Transfer Learning Courses and Certifications

Association for Computing Machinery (ACM)

Transfer Learning Larochelle

Transfer learning techniques for deep learning, including few-shot learning, fine-tuning, and universal representations, with a focus on addressing limited labeled data challenges.

• YouTube
• 44 minutes
• On-Demand
• Free Video

Simons Institute

Towards Understanding Transfer Learning with Applications to Medical Imaging

Explore transfer learning in medical imaging, focusing on deep learning applications, performance evaluation, and feature similarity analysis using CCA. Insights on ImageNet models and chest X-rays included.

• YouTube
• 46 minutes
• On-Demand
• Free Video

Abhishek Thakur

An Introduction to Transfer Learning in NLP and HuggingFace

Explore breakthroughs in NLP through transfer learning and Transformers. Discover HuggingFace's open-source tools for democratizing NLP research and development.

• YouTube
• 1 hour 14 minutes
• On-Demand
• Free Video

MIT HAN Lab

On-Device Training and Transfer Learning - Lecture 19

Explore on-device training and transfer learning techniques for efficient machine learning, focusing on practical applications and cutting-edge methodologies.

• YouTube
• 1 hour 17 minutes
• On-Demand
• Free Video

MIT HAN Lab

On-Device Training and Transfer Learning - Lecture 15

Explore on-device training and transfer learning techniques, focusing on memory bottlenecks, efficient algorithms like TinyTL, and system support for optimized on-device training.

• YouTube
• 1 hour 16 minutes
• On-Demand
• Free Video

MIT HAN Lab

On-Device Training and Transfer Learning - Lecture 15

Explore on-device training and transfer learning techniques, focusing on memory bottlenecks, efficient algorithms like TinyTL, and system support for optimized on-device training.

• YouTube
• 1 hour 16 minutes
• On-Demand
• Free Video

Transfer Learning - Data - Lecture 19

Explore transfer learning techniques using generative models for data augmentation, domain adaptation, and advanced prompting methods in deep learning applications.

• YouTube
• 1 hour 16 minutes
• On-Demand
• Free Video

Transfer Learning - Models - Lecture 18

Explore transfer learning techniques including fine-tuning, linear probes, knowledge distillation, and foundation models in this MIT deep learning lecture.

• YouTube
• 1 hour 26 minutes
• On-Demand
• Free Video

Taskonomy - Disentangling Task Transfer Learning

Explore task transfer learning, higher-order transfers, and task-specific networks. Discover global taxonomies, evaluate computed structures, and assess generalization to novel tasks.

• YouTube
• 31 minutes
• On-Demand
• Free Video

Data Science Dojo

Crash Course on Transfer Learning

Explore transfer learning in deep learning models, including its concept, applications, benefits, and methods. Learn how models leverage prior knowledge for improved performance and efficiency.

• YouTube
• 43 minutes
• On-Demand
• Free Video

Open Data Science

Deep Learning and Transfer Learning for NLP

Explore deep learning and transfer learning for NLP with expert Dipanjan Sarkar. Gain insights on challenges, deployment, popular models, tools, and recent advances in multilingual AI and model interpretability.

• YouTube
• 49 minutes
• On-Demand
• Free Video

Open Data Science

Data Efficiency Through Transfer Learning - Eddie Du

Explore data-efficient transfer learning techniques to overcome limited training data, including instance-based approaches and differentially private aggregation for enhanced model performance and privacy preservation.

• YouTube
• 50 minutes
• On-Demand
• Free Video

Eran Feit

Transfer Learning Using Keras

Learn to classify car brands using transfer learning with Keras and ResNet50. Hands-on tutorial covers dataset preparation, model configuration, training, and prediction visualization.

• YouTube
• 25 minutes
• On-Demand
• Free Video

Association for Computing Machinery (ACM)

Meta Transfer Learning for Early Success Prediction in MOOCs

Explore innovative deep learning techniques for predicting student success in MOOCs, focusing on meta transfer learning and attention layers to enhance early intervention strategies.

• YouTube
• 27 minutes
• On-Demand
• Free Video

Association for Computing Machinery (ACM)

Effective Transfer Learning for Identifying Similar Questions - Matching User Questions to COVID-19 FAQs

Learn effective transfer learning techniques for matching user questions to COVID-19 FAQs, exploring domain and task similarity, error analysis, and practical applications in automated FAQ systems.

• YouTube
• 20 minutes
• On-Demand
• Free Video