{"repo":"serengil/tensorflow-101","free":true,"listed":false,"github":"https://github.com/serengil/tensorflow-101","clone":"git clone https://github.com/serengil/tensorflow-101.git","description":"TensorFlow 101: Introduction to Deep Learning","language":"Jupyter Notebook","stars":1099,"topics":["tensorflow","python","neural-networks","deep-learning","machine-learning","face-recognition","facial-expression-recognition","style-transfer","autoencoders","transfer-learning"],"license":"MIT","category":"machine-learning","readme_excerpt":"TensorFlow 101: Introduction to Deep Learning I have worked all my life in Machine Learning, and I've never seen one algorithm knock over its benchmarks like Deep Learning - Andrew Ng This repository includes deep learning based project implementations I've done from scratch. You can find both the source code and documentation as a step by step tutorial. Model structrues and pre-trained weights are shared as well. Facial Expression Recognition Code , Tutorial This is a custom CNN model. Kaggle FER 2013 data set is fed to the model. This model runs fast and produces satisfactory results. It can be also run real time as well. We can run emotion analysis in real time as well Real Time Code , Video Face Recognition Code , Tutorial Face recognition is mainly based on convolutional neural networks. We feed two face images to a CNN model and it returns a multi-dimensional vector representations. We then compare these representations to determine these two face images are same person or not. You can find the most popular face recognition models below. Model Creator LFW Score Code Tutorial --- --- --- --- --- VGG-Face The University of Oxford 98.78 Code Tutorial FaceNet Google 99.65 Code Tutorial DeepFace Facebook - Code Tutorial OpenFace Carnegie Mellon University 93.80 Code Tutorial DeepID The Chinese University of Hong Kong - Code Tutorial Dlib Davis E. King 99.38 Code Tutorial OpenCV OpenCV Foundation - Code Tutorial OpenFace in OpenCV Carnegie Mellon University 92.92 Code Tutoria","default_branch":null,"files":null,"tree":[],"storefront":"/r/serengil","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/serengil/tensorflow-101/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}