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Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003cp align=\"center\"\u003e\u003cimg src=\"https://readme-typing-svg.demolab.com?font=Fira+Code\u0026size=16\u0026duration=1\u0026pause=1000000000000000000\u0026color=F7377F\u0026random=false\u0026width=435\u0026lines=TensorFlow-Advanced-Techniques-Specialization\" alt=\"https://git.io/typing-svg\"\u003e\n\u003c/p\u003e\n\n\u003cp align=\"left\"\u003e\n\u003cimg src=\"https://img.shields.io/badge/Made%20with-Jupyter-orange?style=for-the-badge\u0026logo=Jupyter\" alt=\"https://jupyter.org/try\" width=\"225\" /\u003e\n\u003cimg src=\"https://img.shields.io/badge/Made%20with-Python-1f425f.svg\" alt=\"https://www.python.org/\" width=\"175\" /\u003e\n\n## ⭐ Star this repository if you find it helpful or intriguing! ⭐\n \u003c/p\u003e\n\n[**Course Link**](https://www.coursera.org/specializations/tensorflow-advanced-techniques)\n\nDeeplearning.AI TensorFlow: Advanced Techniques Specialization Solution : [**Certificate Example**](https://bit.ly/3Vsthqg)\n\n\n## Course 1: Custom Models, Layers, and Loss Functions with TensorFlow\n\n\u003cp align=\"center\"\u003e\n\u003cimg src=\"https://github.com/Hunterdii/TensorFlow-Advanced-Techniques-Solution/blob/main/images/Screenshot%202024-06-02%20075112.png\" alt=\"Image\" width=\"1050\" /\u003e\n\u003c/p\u003e\n\n| Sr   | Weeks                                                        | Links (Solution Of Required Labs \u0026 Quiz)                                                         |\n| ---- | ------------------------------------------------------------ | ------------------------------------------------------------ |\n| 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) |\n| 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) |\n| 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) |\n| 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) |\n\n## Course 2: Custom and Distributed Training with TensorFlow\n\n\u003cp align=\"center\"\u003e\n\u003cimg src=\"https://github.com/Hunterdii/TensorFlow-Advanced-Techniques-Solution/blob/main/images/Screenshot%202024-06-02%20075223.png\" alt=\"Image\" width=\"1050\" /\u003e\n\u003c/p\u003e\n\n| Sr   | Weeks                                            | Links (Solution Of Required Labs \u0026 Quiz)                                                         |\n| ---- | ------------------------------------------------ | ------------------------------------------------------------ |\n| 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) |\n| 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) |\n| 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) |\n| 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) |\n\n## Course 3: Advanced Computer Vision with TensorFlow\n\n\u003cp align=\"center\"\u003e\n\u003cimg src=\"https://github.com/Hunterdii/TensorFlow-Advanced-Techniques-Solution/blob/main/images/Screenshot%202024-06-02%20075332.png\" alt=\"Image\" width=\"1050\" /\u003e\n\u003c/p\u003e\n\n| Sr   | Weeks                              | Links (Solution Of Required Labs \u0026 Quiz)                                                         |\n| ---- | ---------------------------------- | ------------------------------------------------------------ |\n| 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) |\n| 2    | **Week-2 : Object Detection**                   | [Solution Link](https://github.com/Hunterdii/TensorFlow-Advanced-Techniques-Solution/tree/main/Advanced%20Computer%20Vision%20with%20TensorFlow/Week-2) |\n| 3    | **Week-3 : Image Segmentation**                 | [Solution Link](https://github.com/Hunterdii/TensorFlow-Advanced-Techniques-Solution/tree/main/Advanced%20Computer%20Vision%20with%20TensorFlow/Week-3) |\n| 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) |\n\n## Course 4: Generative Deep Learning with TensorFlow\n\n\u003cp align=\"center\"\u003e\n\u003cimg src=\"https://github.com/Hunterdii/TensorFlow-Advanced-Techniques-Solution/blob/main/images/Screenshot%202024-06-02%20075519.png\" alt=\"Image\" width=\"1050\" /\u003e\n\u003c/p\u003e\n\n| Sr   | Weeks                 | Links (Solution Of Required Labs \u0026 Quiz)                                                         |\n| ---- | --------------------- | ------------------------------------------------------------ |\n| 1    | **Week-1 : Style Transfer**        | [Solution Link](https://github.com/Hunterdii/TensorFlow-Advanced-Techniques-Solution/tree/main/Generative%20Deep%20Learning%20with%20TensorFlow/Week-1) |\n| 2    | **Week-2 : AutoEncoders**          | [Solution Link](https://github.com/Hunterdii/TensorFlow-Advanced-Techniques-Solution/tree/main/Generative%20Deep%20Learning%20with%20TensorFlow/Week-2) |\n| 3    | **Week-3 : Variance AutoEncoders** | [Solution Link](https://github.com/Hunterdii/TensorFlow-Advanced-Techniques-Solution/tree/main/Generative%20Deep%20Learning%20with%20TensorFlow/Week-3) |\n| 4    | **Week-4 : GANS**                  | [Solution Link](https://github.com/Hunterdii/TensorFlow-Advanced-Techniques-Solution/tree/main/Generative%20Deep%20Learning%20with%20TensorFlow/Week-4) |\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhunterdii%2Ftensorflow-advanced-techniques-solution","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fhunterdii%2Ftensorflow-advanced-techniques-solution","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fhunterdii%2Ftensorflow-advanced-techniques-solution/lists"}