Sqlcode 8b based on Llama-3 has been released!
This is probably the best <10B model currently available for converting text to SQL .
Works better than gpt-4-turbo and claude opus for generating SQL queries.
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python -m pip install featuretools
Featuretools is a Python library for automated feature development, i.e. defining variables from the data set for training the ML model.
Featuretools excels at converting temporal and relational datasets into feature matrices for machine learning.
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Not only basic topics are covered here, but also more advanced ones - such as working with
datetime
, itertools
, os
and other modules/librariesGreat source of information to look through before your interview.
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This laptop describes in as much detail as possible each step of implementing a transformer from scratch, with the necessary theoretical minimum
For complete enlightenment, you can combine it with video 3b1b
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pip install gensim
Gensim can be used for document indexing and similarity searches in large texts.
Gensim will be especially relevant for specialists in natural language processing (NLP) and information retrieval.
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Keep a powerful cheat sheet on data structures in Python; Everything is explained here with examples, so it will be crystal clear
Concepts such as mutability, immutability are described, things like list comprehensions and much more are described.
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Here you will find the basic theory of Machine Learning and examples of the implementation of specific ML algorithms - in general, this is just the thing to brush up on your knowledge before the interview.
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