AI

0-Prompt engineering

Documentation about the research done on Prompt engineering for agents.

1-Simulated Annealing

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Inspired by metallurgy, simulated annealing is a technique used in mathematical optimization to find the best solution in complex problems.

2-Probabilities

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Probability is the best way to deal with uncertainty. For example, you can’t be certain that an input will be correct so you’ll use probability to find the closest to the…

3-Machine Learning

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AI is a broad and often exciting term that encompasses many different technologies. When recruiting, you’ll need to be more specific and talk about areas like machine…

4-Working with text (NLP’s)

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NLP comprises techniques that enable us to solve various tasks such as internet search, document categorization, and automatic question answering (think of smart assistants…

5-Embeddings (with online models)

Documentation about the research done on embeddings. Testing clustering, retrieval, and pricing of text-embedding-ada-002, text-embedding-3-large, mini_lm_l12_v2…

6-Overfitting

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Overfitting is one of the fundamental issues that should be a mandatory part of any practical machine learning course. Without understanding it, one can do a great deal of…

7-Logistic Regression

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The difference between linear regression and logistic regression lies in what happens after the above linear function has been calculated. In linear regression, we’re done…

8-Neural Networks

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9-Deep Learning

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10-Transformers

Let’s create a transformer trained with shakespear work:

11-LLMs (online APIs)

Documentation about the research done on LLMs using gemma2 for embeddings. Testing answers, pricing, and other factors of gpt-4o, gpt-4o-mini, mixtral8x22b, mixtral, llama3