Python for Data Analysts
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Find top Python resources from global universities, cool projects, and learning materials for data analytics.

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Useful links: heylink.me/DataAnalytics
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Python for Data Analysts
Pandas Cheatsheet .pdf
๐Ÿš€ Pandas Cheatsheet โ€“ Master Data Analysis Like a Pro! ๐Ÿ“Š
Free Data Analytics Courses With Certificate
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https://www.linkedin.com/posts/sql-analysts_dataanalyst-datascience-datacamp-activity-7392164126371958784-cFIc

Double Tap โ™ฅ๏ธ For More Free Resources
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R_language Notes.pdf
1.2 MB
๐Ÿ”— R language complete notes ๐Ÿ˜ก

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Pandas Cheatsheet For Data Analysis
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๐Ÿš€ The Ultimate Data Science Roadmap โ€” 2025 Edition

Ready to start or upgrade your Data Science journey? Hereโ€™s your quick guide from basics to Gen AI ๐Ÿ‘‡

๐Ÿงฎ 1๏ธโƒฃ Math & Stats โ€“ Master algebra, probability & calculus โ€” the core of ML & AI.

๐Ÿ’ป 2๏ธโƒฃ Python & SQL โ€“ Learn Python (NumPy, APIs, OOPs) & SQL for data wrangling.

๐Ÿ“Š 3๏ธโƒฃ Excel โ€“ Still key for quick analysis, pivot tables & data cleaning.

๐Ÿ“ˆ 4๏ธโƒฃ Data Analysis โ€“ Do EDA, build dashboards (Power BI/Tableau), and visualize with Pandas.

๐Ÿค– 5๏ธโƒฃ Machine Learning โ€“ Start with regression, classification & model tuning.

๐Ÿง  6๏ธโƒฃ Deep Learning โ€“ Learn CNNs, RNNs & model deployment for CV & NLP.

โš™๏ธ 7๏ธโƒฃ Generative AI & LLMs โ€“ Explore RAG, AutoGPT & reasoning frameworks.

๐Ÿคฏ 8๏ธโƒฃ Agentic AI โ€“ Dive into LangChain, OpenAI APIs & intelligent agents.

๐ŸŽฏ Pro Tip:
Donโ€™t rush. Be consistent. Build projects, join Kaggle, and solve real problems โ€” thatโ€™s where real learning happens.
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The program for the 10th AI Journey 2025 international conference has been unveiled: scientists, visionaries, and global AI practitioners will come together on one stage. Here, you will hear the voices of those who don't just believe in the futureโ€”they are creating it!

Speakers include visionaries Kai-Fu Lee and Chen Qufan, as well as dozens of global AI gurus from around the world!

On the first day of the conference, November 19, we will talk about how AI is already being used in various areas of life, helping to unlock human potential for the future and changing creative industries, and what impact it has on humans and on a sustainable future.

On November 20, we will focus on the role of AI in business and economic development and present technologies that will help businesses and developers be more effective by unlocking human potential.

On November 21, we will talk about how engineers and scientists are making scientific and technological breakthroughs and creating the future today!

Ride the wave with AI into the future!

Tune in to the AI Journey webcast on November 19-21.
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How to become a Data Analyst in 2025
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