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Discover powerful insights with Python, Machine Learning, Coding, and Rโ€”your essential toolkit for data-driven solutions, smart alg

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Cheat sheets for Machine Learning and Data Science interviews

A developer posted a useful set of cheat sheets for interview preparation. They contain all the most important information on key ML and DS topics.

Convenient to review before the interview or to brush up your basics.

Like if you find it useful ๐Ÿ‘

๐Ÿ‘‰ https://t.iss.one/CodeProgrammer
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Introducing Vanna: An Open-Source Text-to-SQL Tool | Daily Dose of Data Science posted on the topic | LinkedIn
Finally! A Text-to-SQL tool that actually works!

(100% open-source, 20k+ stars)

Vanna is an open-source RAG framework for complex Text-to-SQL generation, designed for handling dynamic datasets.

Works in 2 easy steps:

1๏ธโƒฃ Train a RAG โ€œmodelโ€ on your data.
2๏ธโƒฃ Ask questions in natural language which will return SQL queries that can be set up to automatically run on your database.

Key features:

๐ŸŽฏ High accuracy on complex datasets
๐Ÿค– Self-learning: improves with each query
๐Ÿ”’ Secure: data never leaves your environment
๐ŸŒ Connect to any SQL DB (Snowflake, Redshift, etc.)
๐Ÿงฉ Multiple front-end integrations (Jupyter, Slack, etc.)

Vanna GitHub: https://github.com/vanna-ai/vanna

https://t.iss.one/CodeProgrammer ๐ŸŒŸ
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๐Ÿ“œ ะฉะพะดะฝั โ€” ะฝะพะฒะฐ ะฟะพะดั–ั ะท ั–ัั‚ะพั€ั–ั—!
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โž– ะดะฐั‚ะธ, ั‰ะพ ะทะผั–ะฝะธะปะธ ัะฒั–ั‚,
โž– ะฒะธะทะฝะฐั‡ะฝั– ัƒะบั€ะฐั—ะฝั†ั– ั‚ะฐ ัะฒั–ั‚ะพะฒั– ะฟะพะดั–ั—.
๐Ÿ‘‡ ะะฐั‚ะธัะบะฐะน ั– ะฟั–ะดะฟะธััƒะนัั, ั‰ะพะฑ ะดั–ะทะฝะฐะฒะฐั‚ะธัั ั–ัั‚ะพั€ั–ัŽ ั€ะฐะทะพะผ ะท ะฝะฐะผะธ:
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This channels is for Programmers, Coders, Software Engineers.

0๏ธโƒฃ Python
1๏ธโƒฃ Data Science
2๏ธโƒฃ Machine Learning
3๏ธโƒฃ Data Visualization
4๏ธโƒฃ Artificial Intelligence
5๏ธโƒฃ Data Analysis
6๏ธโƒฃ Statistics
7๏ธโƒฃ Deep Learning
8๏ธโƒฃ programming Languages

โœ… https://t.iss.one/addlist/8_rRW2scgfRhOTc0

โœ… https://t.iss.one/Codeprogrammer
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โœจ Python Cheat Sheet โœจ

๐Ÿ“– Compact Python cheat sheet covering setup, syntax, data types, variables, strings, control flow, functions, classes, errors, and I/O.

๐Ÿท๏ธ #Python
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Found a top open-source tool

It turns any JSON or YAML into an interactive mind-map.

Convenient for analyzing complex structures, you can immediately see connections and nesting.

The perfect tool to avoid getting lost in the "forest of brackets" and to understand data faster. A must-have for developers ๐Ÿ˜ง

confmap.com

๐Ÿ‘‰ @codeprogrammer
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๐Ÿ“Œ Understanding Random Forest using Python (scikit-learn)

๐Ÿ—‚ Category: MACHINE LEARNING

๐Ÿ•’ Date: 2025-05-15 | โฑ๏ธ Read time: 9 min read

A Random Forest is a powerful machine learning algorithm that can be used for classificationโ€ฆ
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ุญูˆู‘ู„ ููƒุฑุชูƒ ุฅู„ู‰ ู…ุดุฑูˆุน ู†ุงุฌุญ ู…ุน ‎#ุณู‡ูˆู„ ๐Ÿš€
ู…ู†ุตู‘ุฉ ุนุฑุจูŠุฉ ู…ุชูƒุงู…ู„ุฉ ู„ุฅุฏุงุฑุฉ ุงู„ู…ุดุงุฑูŠุน ุชุนุชู…ุฏ ุนู„ู‰ ุงู„ุฐูƒุงุก ุงู„ุงุตุทู†ุงุนูŠุŒ ู„ุชู†ุธูŠู… ู…ู‡ุงู…ูƒ ูˆูุฑูŠู‚ูƒ ุจุณู‡ูˆู„ุฉ ูˆู…ุฑูˆู†ุฉ.
ุฌุฑู‘ุจ ุงู„ู†ุณุฎุฉ ุงู„ุชุฌุฑูŠุจูŠุฉ ุงู„ุขู† ู…ุฌุงู†ุงู‹ ุนู„ู‰: suhol.ai

ู„ู„ุงุณุชูุณุงุฑุงุช ู…ุฌู…ูˆุนุฉ ุณู‡ูˆู„ ุนู„ู‰ ุชูŠู„ูŠุฌุฑุงู…: @suhol_ai

#ุฅุฏุงุฑุฉ_ุงู„ู…ุดุงุฑูŠุน#ุฐูƒุงุก_ุงุตุทู†ุงุนูŠ#kanban#ู…ุดุงุฑูŠุน#ุชุทูˆูŠุฑ
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Python | Machine Learning | Coding | R
Photo
๐Ÿš€๐Ÿ”ฅ ๐—•๐—ฒ๐—ฐ๐—ผ๐—บ๐—ฒ ๐—ฎ๐—ป ๐—”๐—ด๐—ฒ๐—ป๐˜๐—ถ๐—ฐ ๐—”๐—œ ๐—•๐˜‚๐—ถ๐—น๐—ฑ๐—ฒ๐—ฟ โ€” ๐—™๐—ฟ๐—ฒ๐—ฒ ๐—–๐—ฒ๐—ฟ๐˜๐—ถ๐—ณ๐—ถ๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—ฃ๐—ฟ๐—ผ๐—ด๐—ฟ๐—ฎ๐—บ
Master the hottest skill in tech: building intelligent AI systems that think and act independently.

Learn to build smart ๐—ฐ๐—ต๐—ฎ๐˜๐—ฏ๐—ผ๐˜๐˜€, ๐—”๐—œ ๐—ฎ๐˜€๐˜€๐—ถ๐˜€๐˜๐—ฎ๐—ป๐˜๐˜€ ๐—ฎ๐—ป๐—ฑ ๐—บ๐˜‚๐—น๐˜๐—ถ-๐—ฎ๐—ด๐—ฒ๐—ป๐˜ ๐˜€๐˜†๐˜€๐˜๐—ฒ๐—บ๐˜€.

๐—˜๐—ฎ๐—ฟ๐—ป ๐—ฝ๐—ฟ๐—ผ๐—ณ๐—ฒ๐˜€๐˜€๐—ถ๐—ผ๐—ป๐—ฎ๐—น ๐—ฐ๐—ฒ๐—ฟ๐˜๐—ถ๐—ณ๐—ถ๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ป and ๐—ด๐—ฒ๐˜ ๐—ป๐—ผ๐˜๐—ถ๐—ฐ๐—ฒ๐—ฑ ๐—ฏ๐˜† ๐˜๐—ผ๐—ฝ ๐—”๐—œ ๐—ฒ๐—บ๐—ฝ๐—น๐—ผ๐˜†๐—ฒ๐—ฟ๐˜€.

๐—™๐—ฟ๐—ฒ๐—ฒ. ๐—ฆ๐—ฒ๐—น๐—ณ-๐—ฝ๐—ฎ๐—ฐ๐—ฒ๐—ฑ. ๐—–๐—ฎ๐—ฟ๐—ฒ๐—ฒ๐—ฟ-๐—ฐ๐—ต๐—ฎ๐—ป๐—ด๐—ถ๐—ป๐—ด.

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โค9๐Ÿ‘2
Python | Machine Learning | Coding | R pinned ยซ๐Ÿš€๐Ÿ”ฅ ๐—•๐—ฒ๐—ฐ๐—ผ๐—บ๐—ฒ ๐—ฎ๐—ป ๐—”๐—ด๐—ฒ๐—ป๐˜๐—ถ๐—ฐ ๐—”๐—œ ๐—•๐˜‚๐—ถ๐—น๐—ฑ๐—ฒ๐—ฟ โ€” ๐—™๐—ฟ๐—ฒ๐—ฒ ๐—–๐—ฒ๐—ฟ๐˜๐—ถ๐—ณ๐—ถ๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—ฃ๐—ฟ๐—ผ๐—ด๐—ฟ๐—ฎ๐—บ Master the hottest skill in tech: building intelligent AI systems that think and act independently. Learn to build smart ๐—ฐ๐—ต๐—ฎ๐˜๐—ฏ๐—ผ๐˜๐˜€, ๐—”๐—œ ๐—ฎ๐˜€๐˜€๐—ถ๐˜€๐˜๐—ฎ๐—ป๐˜๐˜€ ๐—ฎ๐—ป๐—ฑ ๐—บ๐˜‚๐—น๐˜๐—ถ-๐—ฎ๐—ด๐—ฒ๐—ป๐˜ ๐˜€๐˜†๐˜€๐˜๐—ฒ๐—บ๐˜€. ๐—˜๐—ฎ๐—ฟ๐—ป ๐—ฝ๐—ฟ๐—ผ๐—ณ๐—ฒ๐˜€๐˜€๐—ถ๐—ผ๐—ป๐—ฎ๐—น ๐—ฐ๐—ฒ๐—ฟ๐˜๐—ถ๐—ณ๐—ถ๐—ฐ๐—ฎ๐˜๐—ถ๐—ผ๐—ปโ€ฆยป
๐Ÿ“Œ Method of Moments Estimation with Python Code

๐Ÿ—‚ Category: DATA SCIENCE

๐Ÿ•’ Date: 2025-02-12 | โฑ๏ธ Read time: 10 min read

Letโ€™s say you are in a customer care center, and you would like to knowโ€ฆ
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