{"id":20172245,"url":"https://github.com/aqafridi/ai-engineering-specialization","last_synced_at":"2026-04-11T02:43:27.486Z","repository":{"id":179672309,"uuid":"414936191","full_name":"aqafridi/AI-Engineering-Specialization","owner":"aqafridi","description":"This repo contain all materials for modern techniques used in Artificial intelligence engineering using frameworks of TensorFlow, Pytorch and OpenCV. 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Regression**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/1.%20Machine%20Learning%20with%20Python/1.%20Regression)\n* [**2. Classification**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/1.%20Machine%20Learning%20with%20Python/2.%20Classification)\n* [**3. Clustering**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/1.%20Machine%20Learning%20with%20Python/3.%20Clustering)\n* [**4. Recommender Systems**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/1.%20Machine%20Learning%20with%20Python/4.%20Recommender%20Systems)\n* [**5. Final Project**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/1.%20Machine%20Learning%20with%20Python/5.%20Final%20Project)\n\n## Intro to Deep Learning \u0026 Neural Networks with Keras\n* [**Introduction to Deep Learning**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/2.%20Intro%20to%20Deep%20Learning%20%26%20Neural%20Networks%20with%20Keras/1.%20Introduction%20to%20Deep%20Learning)\n* [**Back Propagation Training a Neural Network**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/2.%20Intro%20to%20Deep%20Learning%20%26%20Neural%20Networks%20with%20Keras/2.%20Back%20Propagation%20Training%20a%20Neural%20Network)\n* [**Keras Regression \u0026 Classification**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/2.%20Intro%20to%20Deep%20Learning%20%26%20Neural%20Networks%20with%20Keras/3.%20Keras%20Regression%20%26%20Classification)\n* [**Convolutional Neural Learning**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/2.%20Intro%20to%20Deep%20Learning%20%26%20Neural%20Networks%20with%20Keras/4.%20Convolutional%20Neural%20Learning)\n* [**Build a Deep Learning Model**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/2.%20Intro%20to%20Deep%20Learning%20%26%20Neural%20Networks%20with%20Keras/5.%20Build%20a%20Deep%20Learning%20Model)\n\n\n## Introduction to Computer Vision and Image Processing\n* [**Image Processing with OpenCV and Pillow**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/3.%20Introduction%20to%20Computer%20Vision%20and%20Image%20Processing/1.%20Image%20Processing%20with%20OpenCV%20and%20Pillow)\n* [**Machine Learning Image Classification**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/3.%20Introduction%20to%20Computer%20Vision%20and%20Image%20Processing/2.%20Machine%20Learning%20Image%20Classification)\n* [**Neural Networks and Deep Learning for Image Classification**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/3.%20Introduction%20to%20Computer%20Vision%20and%20Image%20Processing/3.%20Neural%20Networks%20and%20Deep%20Learning%20for%20Image%20Classification)\n* [**Object Detection**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/3.%20Introduction%20to%20Computer%20Vision%20and%20Image%20Processing/4.%20Object%20Detection)\n* [**Project Case Self-Driving Car - Traffic Sign Classification**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/3.%20Introduction%20to%20Computer%20Vision%20and%20Image%20Processing/5.%20Project%20Case%20Self-Driving%20Car%20-%20Traffic%20Sign%20Classification)\n\n## Deep Neural Networks with PyTorch\n* [**Tensor and Datasets**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/4.%20Deep%20Neural%20Networks%20with%20PyTorch/1.%20Tensor%20and%20Datasets)\n* [**Linear Regression**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/4.%20Deep%20Neural%20Networks%20with%20PyTorch/2.%20Linear%20Regression)\n* [**Multiple Input Output Linear Regression**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/4.%20Deep%20Neural%20Networks%20with%20PyTorch/3.%20Multiple%20Input%20Output%20Linear%20Regression)\n* [**Softmax Rergresstion**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/4.%20Deep%20Neural%20Networks%20with%20PyTorch/4.%20Softmax%20Rergresstion)\n* [**Deep Networks**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/4.%20Deep%20Neural%20Networks%20with%20PyTorch/5.%20Deep%20Networks)\n* [**Convolutional Neural Network**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/4.%20Deep%20Neural%20Networks%20with%20PyTorch/6.%20Convolutional%20Neural%20Network)\n\n## Building Deep Learning Models with TensorFlow\n* [**Introduction**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/5.%20Building%20Deep%20Learning%20Models%20with%20TensorFlow/Week%201%20Introduction)\n* [**Supervised Learning Models**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/5.%20Building%20Deep%20Learning%20Models%20with%20TensorFlow/Week%202%20Supervised%20Learning%20Models)\n* [**Supervised Learning Models (Cont'd)**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/5.%20Building%20Deep%20Learning%20Models%20with%20TensorFlow/Week%203%20Supervised%20Learning%20Models%20(Cont'd))\n* [**Unsupervised Deep Learning Models**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/5.%20Building%20Deep%20Learning%20Models%20with%20TensorFlow/Week%204%20Unsupervised%20Deep%20Learning%20Models)\n* [**Unsupervised Deep Learning Models (Cont'd) and scaling**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/5.%20Building%20Deep%20Learning%20Models%20with%20TensorFlow/Week%205%20Unsupervised%20Deep%20Learning%20Models%20(Cont'd)%20and%20scaling)\n\n## AI Capstone Project with Deep Learning\n* [**Loading Data**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/6.%20AI%20Capstone%20Project%20with%20Deep%20Learning/1.%20Loading%20Data)\n* [**Data Preparation**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/6.%20AI%20Capstone%20Project%20with%20Deep%20Learning/2.%20Data%20Preparation)\n* [**Pretrained Models( Transfer Learning)**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/6.%20AI%20Capstone%20Project%20with%20Deep%20Learning/3.%20Pretrained%20Models(%20Transfer%20Learning))\n* [**Evaluating and Comparing Pretrained Models**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/6.%20AI%20Capstone%20Project%20with%20Deep%20Learning/4.%20Evaluating%20and%20Comparing%20Pretrained%20Models)\n\n# Certificate of Specialization\n![Certificate](https://github.com/aqafridi/AI-Engineering-Specialization/blob/main/IBM%20ai%20Engineering.png)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Faqafridi%2Fai-engineering-specialization","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Faqafridi%2Fai-engineering-specialization","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Faqafridi%2Fai-engineering-specialization/lists"}