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[ CourseWikia.com ] PyTorch Essential Training - Deep Learning (2024)
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PyTorch is the most flexible and expressive library for deep learning, and offers simple Python API, GPU support, and flexibility. It’s designed to load data, apply transforms, and build deep learning models with just a few lines of code. Many machine learning developers and researchers use PyTorch to accelerate deep learning research, experimentation, and prototyping. In this course, software developer Terezija Semenski teaches you the important features of PyTorch with a hands-on approach to help you develop the skills you need to dive into your deep learning projects.
This course includes Code Challenges powered by CoderPad. Code Challenges are interactive coding exercises with real-time feedback, so you can get hands-on coding practice alongside the course content to advance your programming skills.
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FILE LIST
Filename
Size
~Get Your Files Here !/01 - Introduction/01 - Deep learning with PyTorch.mp4
2.3 MB
~Get Your Files Here !/01 - Introduction/01 - Deep learning with PyTorch.srt
994 B
~Get Your Files Here !/01 - Introduction/02 - What you should know.mp4
2.7 MB
~Get Your Files Here !/01 - Introduction/02 - What you should know.srt
2 KB
~Get Your Files Here !/01 - Introduction/03 - Tour of CoderPad.mp4
5.9 MB
~Get Your Files Here !/01 - Introduction/03 - Tour of CoderPad.srt
5 KB
~Get Your Files Here !/02 - 1. PyTorch Overview and Introduction to Google Colaboratory/01 - Introduction to deep learning.mp4
7.7 MB
~Get Your Files Here !/02 - 1. PyTorch Overview and Introduction to Google Colaboratory/01 - Introduction to deep learning.srt
6.3 KB
~Get Your Files Here !/02 - 1. PyTorch Overview and Introduction to Google Colaboratory/02 - Why should you use PyTorch.mp4
3.7 MB
~Get Your Files Here !/02 - 1. PyTorch Overview and Introduction to Google Colaboratory/02 - Why should you use PyTorch.srt
2.9 KB
~Get Your Files Here !/02 - 1. PyTorch Overview and Introduction to Google Colaboratory/03 - Google Colaboratory basics.mp4
5.4 MB
~Get Your Files Here !/02 - 1. PyTorch Overview and Introduction to Google Colaboratory/03 - Google Colaboratory basics.srt
4.8 KB
~Get Your Files Here !/03 - 2. Tensors/01 - Introduction to tensors.mp4
6.3 MB
~Get Your Files Here !/03 - 2. Tensors/01 - Introduction to tensors.srt
4.9 KB
~Get Your Files Here !/03 - 2. Tensors/02 - Creating a tensor CPU example.mp4
2.9 MB
~Get Your Files Here !/03 - 2. Tensors/02 - Creating a tensor CPU example.srt
2.7 KB
~Get Your Files Here !/03 - 2. Tensors/03 - Creating a tensor GPU example.mp4
2.8 MB
~Get Your Files Here !/03 - 2. Tensors/03 - Creating a tensor GPU example.srt
2.4 KB
~Get Your Files Here !/03 - 2. Tensors/04 - Moving tensors between CPUs and GPUs.mp4
3.7 MB
~Get Your Files Here !/03 - 2. Tensors/04 - Moving tensors between CPUs and GPUs.srt
2.7 KB
~Get Your Files Here !/04 - 3. Creating Tensors/01 - Different ways to create tensors.mp4
8 MB
~Get Your Files Here !/04 - 3. Creating Tensors/01 - Different ways to create tensors.srt
5.3 KB
~Get Your Files Here !/04 - 3. Creating Tensors/02 - Tensor attributes.mp4
3.9 MB
~Get Your Files Here !/04 - 3. Creating Tensors/02 - Tensor attributes.srt
