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FDP On From Pixels To Predictions: Machine Learning In Medical Imaging

Faculty Development Programme On From Pixels To Predictions: Machine Learning In Medical Imaging

Event Name

FDP On From Pixels To Predictions: Machine Learning In Medical Imaging

Event Type

Faculty Development Programme

Location

Chennai, Tamil Nadu (TN)

Event Date(s)

11 Dec 2023 - 15 Dec 2023

Who Can Participate

Common For All

Institution Name

VIT Chennai

FDP On From Pixels To Predictions: Machine Learning In Medical Imaging
FDP On From Pixels To Predictions: Machine Learning In Medical Imaging

Registration Details

Registration Date(s)

20 Nov 2023 - 11 Dec 2023

Spot Registration

YES

Registration Procedure

REGISTRATION FORM
https://forms.gle/Vapyn1DP2fyaAUan7
REGISTRATION FEE
• Faculty / Research Scholars – Rs. 400 (Including GST)
• Industry persons – Rs. 600 (Including GST)
Payment Link: https://vitchennaievents.com/conf1/

Event Details

Event Details

Day Topics to be Covered
1 Introduction to Medical Imaging and Machine Learning
• Overview of Machine Learning (ML) and its applications in medical imaging.
• Overview of medical imaging modalities (X-ray, CT, MRI, ultrasound)
• Types of machine learning algorithms (supervised, unsupervised, reinforcement learning)
• Challenges and opportunities in applying machine learning to medical imaging.
• Hands-on session: Introduction to Python and basic machine learning libraries
2 Image Preprocessing and Feature Extraction
• Image preprocessing techniques (noise reduction, segmentation, enhancement)
• Image Enhancement Techniques and modelling
• Feature extraction methods for medical images
• Handling imbalanced datasets in medical imaging.
• Hands-on session: Image preprocessing, enhancement and feature extraction using Python libraries
3 Deep Learning Architectures for Medical Image Analysis
• Introduction to deep learning for medical image analysis
• Convolutional neural networks (CNNs) for medical image classification and segmentation
• Transfer learning in medical imaging.
• Introduction to common machine/Deep learning libraries (e.g., TensorFlow, PyTorch).
• Fine-tuning pre-trained models for specific medical imaging tasks.
• Hands-on session: Building deep learning models for medical image analysis using Python libraries•
4 Model Evaluation and Deployment
• Evaluation metrics for medical image analysis (e.g., sensitivity, specificity)
• Techniques for model selection and hyperparameter optimization
• Cross-validation and hyperparameter tuning.
• Practical session on model evaluation and validation.
5 Ethics and Legal Considerations
• Addressing challenges and pitfalls in deploying machine/deep learning models in healthcare.
• Applications of machine learning in specific medical imaging tasks (e.g., tumor detection, organ segmentation).
• Emerging trends in machine learning for medical imaging.
• Ethical considerations in machine/deep learning for medical imaging
• Future directions of machine/deep learning in medical imaging

Event Website

Event Location

Institution Name

VIT Chennai

Website link

Address

Chennai, Tamil Nadu (TN), India

Venue

Online

Google Map Link

Event Contact Details

Contact Email

modigari.narendra@vit.ac.in

Modigari Narendra

7200353496

Modigari Narendra

7200353496

Additional Details

Organizer Details

School of Computer Science and Engineering

Event Submitted By

Modigari Narenda

Last Updated On

2023-11-20 12:50:01


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