Convolutional Neural Network (CNN) for Quality Inspection
Learn how to automate the inspection process using Convolutional Neural Network (CNN)
Learn how to automate the inspection process using Convolutional Neural Network (CNN)
Casting is a manufacturing process in which liquid material is poured into a mold to solidify. Many types of defects or unwanted irregularities can occur during this process. The industry has its quality inspection department to remove defective products from the production line, but this is very time-consuming since it is carried out manually. Furthermore, there is a chance of misclassifying due to human error, causing rejection of the whole product order.
To solve these problems, we can use image data to create a machine learning model. One of the most popular and suitable methods to working with image datasets is the Convolutional Neural Network (CNN).
This 3-day online workshop is a beginner-friendly Deep Learning using Python. We will automate the inspection process by training top-view images of a casted submersible pump impeller using Convolutional Neural Network (CNN). One Instructor and two Teaching Assistants will help participants troubleshoot or help with any difficulties encountered.
NOTE: This workshop will be delivered in Bahasa Indonesia.
Upon completion of this workshop, you will be able to:
Python Programming Basics
Neural Network Architecture
Convolutional Neural Networks
Case Study: Product Quality Inspection
This testimonial video is taken after our previous Online Data Science Series: Time Series Analysis for Business Forecasting.
Our learning format is online-interactive, you will feel the interactive experience as if you were present in a physical classroom. You can access the class using your Zoom account on pre-defined dates.
Workshops in this series are tailored to casual programmers and non-programmers that are taking their first steps into data science. It assumes no prior knowledge or academic background, and attendees will be introduced to the beautiful art of writing R / Python code to produce data visualization and build machine learning models. The workshop has a gentle learning slope that is designed with non-technical professionals and academics in mind.
If I don’t have any IT or programming skills, can I still attend this workshop?
Yes, you can still attend the workshop as it is a beginner-friendly workshop.
How to join the interactive-online learning class after I’ve done the payment & registration?
Our system will send you an email containing a link and details to join a Google Classroom.
What platform will be utilized for this online-interactive learning workshop?
Online learning will be conducted via Zoom.us, Link to join the Zoom Class will be announced via Google Classroom.
How will the participants receive the learning materials?
Learning materials can be obtain via Google Classroom
Would I receive a certificate after participating in the Workshop?
Yes, you will receive a certificate of completion.
A Data Science Instructor at Algoritma Data Science School, experience building data-intensive applications, tackling complex architecture and scalability issues across multiple industries. Proficient in predictive modeling, data processing, data mining algorithms, and scripting languages, including Python and R. Capable of creating, developing, and deploying various adaptive services to translate business and functional qualifications into tangible deliverables. She has more than 150 hours of teaching experience and has been involved in numerous consultative data science training and course production for our clients, to name a few: