Data Analytics
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Dive into the world of Data Analytics – uncover insights, explore trends, and master data-driven decision making.

Admin: @HusseinSheikho || @Hussein_Sheikho
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Numpy_Cheat_Sheet.pdf
4.8 MB
NumPy Cheat Sheet: Data Analysis in Python

This #Python cheat sheet is a quick reference for #NumPy beginners.

Learn more:
https://www.datacamp.com/cheat-sheet/numpy-cheat-sheet-data-analysis-in-python

https://xn--r1a.website/DataAnalyticsX
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👍 A fresh deep learning course from MIT is now available publicly

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The program includes modern neural network architectures, generative models, transformers, inference, and other key topics.

A great opportunity to study deep learning based on the structure of a top university, free of charge and without simplifications — let's learn here.
https://ocw.mit.edu/courses/6-7960-deep-learning-fall-2024/resources/lecture-videos/

tags: #python #deeplearning

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Data Science Roadmap.pdf
15.5 MB
🏷 Comprehensive Data Science Roadmap Notes

This roadmap is exactly the secret recipe you need to get out of confusion and know how to step-by-step prepare yourself for the job market.

🕡 From mastering Python and SQL to cleaning data and working with cloud tools, which are prerequisites for any project.

🕑 How to extract real analysis reports and strategies from raw data using statistics and visualization tools.

🕗 You will learn everything from machine learning and advanced algorithms to precise model evaluation.

🕙 Get familiar with neural networks, generative artificial intelligence, and language models to have a voice in today's modern world.

🕧 How to build real projects and portfolios that are exactly what hiring managers and big companies are looking for.

🌐 #DataScience #DataScience #pytorch #python #Roadmap

https://xn--r1a.website/CodeProgrammer
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wa.link/8fy3x4
Pandas vs. Polars: A Complete Comparison of Syntax, Speed, and Memory

Need help choosing the right #Python dataframe library? This article compares #Pandas and #Polars to help you decide.

If you've been working with data in Python, you've almost certainly used pandas. It's been the go-to library for data manipulation for over a decade. But recently, Polars has been gaining serious traction. Polars promises to be faster, more memory-efficient, and more intuitive than pandas. But is it worth learning? And how different is it really?

In this article, we'll compare pandas and Polars side-by-side. You'll see performance benchmarks, and learn the syntax differences. By the end, you'll be able to make an informed decision for your next data project.

Read: https://www.kdnuggets.com/pandas-vs-polars-a-complete-comparison-of-syntax-speed-and-memory

https://xn--r1a.website/CodeProgrammer 🌺
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➡️ Link to the course

tags: #Python #DataScience #DeepLearning #AI
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Last Chance – Get It Before It’s Gone!
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Machine Learning in python.pdf
1 MB
Machine Learning in Python (Course Notes)

I just went through an amazing resource on #MachineLearning in #Python by 365 Data Science, and I had to share the key takeaways with you!

Here’s what you’ll learn:

🔘 Linear Regression - The foundation of predictive modeling

🔘 Logistic Regression - Predicting probabilities and classifications

🔘 Clustering (K-Means, Hierarchical) - Making sense of unstructured data

🔘 Overfitting vs. Underfitting - The balancing act every ML engineer must master

🔘 OLS, R-squared, F-test - Key metrics to evaluate your models

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I found the BEST video explaining how LLMs work 👇

🔗 check out the full video here : https://lnkd.in/dvjZS89d

#LLM #ML #AI #Python

By: https://xn--r1a.website/DataAnalyticsX
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