کانال تلگرام "Data Science Aspirants"

Data Science Aspirants

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به‌روزرسانی شده: March 11, 2026 at 2:14 AM

Data Science Aspirants

This is channel for Data enthusiast. If you like Data science news and tips, roadmap tips, free PDF then you can join this channel.

Join @data_scienceaspirants for exclusive data and data content and discussions in 23

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Data Science Aspirants

۲۰ اسفند ۱۴۰۴، ۰۳:۵۴

🤖 Multiple Agents in AI – What Does It Mean? (Part-1).

In Artificial Intelligence, multiple agents refer to a system where multiple AI entities (agents) work together to achieve a goal. These agents can be independent or collaborative, interacting in various ways to solve complex problems. 🚀

Types of Multi-Agent Systems:
✅ Cooperative Agents – Work together towards a common goal. 🤝
✅ Competitive Agents – Compete against each other (e.g., in games). 🎮
✅ Hybrid Agents – Mix of cooperation & competition. ⚖️

But how do they communicate and function? Stay tuned for Part 2! ⏳

#AI #MultiAgentSystems #ArtificialIntelligence
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Data Science Aspirants

۲۰ اسفند ۱۴۰۴، ۰۳:۵۴

Deep Dive into Data Roles(Part-2)

💡 What Do They Actually Do?

🔹 Data Analyst: Cleans, organizes & analyzes data to provide business insights. Uses SQL & Excel.
🔹 Data Engineer: Designs, develops & manages data pipelines. Works with Hadoop, Spark & Java.
🔹 Data Scientist: Uses machine learning & AI to predict future trends. Skilled in Python, R & Big Data tools.

💰 Salary Comparison (Avg. per year):
💵 Data Analyst: $67,377
💵 Data Engineer: $116,591
💵 Data Scientist: $117,345

Which role suits you best? Comment below! 👇💬

#DataJobs #CareerChoices #TechRoles

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Data Science Aspirants

۲۰ اسفند ۱۴۰۴، ۰۳:۵۴

Understanding Data Roles(Part-1)

🚀 Data Scientist vs. Data Engineer vs. Data Analyst – What’s the Difference?

Ever wondered what sets apart a Data Scientist, Data Engineer, and Data Analyst? 🤔 The answer lies in their core tasks!

✅ Data Scientist → Predicts future trends using machine learning & statistical models. 📊🔮
✅ Data Engineer → Builds & maintains data pipelines for data accessibility. 🏗💾
✅ Data Analyst → Extracts insights from data to support decision-making. 📉📈

Still confused? 🤯 Don’t worry! A detailed breakdown is coming in the next post. Stay tuned! ⏳✨

#DataScience #DataAnalytics #DataEngineering #CareerGrowth
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Data Science Aspirants

۲۰ اسفند ۱۴۰۴، ۰۳:۵۴

[poll]

Data Science Aspirants

۲۰ اسفند ۱۴۰۴، ۰۳:۵۴

DATA SCIENCE INTERVIEW QUESTIONS
01. What is the meaning of term weight initialization in neural networks?

Answer- In neural networking, weight initialization is one of the essential factors. A bad weight initialization prevents a network from learning. On the other side, a good weight initialization helps in giving a quicker convergence and a better overall error. Biases can be initialized to zero. The standard rule for setting the weights is to be close to zero without being too small.

02. What is the usage of the NVL() function?

Answer- The NVL() function is used to convert the NULL value to the other value. The function returns the value of the second parameter if the first parameter is NULL. If the first parameter is anything other than NULL, it is left unchanged. This function is used in Oracle, not in SQL and MySQL. Instead of NVL() function, MySQL have IFNULL() and SQL Server have ISNULL() function.

03. How to create a dictionary in Python?

Answer- In Python, a dictionary can be created by placing a sequence of elements within curly {} braces, separated by ‘comma’. Dictionary holds pairs of values, one being the Key and the other corresponding pair element being its Key:value. Values in a dictionary can be of any data type and can be duplicated, whereas keys can’t be repeated and must be immutable.

04. What is matplotlib and some of the basic plots in Matplotlib?

Answer- Matplotlib comes with a wide variety of plots. Plots help to understand trends, patterns, and to make correlations. They’re typically instruments for reasoning about quantitative information. Some of the basic plots are line plot, bar plot, scatter plot, etc.

Data Science Aspirants

۲۰ اسفند ۱۴۰۴، ۰۳:۵۴

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Data Science Aspirants

۲۰ اسفند ۱۴۰۴، ۰۳:۵۴

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Data Science Aspirants

۲۰ اسفند ۱۴۰۴، ۰۳:۵۴

pinned «Hard-Level Data Science Interview Questions 1️⃣ Explain backpropagation in neural networks. Ans: Backpropagation computes gradients of the loss function and updates weights to minimize errors in neural networks. 2️⃣ What is the vanishing gradient problem?…»

Data Science Aspirants

۲۰ اسفند ۱۴۰۴، ۰۳:۵۴

[poll]

Data Science Aspirants

۲۰ اسفند ۱۴۰۴، ۰۳:۵۴

[poll]

Data Science Aspirants

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Data Science Aspirants

This is channel for Data enthusiast. If you like Data science news and tips, roadmap tips, free PDF then you can join this channel.

Join @data_scienceaspirants for exclusive data and data content and discussions in 23

رتبه‌بندی

رتبه‌بندی جهانی

#21951

-1

رتبه‌بندی زبان

#78بدون تغییر

رتبه‌بندی دسته‌بندی

#301بدون تغییر

رشد مشترکان (29 روز گذشته)

مجموع: 325

رشد 24 ساعت: -2 1%

آخرین پست‌ها

Data Science Aspirants

۲۰ اسفند ۱۴۰۴، ۰۳:۵۴

🤖 Multiple Agents in AI – What Does It Mean? (Part-1).

In Artificial Intelligence, multiple agents refer to a system where multiple AI entities (agents) work together to achieve a goal. These agents can be independent or collaborative, interacting in various ways to solve complex problems. 🚀

Types of Multi-Agent Systems:
✅ Cooperative Agents – Work together towards a common goal. 🤝
✅ Competitive Agents – Compete against each other (e.g., in games). 🎮
✅ Hybrid Agents – Mix of cooperation & competition. ⚖️

But how do they communicate and function? Stay tuned for Part 2! ⏳

#AI #MultiAgentSystems #ArtificialIntelligence
🔰 Join Us On Telegram
➖➖➖➖➖➖➖➖➖➖➖
🔥For Data Science Aspirants
Join ➠