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https://github.com/aqafridi/ai-engineering-specialization

This repo contain all materials for modern techniques used in Artificial intelligence engineering using frameworks of TensorFlow, Pytorch and OpenCV.
https://github.com/aqafridi/ai-engineering-specialization

cnn computer-vision keras neural-network opencv pillow pytorch tensorflow

Last synced: 2 days ago
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This repo contain all materials for modern techniques used in Artificial intelligence engineering using frameworks of TensorFlow, Pytorch and OpenCV.

Host: GitHub
URL: https://github.com/aqafridi/ai-engineering-specialization
Owner: aqafridi
License: mit
Created: 2021-10-08T10:05:13.000Z (over 3 years ago)
Default Branch: main
Last Pushed: 2022-02-21T09:05:02.000Z (almost 3 years ago)
Last Synced: 2024-11-14T01:32:28.396Z (2 months ago)
Topics: cnn, computer-vision, keras, neural-network, opencv, pillow, pytorch, tensorflow
Language: Jupyter Notebook
Homepage:
Size: 30.7 MB
Stars: 2
Watchers: 1
Forks: 1
Open Issues: 0
Metadata Files:
- Readme: README.md
- License: LICENSE

Awesome Lists containing this project

README

# AI-Engineering-Specialization

## Machine Learning with Python
* [**1. Regression**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/1.%20Machine%20Learning%20with%20Python/1.%20Regression)
* [**2. Classification**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/1.%20Machine%20Learning%20with%20Python/2.%20Classification)
* [**3. Clustering**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/1.%20Machine%20Learning%20with%20Python/3.%20Clustering)
* [**4. Recommender Systems**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/1.%20Machine%20Learning%20with%20Python/4.%20Recommender%20Systems)
* [**5. Final Project**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/1.%20Machine%20Learning%20with%20Python/5.%20Final%20Project)

## Intro to Deep Learning & Neural Networks with Keras
* [**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)
* [**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)
* [**Keras Regression & 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)
* [**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)
* [**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)

## Introduction to Computer Vision and Image Processing
* [**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)
* [**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)
* [**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)
* [**Object Detection**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/3.%20Introduction%20to%20Computer%20Vision%20and%20Image%20Processing/4.%20Object%20Detection)
* [**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)

## Deep Neural Networks with PyTorch
* [**Tensor and Datasets**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/4.%20Deep%20Neural%20Networks%20with%20PyTorch/1.%20Tensor%20and%20Datasets)
* [**Linear Regression**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/4.%20Deep%20Neural%20Networks%20with%20PyTorch/2.%20Linear%20Regression)
* [**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)
* [**Softmax Rergresstion**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/4.%20Deep%20Neural%20Networks%20with%20PyTorch/4.%20Softmax%20Rergresstion)
* [**Deep Networks**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/4.%20Deep%20Neural%20Networks%20with%20PyTorch/5.%20Deep%20Networks)
* [**Convolutional Neural Network**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/4.%20Deep%20Neural%20Networks%20with%20PyTorch/6.%20Convolutional%20Neural%20Network)

## Building Deep Learning Models with TensorFlow
* [**Introduction**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/5.%20Building%20Deep%20Learning%20Models%20with%20TensorFlow/Week%201%20Introduction)
* [**Supervised Learning Models**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/5.%20Building%20Deep%20Learning%20Models%20with%20TensorFlow/Week%202%20Supervised%20Learning%20Models)
* [**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))
* [**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)
* [**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)

## AI Capstone Project with Deep Learning
* [**Loading Data**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/6.%20AI%20Capstone%20Project%20with%20Deep%20Learning/1.%20Loading%20Data)
* [**Data Preparation**](https://github.com/aqafridi/AI-Engineering-Specialization/tree/main/6.%20AI%20Capstone%20Project%20with%20Deep%20Learning/2.%20Data%20Preparation)
* [**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))
* [**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)

# Certificate of Specialization
![Certificate](https://github.com/aqafridi/AI-Engineering-Specialization/blob/main/IBM%20ai%20Engineering.png)