3.1 KB
~Get Your Files Here !/04 - 3. Creating Tensors/03 - Tensor data types.mp4
6.2 MB
~Get Your Files Here !/04 - 3. Creating Tensors/03 - Tensor data types.srt
4.2 KB
~Get Your Files Here !/04 - 3. Creating Tensors/04 - Creating tensors from random samples.mp4
5.2 MB
~Get Your Files Here !/04 - 3. Creating Tensors/04 - Creating tensors from random samples.srt
3.6 KB
~Get Your Files Here !/04 - 3. Creating Tensors/05 - Creating tensors like other tensors.mp4
3.9 MB
~Get Your Files Here !/04 - 3. Creating Tensors/05 - Creating tensors like other tensors.srt
3 KB
~Get Your Files Here !/04 - 3. Creating Tensors/06 - Solution Create tensors.mp4
4.3 MB
~Get Your Files Here !/04 - 3. Creating Tensors/06 - Solution Create tensors.srt
2.7 KB
~Get Your Files Here !/05 - 4. Manipulate Tensors/01 - Tensor operations.mp4
9.6 MB
~Get Your Files Here !/05 - 4. Manipulate Tensors/01 - Tensor operations.srt
6.7 KB
~Get Your Files Here !/05 - 4. Manipulate Tensors/02 - Mathematical functions.mp4
6.1 MB
~Get Your Files Here !/05 - 4. Manipulate Tensors/02 - Mathematical functions.srt
5.5 KB
~Get Your Files Here !/05 - 4. Manipulate Tensors/03 - Linear algebra operations.mp4
8.1 MB
~Get Your Files Here !/05 - 4. Manipulate Tensors/03 - Linear algebra operations.srt
5.7 KB
~Get Your Files Here !/05 - 4. Manipulate Tensors/04 - Automatic differentiation (Autograd).mp4
10.4 MB
~Get Your Files Here !/05 - 4. Manipulate Tensors/04 - Automatic differentiation (Autograd).srt
9.1 KB
~Get Your Files Here !/05 - 4. Manipulate Tensors/05 - Solution Split tensors to form new tensors.mp4
4.5 MB
~Get Your Files Here !/05 - 4. Manipulate Tensors/05 - Solution Split tensors to form new tensors.srt
2.7 KB
~Get Your Files Here !/06 - 5. Developing a Deep Learning Model/01 - Introduction to the DL training process.mp4
4.6 MB
~Get Your Files Here !/06 - 5. Developing a Deep Learning Model/01 - Introduction to the DL training process.srt
4 KB
~Get Your Files Here !/06 - 5. Developing a Deep Learning Model/02 - Data preparation.mp4
2.7 MB
~Get Your Files Here !/06 - 5. Developing a Deep Learning Model/02 - Data preparation.srt
2.2 KB
~Get Your Files Here !/06 - 5. Developing a Deep Learning Model/03 - Data loading.mp4
4.9 MB
~Get Your Files Here !/06 - 5. Developing a Deep Learning Model/03 - Data loading.srt
3.9 KB
~Get Your Files Here !/06 - 5. Developing a Deep Learning Model/04 - Data transforms.mp4
5.4 MB
~Get Your Files Here !/06 - 5. Developing a Deep Learning Model/04 - Data transforms.srt
4.3 KB
~Get Your Files Here !/06 - 5. Developing a Deep Learning Model/05 - Data batching.mp4
6.1 MB
~Get Your Files Here !/06 - 5. Developing a Deep Learning Model/05 - Data batching.srt
4.5 KB
~Get Your Files Here !/06 - 5. Developing a Deep Learning Model/06 - Model development and training.mp4
9.9 MB
~Get Your Files Here !/06 - 5. Developing a Deep Learning Model/06 - Model development and training.srt
7.4 KB
~Get Your Files Here !/06 - 5. Developing a Deep Learning Model/07 - Validation and testing.mp4
10.6 MB
~Get Your Files Here !/06 - 5. Developing a Deep Learning Model/07 - Validation and testing.srt
6.5 KB
~Get Your Files Here !/07 - Conclusion/01 - Next steps.mp4
1.5 MB
~Get Your Files Here !/07 - Conclusion/01 - Next steps.srt
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