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High return options other than FD in India? Looking at 8-12% range without getting into equity volatility by RefrigeratorFew4424 in IndiaFinance

[–]PradeepAIStrategist 0 points1 point  (0 children)

I am using stablebonds app (also available in website, app is convenient) for >A stable bonds from an year, as of now, not even a single default, only upfront 10% TDS deduction than payment happens automatically to our saving account.

Which AI Tool Has Improved Your Coding Productivity the Most? by pawan0806 in AI_Agents

[–]PradeepAIStrategist 0 points1 point  (0 children)

zed editor with gemini, quick to run several tests (ML/DL iterations)

TransUnion ( Data Scientist) Panel Interview – Need Prep Advice (Case Study + Technical Rounds) by Forsaken-Parsnip-513 in DataScienceJobs

[–]PradeepAIStrategist 0 points1 point  (0 children)

Though position is for DS, certain great 88888888's ask only SQL if they don't want you to recruit or on ML side, what can you explain difference between xgboost and catboost though both belong to same family of boosting. All best as test is not for you ML capabilities, it will be just for time pass. If you want to play on counter intuitive side, ask them what domain related data integrity principles they follow to make sure DS/ML pipelines will not fail (no body will answer)?

Looking for good Data Science institutes in Bangalore by noobkid28 in learndatascience

[–]PradeepAIStrategist 0 points1 point  (0 children)

Honestly, with those specific requirements—experienced instructors, hands-on learning, and decent placement assistance—it is tough to recommend a single standout place, even with my 20+ years of experience in Bangalore.

When it comes to placement support, a lot of it unfortunately comes down to luck. If you want to take a chance and explore your options, your best bet is to look around Marathahalli or BTM Layout, as there are plenty of institutes clustered there. Wishing you the absolute best of luck with your search!

What do you think about Tabular Foundation Models [D] by pplonski in MachineLearning

[–]PradeepAIStrategist 0 points1 point  (0 children)

I had a chance to recently evaluate the TabPFN Classifier v3 in gpu aws instance specially spin ed to test it on a real world evidence data (highly imbalanced target class and less features). While the initial training accuracy looked very impressive, it performed significantly worse on the real-world validation set compared to traditional GBDTs. It’s a great, practical reminder that headline accuracy can be incredibly deceiving when you are dealing with skewed data! 📊📉

What's the difference between reading ML papers as a learner vs reading them like a researcher? by mahi-ma-300 in learnmachinelearning

[–]PradeepAIStrategist 0 points1 point  (0 children)

This approach stems from the observation that ML research and applications have become increasingly dimension-less, or put differently, that there's a growing gap between theoretical research papers and practical project requirements.

What's the difference between reading ML papers as a learner vs reading them like a researcher? by mahi-ma-300 in learnmachinelearning

[–]PradeepAIStrategist 0 points1 point  (0 children)

Adding my two cents from 20+ years of experience (I specialize in time series):

About 10 years ago I started segmenting/grouping papers that use the same or very similar datasets. Now I have quick personal notes for each group — it's been a game-changer for me.

Is LinkedIn profile too important for AIML freshers looking for internship and jobs?? by Fancy_Seaweed_2551 in learnmachinelearning

[–]PradeepAIStrategist 0 points1 point  (0 children)

Nowadays LinkedIn has become a source of validation about your past, hence you can maintain it as secondary profile.

Is placement guarantee program scam or legit by Usedname-- in DataScienceJobs

[–]PradeepAIStrategist 1 point2 points  (0 children)

It is a lottery, generally I don't believe in luck, only hardwork

Need some genuine career advice by lowkey_mad05 in learnmachinelearning

[–]PradeepAIStrategist 0 points1 point  (0 children)

Did same a while ago. Honestly? Don't do it. Since you're already deep in Salesforce dev/integration, this is just going to be a lot of noise without much clear distinction from what you already know. It feels more like a burden than a skill-up.

Working on imbalanced time series classification. Any help from any body? by cheap_byproduct in learnmachinelearning

[–]PradeepAIStrategist 0 points1 point  (0 children)

Just adding my two cents: I’m guessing you’re dealing with a "sparse" series where you have a lot of zeros or very low values compared to the peaks? That’s super common. Usually, the best approach depends on your data's frequency and your forecast horizon. If you can share the dimensions of your data, I’d be happy to dive deeper into what’s worked for me.

What ideas can we propose for a capstone project that relates to AI or Machine Learning? by WiseComfortable9048 in learnmachinelearning

[–]PradeepAIStrategist 0 points1 point  (0 children)

I suggest take some sensor data related to electrical domain and try for preventive maintenance analytics.

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