Manufacturing Archives

Predictive Maintenance Leveraging Machine Data

This course introduces foundational concepts of machine learning models to predict performance of machines.

Difficulty: Advanced
Duration: Approximately 3 hours

Analyzing Manufacturing Accidents for Industrial Safety and Healthcare Analytics

This project focuses on building a strong foundation on the concept of Regression Tree and how it can be used to build a predictive model.

Difficulty: Intermediate
Duration: Approximately 2 hours

Manufacturing

Sentiment Analysis and Root Cause Analysis for QA Reviews of Headphone Production

This project introduces the learner to the concept of Sentiment Analysis Deep Learning & NLP.

Difficulty: Intermediate
Duration: Approximately 3 hours

Manufacturing

Forecasting the Demand & Price of Manufacturing Auto Parts

This project provides a foundational knowledge to build and apply time series forecasting models in a variety of business contexts.

Difficulty: Intermediate
Duration: Approximately 3 hours

Manufacturing

Grouping Steel Types Based on Mechanical Properties

This project introduces the learner to the concept of Clustering Techniques.

Difficulty: Intermediate
Duration: Approximately 3 hours

Manufacturing

Anomaly Detection in Manufacturing Spare Parts Using Machine Learning

This project exposes the learner to the concepts of Advanced Supervised Machine Learning Models.

Difficulty: Advanced
Duration: Approximately 3 hours

Manufacturing

Analyzing and Predicting Productivity of Manufacturing Workers

This project is curated for learners to understand the concept of Linear Regression Model to predict a future event.

Difficulty: Intermediate
Duration: Approximately 4 hours

Manufacturing

Predicting Power Transformer Failure in a Manufacturing Plant

This project focuses on helping learners apply various Data Mining and Machine Learning (Regression) techniques to predict power transformer failure.

Difficulty: Intermediate
Duration: Approximately 3 hours

Manufacturing

Statistical Analysis on Manufacturing Equipment Quality, Strength, & Accuracy

This project is curated for learners to learn the art of applying various data cleaning & data visualization techniques and statistical tests to valid

Difficulty: Beginner
Duration: Approximately 3 hours

Use Cases

Predictive Maintenance Leveraging Machine Data

Analyzing Manufacturing Accidents for Industrial Safety and Healthcare Analytics

Sentiment Analysis and Root Cause Analysis for QA Reviews of Headphone Production

Forecasting the Demand & Price of Manufacturing Auto Parts

Grouping Steel Types Based on Mechanical Properties

Anomaly Detection in Manufacturing Spare Parts Using Machine Learning

Analyzing and Predicting Productivity of Manufacturing Workers

Predicting Power Transformer Failure in a Manufacturing Plant

Statistical Analysis on Manufacturing Equipment Quality, Strength, & Accuracy

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