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UID:eventsphere-60651@www.knowafest.com
DTSTAMP:20261008T132634Z
DTSTART:20231027T183000Z
DTEND:20231028T182959Z
SUMMARY:Deep Learning Workshop 2023
LOCATION:Top Engineers\, Chennai
DESCRIPTION:<p>Understanding Deep Learning<br />\n- What is Deep Learning?<
 br />\n- Neural Networks: Building blocks of Deep Learning. - Practical ap
 plications of Deep Learning.<br />\nDeep Dive into Advanced Neural Network
 s<br />\n- Recap of Neural Networks fundamentals.<br />\n- Introduction to
  advanced network architectures: CNNs\, RNNs\, and LSTMs. - Understanding 
 model capacity and overfitting.<br />\nOptimizing Deep Learning Models<br 
 />\n- Advanced optimization techniques.<br />\n- Regularization methods: L
 1\, L2\, dropout.<br />\n- Hyperparameter tuning strategies.<br />\n- Prac
 tical: Tuning and optimizing a deep learning model.<br />\nTransfer Learni
 ng and Pre-trained Models<br />\n- Understanding transfer learning.<br />\
 n- Leveraging pre-trained models (e.g.\, VGG\, ResNet\, BERT). - Fine-tuni
 ng for specific tasks.<br />\n- Hands-on: Fine-tuning a pre-trained model.
 <br />\nAdvanced Applications of Deep Learning<br />\n- Natural Language P
 rocessing (NLP) with deep learning.<br />\n- Computer Vision applications.
 <br />\n- Recent advancements in deep learning (e.g.\, GANs\, Transformers
 ). - Real-world use cases and success stories.<br />\n**NOTE: LAPTOP IS MA
 NDATORY\, SINCE HANDS-ON SESSIONS NEEDS PROGRAMMING</p>
URL:https://www.knowafest.com/deep-learning-workshop-2023
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