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.

LearnQuest Network

Instructor: LearnQuest Network

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4,195 already enrolled

Get in-depth knowledge of a subject

from 86 reviews of courses in this program

Intermediate level

Recommended experience

4 weeks to complete
at 10 hours a week
Flexible schedule
Learn at your own pace
Get in-depth knowledge of a subject

from 86 reviews of courses in this program

Intermediate level

Recommended experience

4 weeks to complete
at 10 hours a week
Flexible schedule
Learn at your own pace

What you'll learn

Details to know

Shareable certificate

Add to your LinkedIn profile

Taught in English

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Specialization - 4 course series

Fundamentals of Machine Learning for Supply Chain

Fundamentals of Machine Learning for Supply Chain

Course 1, 13 hours

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: NumPy
Category: Data Manipulation
Category: Pandas (Python Package)
Category: Programming Principles
Category: Data Analysis
Category: Data Preprocessing
Category: Supply Chain
Category: Exploratory Data Analysis
Category: Operations Research
Category: Data Processing
Category: Data Transformation
Category: Pivot Tables And Charts
Category: Supply Chain Planning
Category: Data Cleansing
Category: Data Science
Category: Supply Chain Management
Category: Data Wrangling
Category: Plot (Graphics)
Category: Applied Machine Learning
Demand Forecasting Using Time Series

Demand Forecasting Using Time Series

Course 2, 9 hours

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: Forecasting
Category: Trend Analysis
Category: Correlation Analysis
Category: Regression Analysis
Category: Statistical Analysis
Category: Predictive Modeling
Category: Data Analysis
Category: Supply Chain Management
Category: Plot (Graphics)
Category: Supply Chain Systems
Category: Python Programming
Category: Machine Learning
Category: Data Visualization
Category: Supply Chain
Category: Predictive Analytics
Category: Demand Planning
Category: Pandas (Python Package)
Category: Statistical Modeling
Category: Applied Machine Learning
Advanced AI Techniques for the Supply Chain

Advanced AI Techniques for the Supply Chain

Course 3, 22 hours

What you'll learn

Skills you'll gain

Category: Artificial Intelligence and Machine Learning (AI/ML)
Category: Applied Machine Learning
Category: Computer Vision
Category: Machine Learning Methods
Category: Image Analysis
Category: Model Optimization
Category: Machine Learning
Category: Supply Chain Management
Category: Convolutional Neural Networks
Category: Supply Chain
Category: Model Training
Category: Anomaly Detection
Category: Supervised Learning
Category: Predictive Modeling
Category: Demand Planning
Category: Machine Learning Algorithms
Category: Model Evaluation
Category: Statistical Machine Learning
Category: Artificial Intelligence
Category: Natural Language Processing
Capstone Project: Predicting Safety Stock

Capstone Project: Predicting Safety Stock

Course 4, 10 hours

What you'll learn

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

Skills you'll gain

Category: Model Evaluation
Category: Predictive Analytics
Category: Time Series Analysis and Forecasting
Category: Exploratory Data Analysis
Category: Data Manipulation
Category: Pandas (Python Package)
Category: Forecasting
Category: Data Analysis
Category: Inventory Management System
Category: Demand Planning
Category: Data Visualization
Category: Machine Learning
Category: Predictive Modeling
Category: Matplotlib
Category: Model Optimization
Category: Inventory Management
Category: Feature Engineering

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