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๐Ÿผ๐Ÿคนโ€โ™‚๏ธ pandas trick:
Two easy ways to reduce DataFrame memory usage:
1. Only read in columns you need
2. Use 'category' data type with categorical data

Example:
df = pd.read_csv('file.csv', usecols=['A', 'C', 'D'], dtype={'D':'category'})

#Python #DataScience

โœด๏ธ @AI_Python_EN
Quick links for all things #R and #Python:

1. Overview of using python with RStudio: https://lnkd.in/d5NkJAt
2. Python & #shiny: https://lnkd.in/dVfkE6b
3. Python & #rmarkdown: https://lnkd.in/dXpSd7i
4. Python with #plumber: https://lnkd.in/dn2pEAQ

For a central location to publish all of your team's data products (R artifacts, R & python mixed assets, and #jupyternotebooks), check out RStudio Connect: https://lnkd.in/dXW7iPG

โœด๏ธ @AI_Python_EN
Module 3: Core Machine Learning (May-October Semester)
July 6th by FAST-NU AI/ML Training Center

Module 3 (Core Machine Learning) of our ongoing cohort (May October semester) for the AI-ML training program. It covers basic to intermediate Machine Learning and lays a solid foundation to build or transition into a career of ML and Data Science, and also to provide a thorough grounding for the next Deep Learning Module.

https://www.facebook.com/events/2195319697439547/

#deeplearning #machinelearning #opencv #AI #ML #Python

โœด๏ธ @AI_Python_EN
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Welcome to @ai_machinelearning_big_data the world of :
* #Artificial #Intelligence,
* #Deep #Learning,
* #Machine #Learning,
* #Data #Science
* #Python Programming language
* and more advanced research
links๐Ÿ”— and more you wanted.
Join us and learn hot topics of Computer Science together.๐Ÿ‘‡๐Ÿ‘‡๐Ÿ‘‡

@ai_machinelearning_big_data
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Classifying Legendary Pokemon Birds ๐Ÿฆ๐Ÿฆ๐Ÿฆ

๐Ÿ‘‰๐Ÿ‘‰๐Ÿ‘‰ Try it yourself:
https://lnkd.in/eYhKNAh ๐Ÿ‘ˆ๐Ÿ‘ˆ๐Ÿ‘ˆ

After only the second fastai "Practical Deep Learning for Coders" class I was able to complete an end-to-end deep learning project! ๐Ÿค–๐Ÿค–๐Ÿค–

The main goal is to classify an image as either one of the Legendary Pokemon Birds - Articuno, Moltres or Zapdos - or an alternative class which includes everything else. Needless to say that sometimes my model gets confused about the alternative class since not so many diverse images were feed into it...

Source code:
https://lnkd.in/eRfkBx8
Forked from:
https://lnkd.in/e_k4nqN

#ai #ml #dl #deeplearning #cnn #python

โœด๏ธ @AI_Python_EN