LearnQuest
Machine Learning for Supply Chains Specialization

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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

3,575 already enrolled

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Get in-depth knowledge of a subject
3.7

(64 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

(64 reviews)

Intermediate level

Recommended experience

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

Details to know

Shareable certificate

Add to your LinkedIn profile

Taught in English

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Specialization - 4 course series

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: Pandas (Python Package)
Category: Programming Principles
Category: Data Analysis
Category: Exploratory Data Analysis
Category: Data Cleansing
Category: Operations Research
Category: Data Transformation
Category: Applied Machine Learning
Category: Supply Chain
Category: Plot (Graphics)
Category: Data Science
Category: Data Wrangling
Category: Computer Programming

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: Trend Analysis
Category: Forecasting
Category: Regression Analysis
Category: Statistical Analysis
Category: Pandas (Python Package)
Category: Supply Chain
Category: Predictive Analytics
Category: Machine Learning
Category: Data Visualization
Category: Python Programming
Category: Predictive Modeling
Category: Matplotlib
Category: Data Analysis
Category: Customer Demand Planning

What you'll learn

Skills you'll gain

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

What you'll learn

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

Skills you'll gain

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

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Instructors

Neelesh Tiruviluamala
LearnQuest
8 Courses18,199 learners

Offered by

LearnQuest

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