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https://github.com/hunterdii/tensorflow-advanced-techniques-solution

Tensorflow Advanced Technique Specialization - Solution
https://github.com/hunterdii/tensorflow-advanced-techniques-solution

computer-vision coursera coursera-specialization custom-model custom-training deep-learning deeplearning-ai distributed-training generative-ai image-detection image-segmentation-tensorflow machine-learning object-detection object-detection-model semantic-segmentation specialization tensorflow tensorflow-tutorials visualization

Last synced: 2 months ago
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Tensorflow Advanced Technique Specialization - Solution

Host: GitHub
URL: https://github.com/hunterdii/tensorflow-advanced-techniques-solution
Owner: Hunterdii
License: mit
Created: 2024-05-31T06:08:50.000Z (7 months ago)
Default Branch: main
Last Pushed: 2024-06-08T12:32:42.000Z (7 months ago)
Last Synced: 2024-09-27T21:01:31.851Z (3 months ago)
Topics: computer-vision, coursera, coursera-specialization, custom-model, custom-training, deep-learning, deeplearning-ai, distributed-training, generative-ai, image-detection, image-segmentation-tensorflow, machine-learning, object-detection, object-detection-model, semantic-segmentation, specialization, tensorflow, tensorflow-tutorials, visualization
Language: Jupyter Notebook
Homepage: https://www.coursera.org/specializations/tensorflow-advanced-techniques
Size: 39 MB
Stars: 4
Watchers: 1
Forks: 3
Open Issues: 0
Metadata Files:
- Readme: README.md
- License: LICENSE
- Security: SECURITY.md

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README

        










## ⭐ Star this repository if you find it helpful or intriguing! ⭐

 


[**Course Link**](https://www.coursera.org/specializations/tensorflow-advanced-techniques)

Deeplearning.AI TensorFlow: Advanced Techniques Specialization Solution : [**Certificate Example**](https://bit.ly/3Vsthqg)

## Course 1: Custom Models, Layers, and Loss Functions with TensorFlow







| Sr   | Weeks                                                        | Links (Solution Of Required Labs & Quiz)                                                         |

| ---- | ------------------------------------------------------------ | ------------------------------------------------------------ |

| 1    | **Week-1 : Functional API**                                           | [Solution Link](https://github.com/Hunterdii/TensorFlow-Advanced-Techniques-Solution/tree/main/Custom%20Models%2C%20Layers%2C%20and%20Loss%20Functions%20with%20TensorFlow/Week-1) |

| 2    | **Week-2 : Custom Loss Functions**                                    | [Solution Link](https://github.com/Hunterdii/TensorFlow-Advanced-Techniques-Solution/tree/main/Custom%20Models%2C%20Layers%2C%20and%20Loss%20Functions%20with%20TensorFlow/Week-2) |

| 3    | **Week-3 : Custom Layers**                                            | [Solution Link](https://github.com/Hunterdii/TensorFlow-Advanced-Techniques-Solution/tree/main/Custom%20Models%2C%20Layers%2C%20and%20Loss%20Functions%20with%20TensorFlow/Week-3) |

| 4    | **Week-4 : Custom Models, Layers, and Loss Functions with Tensorflow** | [Solution Link](https://github.com/Hunterdii/TensorFlow-Advanced-Techniques-Solution/tree/main/Custom%20Models%2C%20Layers%2C%20and%20Loss%20Functions%20with%20TensorFlow/Week-4) |

## Course 2: Custom and Distributed Training with TensorFlow







| Sr   | Weeks                                            | Links (Solution Of Required Labs & Quiz)                                                         |

| ---- | ------------------------------------------------ | ------------------------------------------------------------ |

| 1    | **Week-1 : Differentiation and Gradients**                    | [Solution Link](https://github.com/Hunterdii/TensorFlow-Advanced-Techniques-Solution/tree/main/Custom%20and%20Distributed%20Training%20with%20TensorFlow/Week-1) |

| 2    | **Week-2 : Custom Training**                                  | [Solution Link](https://github.com/Hunterdii/TensorFlow-Advanced-Techniques-Solution/tree/main/Custom%20and%20Distributed%20Training%20with%20TensorFlow/Week-2) |

| 3    | **Week-3 : Graph Mode**                                       | [Solution Link](https://github.com/Hunterdii/TensorFlow-Advanced-Techniques-Solution/tree/main/Custom%20and%20Distributed%20Training%20with%20TensorFlow/Week-3) |

| 4    | **Week-4 : Custom and Distribnuted Training with Tensorflow** | [Solution Link](https://github.com/Hunterdii/TensorFlow-Advanced-Techniques-Solution/tree/main/Custom%20and%20Distributed%20Training%20with%20TensorFlow/Week-4) |

## Course 3: Advanced Computer Vision with TensorFlow







| Sr   | Weeks                              | Links (Solution Of Required Labs & Quiz)                                                         |

| ---- | ---------------------------------- | ------------------------------------------------------------ |

| 1    | **Week-1 : Introduction to Computer Vision**    | [Solution Link](https://github.com/Hunterdii/TensorFlow-Advanced-Techniques-Solution/tree/main/Advanced%20Computer%20Vision%20with%20TensorFlow/Week-1) |

| 2    | **Week-2 : Object Detection**                   | [Solution Link](https://github.com/Hunterdii/TensorFlow-Advanced-Techniques-Solution/tree/main/Advanced%20Computer%20Vision%20with%20TensorFlow/Week-2) |

| 3    | **Week-3 : Image Segmentation**                 | [Solution Link](https://github.com/Hunterdii/TensorFlow-Advanced-Techniques-Solution/tree/main/Advanced%20Computer%20Vision%20with%20TensorFlow/Week-3) |

| 4    | **Week-4 : Visualization and Interpretability** | [Solution Link](https://github.com/Hunterdii/TensorFlow-Advanced-Techniques-Solution/tree/main/Advanced%20Computer%20Vision%20with%20TensorFlow/Week-4) |

## Course 4: Generative Deep Learning with TensorFlow







| Sr   | Weeks                 | Links (Solution Of Required Labs & Quiz)                                                         |

| ---- | --------------------- | ------------------------------------------------------------ |

| 1    | **Week-1 : Style Transfer**        | [Solution Link](https://github.com/Hunterdii/TensorFlow-Advanced-Techniques-Solution/tree/main/Generative%20Deep%20Learning%20with%20TensorFlow/Week-1) |

| 2    | **Week-2 : AutoEncoders**          | [Solution Link](https://github.com/Hunterdii/TensorFlow-Advanced-Techniques-Solution/tree/main/Generative%20Deep%20Learning%20with%20TensorFlow/Week-2) |

| 3    | **Week-3 : Variance AutoEncoders** | [Solution Link](https://github.com/Hunterdii/TensorFlow-Advanced-Techniques-Solution/tree/main/Generative%20Deep%20Learning%20with%20TensorFlow/Week-3) |

| 4    | **Week-4 : GANS**                  | [Solution Link](https://github.com/Hunterdii/TensorFlow-Advanced-Techniques-Solution/tree/main/Generative%20Deep%20Learning%20with%20TensorFlow/Week-4) |