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Data Science & Analytics

As a fresher I don't have any idea about what the EC2 is and how this service helps the data scientist. So, please tell me how this works in the real world.


Thank you for your time 🙏

What is the use of Amazon EC2 in Data Science?

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past 7-8 months trying hard to get placed. gave 7 interviews. 3 cleared fully(even got congratulations mail) . Sadly In that 2 are not responding even mc HR not picking call or msg. 1 offer left is non-tech Business Development Associate at a startup in Noida.
- 6 montths internship - 15k + variable ~15k
- ppo with 6-9 LPA 
- joining next month(march)
what should i do? Should i wait for another chances in tech or move on with this offer and try while working with the startup.

If i wait another 2-3 months i will be competing with 2025 passouts.

my skills-Java, Springboot-hibernate, APIs, Angular(basic), Azure-DevOps, K8s, Docker, Prom-Grafana stack.

Please reply..

2024 pass out, 0 tech offers 1 offer from startup

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Day to Day Office

I’ve been working at a small startup for the past 3 years, with just 3 other employees and my boss. I sit right in front of her, and over time, we became close, almost like siblings. I automated a lot of my tasks, so my work became pretty straightforward...I just input some variables here and there, and I’m done. Over the last year, my boss started asking me how I did all of that, and she wanted to learn it herself. Since we were so friendly, I didn’t think much of it and happily taught her everything I knew. This morning, she sat me down and told me that to cut costs, she needed to let me go and take over my role. She asked if I’d be willing to do a once a year consulting gig to check her work. I didn’t really know how to respond. She said it kindly, so I stayed calm and matched her tone, but now I feel like I’ve made a mistake, and I’m left without a job.

I trained my manager and now she no longer needs me.

Passout 2018 as Electrical Engineer.
July 2018 - Jan 2021 Prepared for Govt jobs.
Jan 2021- Mar 2024, small size company, 3.2 yoe as Data analyst. EXCEL Nly.
April 2024 - July 2024, internship,Sales Associate. Excel, powerbi, sql.
August 2024 - Jan 2025, Acquired Skills for Business Analyst got Certified from Microsoft-LinkedIn Program, Applied for various positions in those 6 months but no response.
1 Feb 2025 - till now working as purchase manager in small electrical company. Price analysis, negotiations, Excel, and cost savings.
My Skills: Sql, Python, Advance Excel, Jira, UML, BRD.
I did not want to waste my time further. That's why I joined this company as this job requires analysis.
I want a job where pay, timings, and perks are stable. 
advice me where to go.
What position and which industry should I go for? Do I need to do any certifications. And what should be my salary expectations.
How can I use my data analyst experience in the field of purchase.

Analysis Paralysis

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Clocking 14-hour days might sound like the ultimate dedication, but at what cost?

This techie’s story is a harsh reminder of how overworking can damage the very things we work so hard for. The Rs 7.5 Cr promotion is impressive, but the toll it took on his personal life? Heartbreaking. His wife filed for divorce, and his success feels hollow.

Here’s why 14-hour days and 90+ hour weeks don’t work:

1️⃣Health deteriorates: Physical and mental burnout are inevitable.
2️⃣Relationships suffer: Time is the currency of love and connection.
3️⃣Long hours ≠ Better results: Productivity declines after a certain point.

Success isn’t about being the last one at your desk or working yourself to exhaustion. It’s about finding balance achieving your goals without sacrificing your well-being and loved ones.

Remember: Life doesn’t pause for promotions. Make time for what truly matters.

Techie worked 14 hours a day, got a Rs 7.5 Cr promotion, but...

Because:

1.We’d rather hang out with aging parents than office vending machines.

2. Our toddler is cuter than our cubicle neighbor (no offense to their questionable lunch smells).

3. We'd rather have dinner with our spouse than gossip with random flat mates about that one nosy landlord.

4. A weekend getaway with childhood friends > surviving rush hour for a team lunch.

5. Saving on fuel, rent, and overpriced sandwiches feels smarter than just surviving paycheck to paycheck.

6. Traffic jams aren’t fun, and meetings don’t require our physical presence just decent Wi-Fi.

But alas, corporate reality insists on strict office check-ins while happily making us join 11 PM global calls from home. So, here’s the million-dollar question: If we deliver stellar work remotely, why does our location matter?

It's not about productivity, is it? It's about clinging to old processes in the name of “culture.” Or maybe someone just really likes office coffee.

Why Do We Love WFH So Much?

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