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

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3,485 already enrolled

Get in-depth knowledge of a subject
3.7

(63 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
3.7

(63 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 hours3.7 (37 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: Data Structures
Category: Data Manipulation
Category: NumPy
Category: Programming Principles
Category: Pandas (Python Package)
Category: Data Analysis
Category: Plot (Graphics)
Category: Data Wrangling
Category: Computer Programming
Category: Exploratory Data Analysis
Category: Applied Machine Learning
Category: Data Transformation
Category: Supply Chain
Category: Operations Research
Category: Data Cleansing

Demand Forecasting Using Time Series

Course 29 hours3.4 (35 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: Forecasting
Category: Trend Analysis
Category: Regression Analysis
Category: Pandas (Python Package)
Category: Data Visualization
Category: Statistical Modeling
Category: Customer Demand Planning
Category: Exploratory Data Analysis
Category: Supply Chain Management
Category: Predictive Modeling
Category: Matplotlib
Category: Data Analysis
Category: Demand Planning

Advanced AI Techniques for the Supply Chain

Course 322 hours3.4 (14 ratings)

What you'll learn

Skills you'll gain

Category: Image Analysis
Category: Computer Vision
Category: Artificial Neural Networks
Category: Machine Learning
Category: Performance Tuning
Category: Supervised Learning
Category: Anomaly Detection
Category: Applied Machine Learning
Category: Supply Chain Management
Category: Customer Demand Planning
Category: Statistical Modeling
Category: Supply Chain
Category: Forecasting
Category: Random Forest Algorithm
Category: Predictive Modeling
Category: Natural Language Processing
Category: Unsupervised Learning
Category: Classification And Regression Tree (CART)
Category: Deep Learning

What you'll learn

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

Skills you'll gain

Category: Predictive Modeling
Category: Time Series Analysis and Forecasting
Category: Predictive Analytics
Category: Exploratory Data Analysis
Category: Pandas (Python Package)
Category: Data Visualization
Category: Data Transformation
Category: Demand Planning
Category: Forecasting
Category: Statistical Modeling
Category: Data Analysis
Category: Data Manipulation
Category: Inventory Control
Category: Feature Engineering
Category: Inventory Management
Category: Matplotlib
Category: Data Wrangling
Category: Inventory Management System
Category: Product Knowledge

Instructors

Neelesh Tiruviluamala
LearnQuest
8 Courses17,661 learners

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LearnQuest

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