
Category: Business Analytics
Category: Demand Planning
Category: Mathematical Modeling
Category: Customer Demand Planning

Instructors

Neelesh Tiruviluamala
LearnQuest
8 Courses16,244 learners

Offered by

LearnQuest

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