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docs/introduction.ipynb

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{
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"cell_type": "markdown",
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"source": [
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"![NN in AI](slide_1.png)"
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"![NN in AI](assets/slide_1.png)"
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],
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"metadata": {
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"collapsed": false,
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"cell_type": "markdown",
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"The most popular problems/domains which NN algorithm solves are considered to be:\n",
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"![Most common NN problems](slide_2.png)\n",
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"![Most common NN problems](assets/slide_2.png)\n",
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"* **Regression** - `the relationship estimate between dependent and independent variables.`\n",
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"> For example, you have different statistics about the house (f.i. bedroom number, has it garage or not, etc.) and you are required to estimate its price.\n",
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"> [More information](https://en.wikipedia.org/wiki/Regression_analysis)\n",
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"* **Computer Vision** - `derive meaniningful information from digital images, videos and other visual inputs.`\n",
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"> TLDR: allows computers to see, observe and understand.\n",
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"> For example, is it the image of dog or not?\n",
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"> [More information](https://www.ibm.com/topics/computer-vision)\n",
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"> ![Tweet](tweet.png)\n",
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"> ![Tweet](assets/tweet.png)\n",
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"* **Natural Language Processing (NLP)** - `understand text and spoken words in much the same way human beings can.`\n",
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"> For example, is this email spam or not?\n",
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"> [More information](https://www.ibm.com/cloud/learn/natural-language-processing)\n",
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"cell_type": "markdown",
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"source": [
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"One of the most popular languages used for NN is Python, so in this workshop/tutorial we will be using it with libraries/packages associated with it.\n",
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"![Popular programming languages](slide_3.png)\n",
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"![Libraries](slide_4.png)\n",
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"![Popular programming languages](assets/slide_3.png)\n",
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"![Libraries](assets/slide_4.png)\n",
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"\n",
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"**Libraries/packages:**\n",
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"* **TensorFlow** - an end-to-end machine learning platform. Documentation [here](https://www.tensorflow.org/api_docs/python/tf)\n",
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"cell_type": "markdown",
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"Training ML models requires much computing power and often your computer don't have so much power to execute code. In that situation I recommend using free cloud-based Python code executors.\n",
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"![Execute code](slide_5.png)\n",
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"![Execute code](assets/slide_5.png)\n",
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"* [**Google Colaboratory**](https://colab.research.google.com)\n",
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"* [**Kaggle**](https://www.kaggle.com)\n",
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"* [**Hugging faces**](https://huggingface.co/platform)"
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"source": [
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"## Neural Network structure - perceptron\n",
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"**Perceptron** can be considered as a neural networks basic *building block*.\n",
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"![Perceptron model](slide_6.png)\n",
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"![Perceptron model](assets/slide_6.png)\n",
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"More information can be found [here](http://introtodeeplearning.com).\n",
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"\n",
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"Couple of stacked perceptron create *layers*. Layers that are not input or output are called *hidden layers*."

mkdocs.yml

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theme:
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name: material
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logo: logo.png
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logo: assets/logo.png
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icon:
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repo: fontawesome/brands/github
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features:
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- Part 2 Computer Visiom: part_2.ipynb
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- Useful links: useful_links.ipynb
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hide:
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- navigation
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plugins:
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- search
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- mkdocs-jupyter:

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