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 FutureX

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

Details to know

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Taught in English

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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 Management
Category: Data Analysis
Category: Operations Research
Category: Supply Chain
Category: Data Manipulation
Category: Operations Management
Category: NumPy
Category: Transportation, Supply Chain, and Logistics
Category: Data Science
Category: Business Operations
Category: Data Integration
Category: Data Wrangling
Category: Jupyter
Category: Extract, Transform, Load
Category: Data Engineering
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: Data Science
Category: Statistical Modeling
Category: Predictive Analytics
Category: Advanced Analytics
Category: Predictive Modeling
Category: Statistical Analysis
Category: Forecasting
Category: Data Analysis
Category: Probability & Statistics
Category: Correlation Analysis
Category: Regression Analysis
Category: Supply Chain
Category: Transportation, Supply Chain, and Logistics
Category: Trend Analysis
Category: Applied Mathematics
Category: Statistical Methods
Category: Supply Chain Management
Category: Mathematical Modeling
Category: Analytics

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: Computer Science
Category: Transportation, Supply Chain, and Logistics
Category: Supply Chain Management
Category: Supply Chain
Category: Artificial Neural Networks
Category: Machine Learning Algorithms
Category: Machine Learning Methods
Category: Artificial Intelligence
Category: Supervised Learning
Category: Natural Language Processing
Category: Statistical Machine Learning
Category: Data Science
Category: Data Analysis
Category: Deep Learning
Category: Image Analysis

What you'll learn

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

Skills you'll gain

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

Instructors

Neelesh Tiruviluamala
LearnQuest
8 Courses16,244 learners

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LearnQuest

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