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Fine-tune Multimodal Models with Transfer Learning
Coursera
Course
Unknown

Fine-tune Multimodal Models with Transfer Learning

Coursera

Master building and optimizing AI systems that combine text and vision using transfer learning and advanced architectural techniques.

Unknown2 weeksEnglish

About this Course

Master the art of building and optimizing cutting-edge multimodal AI systems that understand both language and vision. This course empowers you to create transformer-based models that seamlessly integrate text and image processing while leveraging transfer learning to dramatically accelerate development. You'll learn to design sophisticated architectures using PyTorch and TensorFlow, implement fusion mechanisms for cross-modal understanding, and apply advanced fine-tuning strategies that achieve peak performance on custom datasets. By mastering these techniques, you'll transform months of traditional model development into efficient workflows that deliver production-ready multimodal AI solutions. This course uniquely combines hands-on implementation with optimization strategies, preparing you to lead next-generation AI projects

What You'll Learn

  • Design multimodal encoder-fusion-decoder pipelines for efficient cross-modal understanding
  • Apply transfer learning to adapt pre-trained knowledge rapidly
  • Perform fine-tuning balancing knowledge retention and task adaptation
  • Optimize models considering computational resource constraints

Prerequisites

  • Basic familiarity with machine learning terminology
  • Readiness for practical exercises and experimentation

Instructors

H

Hurix Digital

Topics

Machine Learning
Data Science
Software Development
Computer Science
Keras (Neural Network Library)
Model Deployment
PyTorch (Machine Learning Library)
Deep Learning
Tensorflow
Artificial Neural Networks

Course Info

PlatformCoursera
LevelUnknown
PacingUnknown
PriceFree

Skills

التعلم الآلي
تحليل البيانات
تطوير البرمجيات
علوم الحاسوب
الشبكات العصبية
نشر النماذج
PyTorch
التعلم العميق
Tensorflow
Artificial Neural Networks

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