{"id":29805252,"url":"https://github.com/cybersecurity-dev/awesome-building-implementing-ai-driven-solution","last_synced_at":"2025-07-28T14:02:27.824Z","repository":{"id":306838433,"uuid":"1027371334","full_name":"cybersecurity-dev/awesome-building-implementing-ai-driven-solution","owner":"cybersecurity-dev","description":"Awesome Building and Implementing AI-Driven 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Awesome [Building](https://en.wikipedia.org/wiki/Machine_learning) and [Implementing](https://en.wikipedia.org/wiki/Deep_learning) [AI-Driven](https://en.wikipedia.org/wiki/Artificial_intelligence) Solution [![Awesome](https://awesome.re/badge.svg)](https://awesome.re)\n[![YouTube](https://img.shields.io/badge/YouTube-%23FF0000.svg?style=for-the-badge\u0026logo=YouTube\u0026logoColor=white)](https://youtube.com/playlist?list=PL9V4Zu3RroiUkdF3r3vNa6YRmZA_H7MKK\u0026si=z_zWeZrWFnc9hKKI) [![Reddit](https://img.shields.io/badge/Reddit-FF4500?style=for-the-badge\u0026logo=reddit\u0026logoColor=white)](https://www.reddit.com/r/ArtificialInteligence/)\n\u003cp align=\"center\"\u003e\n    \u003ca href=\"https://github.com/cybersecurity-dev/\"\u003e\u003cimg height=\"25\" src=\"https://github.com/cybersecurity-dev/cybersecurity-dev/blob/main/assets/github.svg\" alt=\"GitHub\"\u003e\u003c/a\u003e\n    \u0026nbsp;\n    \u003ca href=\"https://www.youtube.com/@CyberThreatDefence\"\u003e\u003cimg height=\"25\" src=\"https://github.com/cybersecurity-dev/cybersecurity-dev/blob/main/assets/youtube.svg\" alt=\"YouTube\"\u003e\u003c/a\u003e\n    \u0026nbsp;\n    \u003ca href=\"https://cyberthreatdefence.com/my_awesome_lists\"\u003e\u003cimg height=\"20\" src=\"https://github.com/cybersecurity-dev/cybersecurity-dev/blob/main/assets/blog.svg\" alt=\"My Awesome Lists\"\u003e\u003c/a\u003e\n    \u003cimg src=\"https://github.com/cybersecurity-dev/cybersecurity-dev/blob/main/assets/bar.gif\"\u003e\n\u003c/p\u003e\n\n## AI Projects: Step by Steps\nAI process involves a series of steps to build, evaluate, and deploy a model that can learn from data and make predictions or decisions.\n### 1. Data Collection\nYou can access some datasets from the link below:\n- [Awesome Benign Datasets](https://github.com/cybersecurity-dev/awesome-benign-datasets)\n- [Awesome Malware Datasets](https://github.com/cybersecurity-dev/awesome-malware-datasets)\n- [Awesome Smart Contract Datasets](https://github.com/cybersecurity-dev/awesome-smartcontract-datasets)\n\n### 2. Data Preparation and Preprocessing\n#### 2.1 Data Cleaning\n#### 2.2 Feature Engineering\n#### 2.3 Data Transformation\n\n##\n### Library\n[![Keras](https://img.shields.io/badge/Keras-D00000?logo=keras\u0026logoColor=fff)](https://keras.io/)[![PyTorch](https://img.shields.io/badge/PyTorch-ee4c2c?logo=pytorch\u0026logoColor=white)](https://pytorch.org/)[![Scikit-learn](https://img.shields.io/badge/-scikit--learn-%23F7931E?logo=scikit-learn\u0026logoColor=white)](https://scikit-learn.org/)[![TensorFlow](https://img.shields.io/badge/TensorFlow-ff8f00?logo=tensorflow\u0026logoColor=white)](https://www.tensorflow.org/)\n\n- [Keras](https://github.com/keras-team/keras) - Deep [Learning](https://keras.io/) for humans\n- [PyTorch](https://github.com/pytorch/pytorch) - Tensors and Dynamic [neural networks](https://pytorch.org/) in Python with strong GPU acceleration.\n- [Scikit-learn](https://github.com/scikit-learn/scikit-learn) - [Scikit-learn](https://scikit-learn.org/stable/) is an open-source Python library widely used for machine learning.\n- [TensorFlow](https://github.com/tensorflow/tensorflow) - An Open Source [Machine Learning Framework](https://www.tensorflow.org/) for Everyone.\n#### AutoML\n- [AutoKeras](https://github.com/keras-team/autokeras) - [AutoKeras](https://autokeras.com/): An AutoML system based on Keras.\n- [Auto-PyTorch](https://github.com/automl/Auto-PyTorch) - [Automatic architecture](https://automl.github.io/Auto-PyTorch) search and hyperparameter optimization for PyTorch.\n- [Auto-sklearn](https://github.com/automl/auto-sklearn) - [Automated](https://automl.github.io/auto-sklearn/) Machine Learning with scikit-learn.\n","funding_links":[],"categories":[],"sub_categories":[],"project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcybersecurity-dev%2Fawesome-building-implementing-ai-driven-solution","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fcybersecurity-dev%2Fawesome-building-implementing-ai-driven-solution","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fcybersecurity-dev%2Fawesome-building-implementing-ai-driven-solution/lists"}