{"id":15173866,"url":"https://github.com/akash1070/computer-vision","last_synced_at":"2026-02-11T18:30:18.279Z","repository":{"id":231695591,"uuid":"540257964","full_name":"Akash1070/Computer-Vision","owner":"Akash1070","description":"Building \u0026 Deploying Computer Vision Models","archived":false,"fork":false,"pushed_at":"2022-09-23T03:43:59.000Z","size":1701,"stargazers_count":1,"open_issues_count":0,"forks_count":2,"subscribers_count":2,"default_branch":"main","last_synced_at":"2025-02-20T09:16:59.319Z","etag":null,"topics":["alexnet","cnn-architecture","cnn-keras","covnets","dropout-keras","googlenet-inception-network","lenet-5","lenet-architecture","mnist-dataset","mnist-fashion","object-detection","opencv-python","pooling","pycharm-ide","transfer-learning","vgg16","yolov5"],"latest_commit_sha":null,"homepage":"","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/Akash1070.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}},"created_at":"2022-09-23T03:03:22.000Z","updated_at":"2023-10-13T17:04:29.000Z","dependencies_parsed_at":"2024-04-05T11:55:36.654Z","dependency_job_id":null,"html_url":"https://github.com/Akash1070/Computer-Vision","commit_stats":null,"previous_names":["akash1070/computer-vision"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Akash1070%2FComputer-Vision","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Akash1070%2FComputer-Vision/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Akash1070%2FComputer-Vision/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Akash1070%2FComputer-Vision/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Akash1070","download_url":"https://codeload.github.com/Akash1070/Computer-Vision/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":239808533,"owners_count":19700454,"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":["alexnet","cnn-architecture","cnn-keras","covnets","dropout-keras","googlenet-inception-network","lenet-5","lenet-architecture","mnist-dataset","mnist-fashion","object-detection","opencv-python","pooling","pycharm-ide","transfer-learning","vgg16","yolov5"],"created_at":"2024-09-27T11:03:56.270Z","updated_at":"2026-02-11T18:30:18.217Z","avatar_url":"https://github.com/Akash1070.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# **Building and Deploying Models of Computer Vision**\n\n![Python 3.6](https://img.shields.io/badge/Python-3.6-brightgreen.svg)\n\n## Authors\n\n- [@Akash Kumar Jha](https://github.com/Akash1070)\n\n\n## Deployment\n\n    1. Data Extraction\n    2. Analyze the Data\n    3. Data Preprocessing.\n    4. Building CNN Architecture\n    5. Train the Model\n    6. Model Evaluation on the Test Set\n    7. Adding Dropout into the Network\n    8. Final loss and accuracy\n    \n## Installation\n\nTo install the libraries used in this project. Follow the \nbelow steps:\n\n```bash\n%tensorflow_version 2.x\nimport tensorflow\ntensorflow.__version__\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\nimport matplotlib.pyplot as plt # plotting library\n%matplotlib inline\nfrom keras.models import Sequential\nimport tensorflow as tf\nfrom tensorflow.keras.optimizers import Adam # - Works ,RMSprop\nfrom tensorflow.keras.utils import to_categorical, plot_model\nfrom keras import  backend as K\nfrom tensorflow.keras.datasets import mnist\nfrom keras.layers import Dense\nfrom keras.layers.convolutional import Conv2D, MaxPooling2D\n# from keras.models import Sequential\nfrom keras.layers import Activation, Flatten, Dropout\nfrom tensorflow.keras.layers import BatchNormalization\nfrom keras.layers.advanced_activations import LeakyReLU\nfrom keras.datasets import fashion_mnist\nimport random\nrandom.seed(0)\n\n# Ignore the warnings\nimport warnings\nwarnings.filterwarnings(\"ignore\")\n\n```\n    \n## Running Flask Api\n\nTo run tests, run the following command\n\n```bash\n  python app.py\n```\n\n## 🚀 About Me\n\nData Scientist Enthusiast | Petroleum Engineer Graduate | Solving Problems Using Data \n\n\n# Hi, I'm Akash! 👋\n\n\n## 🔗 Links\n[![github](https://img.shields.io/badge/github-000?style=for-the-badge\u0026logo=ko-fi\u0026logoColor=white)](https://github.com/Akash1070)\n[![linkedin](https://img.shields.io/badge/linkedin-0A66C2?style=for-the-badge\u0026logo=linkedin\u0026logoColor=white)](https://www.linkedin.com/in/akashkumar107/)\n\n## Tech Stack\n\n\n\n\n\n![Logo](https://businesstoys.in/assets/programs/full-stack-data-science-professional-program/tools.png)\n## Other Me\n👩‍💻 I’m interested in Petroleum Engineering\n\n🧠 I’m currently learning Data Scientist | Data Analytics | Business Analytics\n\n👯‍♀️ I’m looking to collaborate on Ideas \u0026 Data\n\n\n\n\n## 🛠 Skills\n1. Data Scientist\n2. Data Analyst\n3. Business Analyst\n4. Machine Learning \n\n\n## Future Plans \n\n⚡️ Looking forward to help drive innovations into your company as a Data Scientist\n\n⚡️ Looking forward to offer more than I take and leave the place better than i found\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fakash1070%2Fcomputer-vision","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fakash1070%2Fcomputer-vision","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fakash1070%2Fcomputer-vision/lists"}