winter_school_AI
🌨️ Winter 🧣🧤🥶 school for AI teaching working professionals the basics of AI, Python programming, LLMs and agentic stuff
Syllabus
📝 Detailed Syllabus and Learning Outcomes
Outline
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Wednesday 6th January 1:30 PM UK time
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Unsupervised ML 1 – Soumya Banerjee 1 hour 45 mins
- Unsupervised ML 2 – Soumya Banerjee 1 hour 30 mins
How to 🎮 🛠️normalize data
How to visualize
Spot trends: Exercise spot what is wrong
Use Python to visualize and do PCA using the pca package and 🎮 🛠️tSNE (optionally) and get feel of data
- Thursday 7th January 1:30 PM UK time
Link and segue between unsupervised learning and PCAs (see diagram on last page) and polished diagram here and notes here and diagram here
🎥 Unsupervised learning is the first step towards LLMs: video by 3blue1brown
🤔❓ How to extend this to genes, materials science, robotics? Everything is a token
🎮 🛠️Practical on absolute basic transformers
🤔❓ How does ChatGPT serve 900 million users?
Agentic and LLM hackathon
Software
How to use in Colab:
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Open a new notebook in Google Colab
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If you want to run the notebooks in Colab, you can also use the Open in Colab badge below:
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Run the commands in code cells.
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You can now create notebooks and run any of the scripts in Google Colab.