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placeholderBegin your journey here...

Basic Level

No Idea what Neural Networks are? Are you looking for readable and understandable basic knowledge and a quick overview about CNNs?

Erweitern
titleEnter here...

  1. Introduction

  2. Artificial Neural Networks

    1. Supervised Learning

    2. Unsupervised Learning

  3. Convolutional Neural Networks

    1. Layers of a Convolutional Neural Network

    2. Convolutional Neural Network Architectures

Advanced Level  

Already basic knowledge about CNNs? Want to know more about Optimization, Performance and current research topics?

Erweitern
titleEnter here...

  1. Optimization and Performance

    1. Batch Normalization

    2. GPU Performance Enhancement

    3. Adaptive Learning Rate Method

    4. Dropout

  2. Unresolved issues/ Limiting Factors

  3. Current Research Topics  

    1. Spatial Transformer Networks

    2. Generative Adversarial Networks (GANs)

    3. Recurrent Neural Networks - Combination of RNN and CNN

    4. Deep Residual Networks

Tools and Applications  

Current Applications with neural networks explained and described. Advanced knowledge about CNNs required for this section. Are you ready?

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  1. Introduction to CNN Tools

    1. Tensorflow

    2. CNTK

  2. Application Examples of Convolutional Neural Networks

    1. Super-Resolution

    2. Face Hallucination 

    3. Facial Landmark Detection

    4. Face Recognition

    5. Video Analysis

    6. Object Detection / Fast R-CNN

    7. Image Semantic Segmentation 

    8. Convolutional Neural Network for Game