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Big Data and Machine Learning — what is the difference and how are they related?

Today, these words are heard everywhere — and indeed, both Big Data and ML have become the most important areas in IT. Let's figure it out (https://t.me/bigdatateam/255 ) what they are and why businesses and developers need them.

Big Data is about infrastructure and scale.

When there is too much data, the usual approaches no longer work.

Big Data is about making analysis and machine learning possible when working with millions of records, terabytes of logs, and a real—time data stream.

It 's not just collecting information —

This is to build systems that allow you to process all this efficiently.:

—Quickly,

— in parallel,

— reliable,

— and without losses.

Simple algorithms + more data > complex algorithms + little data

Therefore, Big Data is the foundation on which much of modern ML is built.

Machine learning is not magic or slides about AI.

AI is when in a presentation.

ML is when it's in Python. With datasets, errors, and debugging until late at night.

In fact: ML is when algorithms learn to find patterns in data.,

They don't just follow predefined rules.

First, you feed the model with data.

Then she starts predicting.

And then you learn from your own mistakes with her.😅

ML allows you to:

— recognize texts, images, and speech,

— predict demand and prices,

— recommend products and content,

— automate decision-making.

The connection between Big Data and ML

Without Big Data, we would not have high—quality ML, because models learn from data.

And without ML, it would be almost impossible to benefit from these mountains of information.

🤔 MLE or BDE — which one should I choose?

At the start, almost all students do not know which track is closer: MLE or BDE. Therefore, we have made the first two parts of the BDMLE course general — you will try both analytics and development.

Python for big data analysis — you will understand how a data analyst lives: analysis, visualization, mathematics.

Industrial Python development is a complete immersion in development: architecture, applications, tests.

After these two blocks, you have already "felt" both sides and can consciously choose your path: BDE or MLE.

, Submit a request https://bigdatateam.org/ru/grant-bdmle-2025 until August 17, a grant of 400,000 ₸ from Tech Orda for citizens of Kazakhstan

BigData Team: the way you learn best

#study #BDMLE #BigDataTeam #TechOrda #AstanaHub