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

Access provided by L4G Solutions Private Limited

3,682 already enrolled

Get in-depth knowledge of a subject
3.7

(65 reviews)

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
3.7

(65 reviews)

Intermediate level

Recommended experience

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

See how employees at top companies are mastering in-demand skills

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Advance your subject-matter expertise

  • Learn in-demand skills from university and industry experts
  • Master a subject or tool with hands-on projects
  • Develop a deep understanding of key concepts
  • Earn a career certificate from LearnQuest

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

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

What you'll learn

Skills you'll gain

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

What you'll learn

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

Skills you'll gain

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

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Instructors

Neelesh Tiruviluamala
LearnQuest
8 Courses18,858 learners

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LearnQuest

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