{"id":16194739,"url":"https://github.com/fqaiser94/carnd-tensorflow-lab","last_synced_at":"2025-06-25T18:35:12.920Z","repository":{"id":176177468,"uuid":"108763632","full_name":"fqaiser94/CarND-TensorFlow-Lab","owner":"fqaiser94","description":null,"archived":false,"fork":false,"pushed_at":"2017-10-29T19:20:39.000Z","size":1839,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"master","last_synced_at":"2025-04-07T15:54:30.293Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":null,"language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/fqaiser94.png","metadata":{"files":{"readme":"README.MD","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2017-10-29T19:19:14.000Z","updated_at":"2017-10-29T19:20:42.000Z","dependencies_parsed_at":null,"dependency_job_id":"850f870a-573b-4589-98d8-0d97e70b1e14","html_url":"https://github.com/fqaiser94/CarND-TensorFlow-Lab","commit_stats":null,"previous_names":["fqaiser94/carnd-tensorflow-lab"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/fqaiser94/CarND-TensorFlow-Lab","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fqaiser94%2FCarND-TensorFlow-Lab","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fqaiser94%2FCarND-TensorFlow-Lab/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fqaiser94%2FCarND-TensorFlow-Lab/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fqaiser94%2FCarND-TensorFlow-Lab/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/fqaiser94","download_url":"https://codeload.github.com/fqaiser94/CarND-TensorFlow-Lab/tar.gz/refs/heads/master","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/fqaiser94%2FCarND-TensorFlow-Lab/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":261931453,"owners_count":23232085,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":[],"created_at":"2024-10-10T08:24:45.608Z","updated_at":"2025-06-25T18:35:12.912Z","avatar_url":"https://github.com/fqaiser94.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# TensorFlow Neural Network Lab\n[![Udacity - Self-Driving Car NanoDegree](https://s3.amazonaws.com/udacity-sdc/github/shield-carnd.svg)](http://www.udacity.com/drive)\n\n[\u003cimg src=\"http://yaroslavvb.com/upload/notMNIST/nmn.png\" alt=\"notMNIST dataset samples\" /\u003e](http://yaroslavvb.blogspot.com/2011/09/notmnist-dataset.html)\n\nWe've prepared a Jupyter notebook that will guide you through the process of creating a single layer neural network in TensorFlow.\n\n## Windows Instructions\n#### Install Docker\nIf you don't have Docker already, download and install Docker from [here](https://docs.docker.com/engine/installation/windows/).\n#### Clone the Repository\nRun the command below to clone the Lab Repository:\n```sh\n$ git clone https://github.com/udacity/CarND-TensorFlow-Lab.git\n```\n#### Run the Notebook using Docker\nRun the following command from the same directory as the command above.\n```sh\n$ docker run -it -p 8888:8888 -v `pwd`:/notebooks udacity/carnd-tensorflow-lab\n```\n#### View The Notebook\nOpen a browser window and go [here](http://localhost:8888/notebooks/CarND-TensorFlow-Lab/lab.ipynb).  This is the notebook you'll be working on.  The notebook has 3 problems for you to solve:\n - Problem 1: Normalize the features\n - Problem 2: Use TensorFlow operations to create features, labels, weight, and biases tensors\n - Problem 3: Tune the learning rate, number of steps, and batch size for the best accuracy\n\nThis is a self-assessed lab.  Compare your answers to the solutions [here](https://github.com/udacity/CarND-TensorFlow-Lab/blob/master/solutions.ipynb).  If you have any difficulty completing the lab, Udacity provides a few services to answer any questions you might have.\n\n## OS X and Linux Instructions\n#### Install Anaconda\nThis lab requires [Anaconda](https://www.continuum.io/downloads) and [Python 3.4](https://www.python.org/downloads/) or higher. If you don't meet all of these requirements, install the appropriate package(s).\n#### Run the Anaconda Environment\nRun these commands in your terminal to install all the requirements:\n```sh\n$ git clone https://github.com/udacity/CarND-TensorFlow-Lab.git\n$ conda env create -f CarND-TensorFlow-Lab/environment.yml\n$ conda install --name CarND-TensorFlow-Lab -c conda-forge tensorflow\n```\n#### Run the Notebook\nRun the following commands from the same directory as the commands above.\n```sh\n$ source activate CarND-TensorFlow-Lab\n$ jupyter notebook\n```\n#### View The Notebook\nOpen a browser window and go [here](http://localhost:8888/notebooks/CarND-TensorFlow-Lab/lab.ipynb).  This is the notebook you'll be working on.  The notebook has 3 problems for you to solve:\n - Problem 1: Normalize the features\n - Problem 2: Use TensorFlow operations to create features, labels, weight, and biases tensors\n - Problem 3: Tune the learning rate, number of steps, and batch size for the best accuracy\n\nThis is a self-assessed lab.  Compare your answers to the solutions [here](https://github.com/udacity/CarND-TensorFlow-Lab/blob/master/solutions.ipynb).  If you have any difficulty completing the lab, Udacity provides a few services to answer any questions you might have.\n## Help\nRemember that you can get assistance from your mentor, the Forums (click the link on the left side of the classroom), or the [Slack channel](https://carnd-slack.udacity.com). You can also review the concepts from the previous lessons.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffqaiser94%2Fcarnd-tensorflow-lab","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Ffqaiser94%2Fcarnd-tensorflow-lab","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Ffqaiser94%2Fcarnd-tensorflow-lab/lists"}