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- # Andrei-Sorin Popovici - First Month at RIST
- Here I will document what I learned during my first month at the Romanian Institute of Science and Technology
- # First week
- I started with Recurrent Neural Networks by reading one of Andrej Karpathy's blog posts which showcased the effectiveness and versatility of RNNs. He showed that a simple network of standard RNN cells can generate any type of text: Shakespeare, abstract algebra, C++ code and more.
- *de inserat 2-3 poze cu exemple din blogpost*
- http://karpathy.github.io/2015/05/21/rnn-effectiveness/
- http://cs231n.github.io/neural-networks-case-study/
- http://adventuresinmachinelearning.com/recurrent-neural-networks-lstm-tutorial-tensorflow/
- The next thing natural thing to study was how does and RNN cell looks like, how it works and why it works.
- ... (De pus linkuri despre RNNs)
- De continuat cu LSTM-uri
- ## Second week
- LSTMs, LSTM experiments, latent space
- Turing test(?)
- ## Third week
- During this week my focus was to implement a CNN
- Neuroscience, experimentul cu lumina - legatura cu CNN-uri
- ## Fourth week
- Autoencoder, 2-SAT, programare liniara (inceput)
- https://distill.pub/2016/misread-tsne/
- # Synchronization
- Synchronization is one of the biggest features of StackEdit. It enables you to synchronize any file in your workspace with other files stored in your **Google Drive**, your **Dropbox** and your **GitHub** accounts. This allows you to keep writing on other devices, collaborate with people you share the file with, integrate easily into your workflow... The synchronization mechanism takes place every minute in the background, downloading, merging, and uploading file modifications.
- There are two types of synchronization and they can complement each other:
- - The workspace synchronization will sync all your files, folders and settings automatically. This will allow you to fetch your workspace on any other device.
- > To start syncing your workspace, just sign in with Google in the menu.
- - The file synchronization will keep one file of the workspace synced with one or multiple files in **Google Drive**, **Dropbox** or **GitHub**.
- > Before starting to sync files, you must link an account in the **Synchronize** sub-menu.
- # Publication
- Publishing in StackEdit makes it simple for you to publish online your files. Once you're happy with a file, you can publish it to different hosting platforms like **Blogger**, **Dropbox**, **Gist**, **GitHub**, **Google Drive**, **WordPress** and **Zendesk**. With [Handlebars templates](http://handlebarsjs.com/), you have full control over what you export.
- > Before starting to publish, you must link an account in the **Publish** sub-menu.
- # Markdown extensions
- StackEdit extends the standard Markdown syntax by adding extra **Markdown extensions**, providing you with some nice features.
- > **ProTip:** You can disable any **Markdown extension** in the **File properties** dialog.
- ## SmartyPants
- SmartyPants converts ASCII punctuation characters into "smart" typographic punctuation HTML entities. For example:
- | |ASCII |HTML |
- |----------------|-------------------------------|-----------------------------|
- |Single backticks|`'Isn't this fun?'` |'Isn't this fun?' |
- |Quotes |`"Isn't this fun?"` |"Isn't this fun?" |
- |Dashes |`-- is en-dash, --- is em-dash`|-- is en-dash, --- is em-dash|
- ## KaTeX
- You can render LaTeX mathematical expressions using [KaTeX](https://khan.github.io/KaTeX/):
- The *Gamma function* satisfying $\Gamma(n) = (n-1)!\quad\forall n\in\mathbb N$ is via the Euler integral
- $$
- \Gamma(z) = \int_0^\infty t^{z-1}e^{-t}dt\,.
- $$
- > You can find more information about **LaTeX** mathematical expressions [here](http://meta.math.stackexchange.com/questions/5020/mathjax-basic-tutorial-and-quick-reference).
- ## UML diagrams
- You can render UML diagrams using [Mermaid](https://mermaidjs.github.io/). For example, this will produce a sequence diagram:
- ```mermaid
- sequenceDiagram
- Alice ->> Bob: Hello Bob, how are you?
- Bob-->>John: How about you John?
- Bob--x Alice: I am good thanks!
- Bob-x John: I am good thanks!
- Note right of John: Bob thinks a long<br/>long time, so long<br/>that the text does<br/>not fit on a row.
- Bob-->Alice: Checking with John...
- Alice->John: Yes... John, how are you?
- ```
- And this will produce a flow chart:
- ```mermaid
- graph LR
- A[Square Rect] -- Link text --> B((Circle))
- A --> C(Round Rect)
- B --> D{Rhombus}
- C --> D
- ```
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