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Juan De Dios Santos - Getting better at Pokémon using data, Python, and ChatGPT | PyData Global 2023
Join Juan De Dios Santos as he shares his journey using data, Python, and ChatGPT to improve his Pokémon trading card game skills, from analyzing win ratios to identifying patterns and mistakes.
Key Takeaways
- The speaker, Juan, is a software engineer who loves playing the Pokémon trading card game and uses data analysis and Python to improve his gameplay.
- Juan’s first project was to analyze the data from 100 matches and calculate the win ratio against different opponents’ decks.
- He used the Hypergeometric Distribution to calculate the probability of drawing a specific number of cards in a hand.
- Juan’s second project was to create a dashboard in Google Sheets to track his wins and losses over time.
- He used NLP to analyze his gameplay notes and identify patterns and mistakes.
- Juan’s third project was to use chatGPT to analyze his gameplay notes and provide insights on how to improve.
- He calculated the win ratio for different decks and identified patterns in his gameplay.
- Juan used Python to create a function to calculate the Hypergeometric Distribution and to iterate through his notes.
- He also used chatGPT to analyze his gameplay notes and provide insights on how to improve.
- Juan realized the importance of data analysis in improving his gameplay and the value of using tools like Python and chatGPT.
- He is eager to share his experiences and know-how with others who play the Pokémon trading card game.