Learn 3D Image Classification with Python and Keras

Learn to predict viral pneumonia in CT scans with the help of 3D CNNs in Python and Keras : Hands-on
3.69 (8 reviews)
Udemy
platform
English
language
Other
category
Learn 3D Image Classification with Python and Keras
1 028
students
1 hour
content
Mar 2023
last update
$19.99
regular price

Why take this course?

👩‍⚕️ Course Headline:

🚀 "Master Viral Pneumonia Detection in CT Scans with 3D CNNs using Python & Keras"


🌍 Introduction:

Embark on a transformative journey into the world of advanced machine learning with our course "Learn 3D Image Classification with Python and Keras." This hands-on experience is meticulously designed for enthusiasts, healthcare professionals, and data scientists eager to unlock the potential of AI in medical imaging.


🔍 Course Overview:

  • Instructor: Karthik K - An expert in Python, Keras, and AI applications in healthcare.
  • Platform: Google Colab - A versatile online notebook platform that allows for easy coding and visualization.
  • Skills Gained:
    • Deep understanding of 3D CNNs (Convolutional Neural Networks)
    • Practical experience with Python & Keras in TensorFlow
    • Ability to analyze and classify CT scans for viral pneumonia detection
    • A strong foundation in 3D image classification and deep learning

🧐 What You Will Learn:

  • Theoretical Concepts: A comprehensive dive into the principles of neural networks, focusing on how 3D CNNs differ from their 2D counterparts.

  • Data Preparation: Master the techniques for preprocessing and augmenting medical imagery data to optimize your model's performance.

  • Model Architecture & Training: Learn to construct, train, and tune a 3D CNN within Python using Keras and TensorFlow, tailored specifically for medical image classification tasks.

  • Evaluation Techniques: Gain proficiency in evaluating the effectiveness of your models using appropriate metrics and validation methods.

🛠️ Hands-On Project Work:

  • Engage in a real-world project where you will build, train, and deploy a 3D CNN model to classify CT scans.

  • Analyze the results and iterate on your model for better accuracy.

  • Compare different architectures and hyperparameters to find the best solution for viral pneumonia detection.


🎓 Why This Course?

  • Practical Skills: This course is designed to give you hands-on experience with real-world datasets and problems, ensuring you can apply what you learn directly to your field of work.

  • Cutting-Edge Technologies: Learn the latest tools and techniques in AI, specifically tailored for medical imaging applications.

  • Expert Guidance: Gain insights from Karthik K, an experienced professional with a knack for explaining complex concepts in a clear and accessible manner.


🚀 Course Benefits:

  • Portfolio Project: Build a standout portfolio piece that demonstrates your skills to potential employers or clients.

  • Career Opportunities: Open doors to careers in healthcare, data science, and AI by adding this specialized skill set to your resume.

  • Peer Collaboration: Join a community of like-minded learners and collaborate on projects that challenge and inspire you.


📆 Enrollment Details:

Ready to dive into the exciting field of 3D image classification with AI? Enroll today and unlock your potential to make a real impact in healthcare through technology!

👉 Enroll Now - Take the first step towards becoming an expert in predicting viral pneumonia in CT scans with advanced neural networks. Let's embark on this journey together! 🤝✨

Course Gallery

Learn 3D Image Classification with Python and Keras – Screenshot 1
Screenshot 1Learn 3D Image Classification with Python and Keras
Learn 3D Image Classification with Python and Keras – Screenshot 2
Screenshot 2Learn 3D Image Classification with Python and Keras
Learn 3D Image Classification with Python and Keras – Screenshot 3
Screenshot 3Learn 3D Image Classification with Python and Keras
Learn 3D Image Classification with Python and Keras – Screenshot 4
Screenshot 4Learn 3D Image Classification with Python and Keras

Loading charts...

5138502
udemy ID
05/02/2023
course created date
01/04/2023
course indexed date
Bot
course submited by