Equbal Mustafa

Data Scientist, #AI, #DL, #ML, #BigData, #Analytics, #DataScience, #ArtificialIntelligence, #MachineLearning, #MLOPS

[Equbal Mustafa @EqubalMustafa]

@AnkurPatel59 3 and 4, and likely 1 also by EOD

[Equbal Mustafa @EqubalMustafa]

@AnkurPatel59 @PradeepBonde Superb, thanks

[Manas Arora @iManasArora]

https://t.co/yRVgeRt7b6

I built a market breadth page for Indian stocks and it’s free for everyone.

Here’s what you can track:
• Number of stocks making fresh 1 month and 6 month highs versus lows.
• Number of stocks trading above their 50 day moving average.
• Which industries are leading the market and showing strength.
• 5 years of historical data to study past market conditions.

Data updates throughout the trading day with approximately a 15 minute delay.
No login required

[Equbal Mustafa @EqubalMustafa]

@AnkurPatel59 Super congratulations , make videos on how to use it

[Manas Arora @iManasArora]

Every solution creates a new problem

This is a business where solving one problem will create another. #GNA stopped some people out today, quickly reclaimed and then made a new high. Now you may think the fix is to use a wider stop. Sure, you would have survived #GNA, but now you created another problem because you need a much bigger move to make the same R/R.

That is how trading works. Every time you try to remove one discomfort, you usually introduce another somewhere else.

So stop trying to build a system where nothing hurts. Pick the problems you can live with and learn to live with them.

#BroTip

[Nitin R @finallynitin]

Market Quadrant 38/2026

Market conditions at the end of this week are almost the same as last week, where the breadth sucks, but the watchlist feedback is quite the opposite.

What changed was a shakeout at the start of the week, which forced most short-term swing traders to go all-in cash, only to re-enter fresh names over the last few sessions.

With the indices down, this is a good time to build a watchlist of stocks showing strong relative strength. Trade with the awareness that breadth is poor and the upswings are on shaky ground. Let your journal guide you first; breadth is a far second.

⦿ Bias → Bear
From a long-term perspective, we remain in a bear market, as more than 50% of stocks stay below their 200-day SMA.

⦿ Trend → Sideways
The 52-week Net New Highs have not yet remained consistently positive for the past 3 days. Most stocks have consistently remained below their 50-day MAs.

⦿ Swing → Neutral
The MBI briefly turned red, then returned to green by the end of the week, with the last session posting 400+ 4.5R numbers. Most stocks are trading below their 10-day moving averages.

⦿ Momentum → Negative but improving
Pharma & Metals are the only indices with positive & improving momentum.

That’s all for this week.

[Manas Arora @iManasArora]

The regulator says you need to be a SEBI Registered Research Analyst to give recommendations.

Fair enough.

I took the required exam around six months ago and cleared it.

Out of 100 questions, if I remember correctly, ONE was on technical analysis.

The other 99?

Fundamentals. Ratios. Numbers. Valuations. Things I don’t even use to make money from the markets and haven’t relied upon for years.

For clarity, I have cleared the exam. I am NOT a registered RA and I do NOT give recommendations.

But clearing that exam made me realise something.

Passing an eligibility exam does not automatically mean someone knows how to make money in the market.

Now comes the more interesting part.

I was recently approached to promote a penny stock.

I was asked to talk positively about the company and was sent a reference tweet showing me the kind of post they wanted.

That reference tweet was from a VERY big market influencer with followers running into lakhs.

And he is a SEBI Registered Research Analyst.

I outrightly refused.

I have screenshots of what I was asked to do and the reference tweet that was shared with me.

I am deliberately not naming the stock, the person who approached me or the RA. And I am not making any claim about why that RA posted it because I don’t have proof of his arrangement, if any.

I am only telling you what I can prove happened with ME.

I was approached to promote a penny stock.

And a registered RA’s existing tweet about that same stock was given to me as the reference for what they wanted me to do.

Make whatever you want of it.

My point is bigger than one stock or one person.

Please stop treating “SEBI Registered RA” as a certificate of someone’s ability to make money or their honesty.

Registration tells you that someone has fulfilled the questionable regulatory requirements to give recommendations.

It does NOT tell you whether he actually knows how to make money.

And it certainly does NOT certify his intent or integrity.

[Ankur Patel @AnkurPatel59]

There are thousands of stocks to choose from. You don't need to find all of them.

You need to find the few that are actually worth your attention. Here’s how I approach finding high-probability swing trades.

[Ankur Patel @AnkurPatel59]

If you could keep only ONE EMA on your chart, which one would it be and why?

My Answer:👇

20 EMA because it tells me the direction of the trend and separates normal pullbacks from actual weakness.

Most leading stocks respect the 20 EMA throughout their momentum phase.

#Trading

[Kirk Borne @KirkDBorne]

Fraud Detection #MachineLearning System Design

Source: https://t.co/cThvE0yOmq

[Equbal Mustafa @EqubalMustafa]

@Cool_Ustaz Al Bashir

[Equbal Mustafa @EqubalMustafa]

@MawlidSufi Walikum asslam warahmatullah, keep me in uour dua

[Equbal Mustafa @EqubalMustafa]

@Janmatpolls Baajpatti

[Equbal Mustafa @EqubalMustafa]

@affan_farooquee बहुत-बहुत बधाई और शुभकामनाएं!
आपकी मेहनत और समर्पण को सलाम।

[Equbal Mustafa @EqubalMustafa]

@BiharRevenue @NitishKumar @sanjay_saraogi @IPRDBihar Online karne se kya corruption pr lgaam lagagi, CO karamachari Bina paise koi kaam Karte hain kya,

[Kirk Borne @KirkDBorne]

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[Kirk Borne @KirkDBorne]

[Download 400-page PDF eBook] Linear Models in #MachineLearning and Statistical Learning: https://t.co/h6C025D9zk

—————
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[Kirk Borne @KirkDBorne]

[Download 309-page PDF eBook] "Patterns, Predictions, and Actions: A Story About #MachineLearning" https://t.co/XQOuKNtTfd
…sharpen your #Probability, #Calculus, and #LinearAlgebra knowledge with this!
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#DataScience #AI #DeepLearning #ML #DataScientist #Mathematics

[Equbal Mustafa @EqubalMustafa]

@RCD_Bihar @VijayKrSinhaBih Fake number given above, doesn't work or switched off