COSCUP 2016 - NAS也會揀土豆
Contents
今年在 COSCUP 2016 上分享了「NAS 也可以揀土豆」主題。
TensorFlow 是由 Google 所公布的開源機器學習平台,根據 Github 的數據統計,TensorFlow 成為2016年最受關注的十大開源專案之一。此次分享將介紹,如何在 NAS 上整合TensorFlow 及相關 Open source project,以展示幾種相關的資料分析應用。
outline
- Machine learning
- Deep learning
- Neural Network
- Convolutional neural network
- Building a classifier for NAS
- Study information
slide
github demo repo
cage1016/coscup2016-nas-session: Nas 也可以揀土豆
tips
在準備簡報的過程中也學習到了 Machine learning, Deep learning, Convolutional Neural Network(CNN) 的相關概念, 其實花了很多時候再分辨這其中的差異有什麼不同, 自己也是剛剛開始學習這門學科, 主題分享上算是入門給大家比較大一點的概念(也是自己的學習心得)
Study information
- Deep Learning | Udacity
- Research Blog: Train your own image classifier with Inception in TensorFlow
- jtoy/awesome-tensorflow: TensorFlow - A curated list of dedicated resources http://tensorflow.org
- Deep Learning - Convolutional Neural Networks
- Neural networks and deep learning
- Multiple Component Learning
- DIGITS/GettingStarted.md at master · NVIDIA/DIGITS
- How to Retrain Inception’s Final Layer for New Categories
- TensorFlow For Poets
- DIY Deep Learning for Vision: a Hands-On Tutorial with Caffe - Google Slides
- Caffe | Deep Learning Framework
- Understanding Convolutional Neural Networks for NLP – WildML