{"id":13935071,"url":"https://github.com/udacity/CarND-TensorFlow-Lab","last_synced_at":"2025-07-19T20:30:27.864Z","repository":{"id":146855046,"uuid":"70358255","full_name":"udacity/CarND-TensorFlow-Lab","owner":"udacity","description":"TensorFlow Lab for Self-Driving Car ND","archived":false,"fork":false,"pushed_at":"2022-07-06T21:25:49.000Z","size":1830,"stargazers_count":125,"open_issues_count":0,"forks_count":399,"subscribers_count":48,"default_branch":"master","last_synced_at":"2024-08-08T23:19:59.793Z","etag":null,"topics":[],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":"mit","status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/udacity.png","metadata":{"files":{"readme":"README.MD","changelog":null,"contributing":null,"funding":null,"license":"LICENSE","code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":"CODEOWNERS","security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null}},"created_at":"2016-10-08T21:24:45.000Z","updated_at":"2024-07-12T23:16:27.000Z","dependencies_parsed_at":null,"dependency_job_id":"48d8a516-5dd7-4b04-a06d-7b4a7da1b700","html_url":"https://github.com/udacity/CarND-TensorFlow-Lab","commit_stats":null,"previous_names":[],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/udacity%2FCarND-TensorFlow-Lab","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/udacity%2FCarND-TensorFlow-Lab/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/udacity%2FCarND-TensorFlow-Lab/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/udacity%2FCarND-TensorFlow-Lab/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/udacity","download_url":"https://codeload.github.com/udacity/CarND-TensorFlow-Lab/tar.gz/refs/heads/master","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":226666507,"owners_count":17665040,"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":"2024-08-07T23:01:23.035Z","updated_at":"2025-07-19T20:30:27.843Z","avatar_url":"https://github.com/udacity.png","language":"Jupyter Notebook","funding_links":[],"categories":["Jupyter Notebook"],"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## Environment Set-up\n\nFollow the set-up instruction for the [Term 1 Starter Kit](https://github.com/udacity/CarND-Term1-Starter-Kit). Contained within are instructions for utilizing a Jupyter notebook within Docker; if you use Anaconda make sure to activate the environment first with\n```\nsource activate {environment_name}\n```\nand then open the notebook with\n```\njupyter notebook\n```\n\n#### The Lab\n\nThe 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\n## Help\nRemember that you can get assistance from mentors and fellow students in Student Hub or in Knowledge. You can also review the concepts from the previous lessons.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fudacity%2FCarND-TensorFlow-Lab","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fudacity%2FCarND-TensorFlow-Lab","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fudacity%2FCarND-TensorFlow-Lab/lists"}