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Introduction to PyTorch and Large Language Models
Duration: 1 day Code: BDT 500 Category:This hands-on course introduces the fundamentals of deep learning, neural networks, and PyTorch—one of the most widely used deep learning frameworks.
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Byte-Sized Deep Learning Series: Model Persistence with Keras
Duration: 90 min Code: BDT 499 Category:Once you’ve built and trained your model, what’s next? You need to persist it so that it can be used later without retraining — whether that’s for evaluation, deployment, or inference on new data.
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Byte-Sized Deep Learning Series: Neural Networks – Overfitting, Underfitting
Duration: 90 min Code: BDT 498 Category:In deep learning, a model can either underfit (not learn enough from the data) or overfit (memorize the data, losing the ability to generalize).
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Byte-Sized Deep Learning Series: Understanding Transfer Learning
Duration: 90 min Code: BDT 497 Category:Deep learning models are data-hungry; but what if you could leverage a pre-trained network to solve your problem with much less data?
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Byte-Sized Deep Learning Series: Training Optimization of Neural Networks
Duration: 90 min Code: BDT 496 Category:Building a neural network is only the beginning — training it successfully is where real deep learning expertise shines.
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Byte-Sized Deep Learning Series: Handling Text Data with Keras
Duration: 90 min Code: BDT 495 Category:Unlock the secrets of working with text data using Keras!
In this 90-minute hands-on session, you’ll learn essential text preprocessing steps like tokenization, padding, and vocabulary building, and see how to turn words into numbers using embedding layers. -
Byte-Sized Deep Learning Series: Image Classification with CNN
Duration: 90 min Code: BDT 494 Category:How do computers “see” and recognize images?
This session will introduce you to Convolutional Neural Networks (CNNs): the deep learning architecture that powers technologies like facial recognition, autonomous vehicles, and medical image analysis. -
Byte-Sized Deep Learning Series: Demystifying Neural Networks
Duration: 90 min Code: BDT 493 Category:Step into the world of deep learning by building your first Artificial Neural Network!
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Byte-Sized Deep Learning Series: Introduction to TensorFlow
Duration: 90 min Code: BDT 492 Category:Unlock the power of TensorFlow by mastering its most fundamental building block: Tensors!
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Byte-Sized ML Series: Feature Importance with SHAP Values
Duration: 90 min Code: BDT 491 Category:This 90-minute session introduces participants to the critical topic of model interpretability, focusing on feature importance using SHAP (Shapley Additive explanations).