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1 Neuron activation and brain activity
2 What is deep learning question? Examples of where deep learning being used
3 Definition of deep learning and machine learning, AI
4 Type of deep learning problems: Supervised, Unsupervised and Reinforment learning
5 Imagenet classification challenge, GPUs, big data
6 A simple supervised algorithm: ordinary least squares
7 Using images as inputs pixels values
8 Traditional way of using images by feauture engineering
9 Convolutions and automatic feature detection
10 Image classification, detection and segmentation
11 Kaggle, National Fisheries Detection, Seals, Planet, DSB, airbus ****
12 Examples of deep learning outside kaggle
13 Plankton and imaging systems
14 Benefits of automatic systems versus humans
15 FlowCAM example
16 Overfitting, train, validation and test set
17 Transfer learning
18 Image augmentation
19 Improvement of image classification with DNN
20 Example with DSB2018
21 Other fields in addition to images: time series http://colah.github.io/posts/2015-08-Understandi
22 Word embeddings and DNA
23 Minion, dicaprio papers
24 How to learn deep learning: resources