Tọ́pẹ́ Ibrahim
2.8K posts

Tọ́pẹ́ Ibrahim
@real_tope
Grad student | Python lover | law-abiding citizen | computer vision expert, blackinAI | tweet and retweet about responsible AI | Ilorin #Dahiri
Home Katılım Mart 2018
701 Takip Edilen377 Takipçiler

Buhari was never scared nor insecure, neither was he a character deficient coward. He never sought to suppress any opposition. He was confident in the work of his government (rightly so or wrongly).
But these guys? Lol
The irony is quite wild.
'Demola Olarewaju@DemolaRewaju
It is an irony of history that Muhammadu Buhari - a former military dictator, was more democratic in office with voting and opposition than Bola Tinubu - the former NADECO activist. Using INEC to try and crush opposition is not political strategy, it is undemocratic power play.
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The African Democratic Congress (ADC) has taken note of the comments made by Bola Ahmed Tinubu at the Presidential Villa concerning the ADC and the state of the opposition.
What Nigerians saw was not the confidence of a leader in control. It was the anxiety of a President increasingly disconnected from the reality of hardship, insecurity, and frustration facing millions of citizens.
At a time when families are battling a historic cost of living crisis, food inflation, rising debt burdens, and collapsing purchasing power, the President chose to mock the opposition instead of addressing the suffering of Nigerians. However, even as he spoke, reports of children being abducted from examination centres were circulating. This is the reality of today’s Nigeria, insecurity spreading deeper into everyday life while government appears distracted.
The President should not be ridiculing the opposition. He should be deeply concerned that the majority of Nigerians have rejected his government, whose ill-conceived policies have ruined lives and destroyed livelihoods. These are the reasons he should be scared, because the people are determined to vote him out.
We also reject the false narrative around the ADC National Convention. We did not hold our convention on the street. If that was the story supplied to the President by agents of disruption, then he has been misinformed.
But even if any opposition party were forced to gather outside established venues, Nigerians would understand why. Under this administration, democratic space has shrunk significantly. No government before now had denied political parties fair access to public venues such as Eagle Square, a national civic ground that belongs to all Nigerians, not to any ruling party.
The President also cannot preach separation of powers while simultaneously assuming the role of interpreter of the law, political referee, and commentator on judicial matters. President Bola Ahmed Tinubu cannot be a President and a judge at the same time.
If this administration truly respected separation of powers, Nigerians would not have witnessed the repeated weakening and humiliation of institutions meant to serve as checks and balances. The legislature, in particular, has too often appeared reduced to an extension of executive convenience.
We also note the President’s recent attempt to ingratiate himself with the supporters of late President Muhammadu Buhari. After years of distancing himself from the late President and denigrating his record, blaming him for every failure of his government, it is hypocritical to suddenly make a U-turn because of the coming election. It is too late.
The issue before the country today is simple: hardship is rising, insecurity is worsening, debt is mounting, and hope is fading. No amount of political theatre can hide that truth.
The ADC remains focused on building a credible alternative anchored on competence, security, prosperity, and democratic freedom. Nigerians deserve better than excuses, propaganda, and power games.
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@AshlleOG @Liquidasf @DoyinJack @EyesLover @Chrisblin @mobrinx_crypt @Uzomariano @grok The answer no favor you Abi?
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This ‘new’ Oshodi was built by Ambode in less than 4yrs, Tinubu got angry cus he felt that lagosians doesn’t deserve that rate of development and that Ambode is becoming too popular so he made sure Ambode didn’t do 2nd term
This left many projects started by Ambode incompleted till today, Tinubu is a demon and he hates the people he is ruling, taking fuel from 185 to 1,400 is an example.
IFÁ FUNSHO 𓋹@funshographix
Old oshodi. New oshodi. LeUnder military. Under Tinubu.
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@prophetswitch Na lie…
When was the last time you queue for fueling station.
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@Farouk_Mokwa The scholarship selection process is not credible, not merit based, and it is very opaque. In fact it is based on kickbacks agreements and cash and carry. Based on experience from close acquaintances.
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I, Farouk Jiya Muhammad graduated with a first class in Biochemistry, applied for the PTDF In-Country Scholarship, got shortlisted for an interview, travelled all the way from Mokwa to Abuja to be interviewed.
I knew I did well during the interview as I even went beyond explaining my SOP, I had three publications as at then, and had a professional membership.
I even received a congratulatory message and was later changed to be a network glitch, ashe you and your cronies were the one behind it.
Nigeria my country!


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@Mod33333 Our oil consumption will then run into millions of untraceable barrels.
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This a lie, I spend more than 15 years in Oil and Gas
That is a complete misunderstanding of how subsidies work. Reintroducing a subsidy doesn't have to kill the Dangote Refinery; it actually simplifies the process.
Instead of the Federal Government paying billions to 'middlemen' who borrow from banks to import fuel, that money would go directly to Dangote and in Naira. This would allow the refinery to maintain its operations while the government covers the price gap for citizens.
Here is why this helps everyone:
1. Saves FX: The government stops bleeding foreign exchange on imports.
2. Supports Local Industry: The money stays within the Nigerian economy,
benefiting Dangote and local marketers.
3. Cheaper Fuel: Nigerians get the relief they need at the pump without destroying a massive national investment.
Whether the government pays Dangote directly or pays marketers to buy from him at a subsidized rate, the result is the same: the refinery stays alive, and the people get cheaper fuel.
You are a better electrician than analyzing policy or PR bots
@jrnaib2 @HAHayatu @Rasheethe @AliyuKwarbai
A. Ayofe@abdullahayofel
Atiku Abubakar said He will bring back fuel subsidy which means he will automatically kill 21 billion dollars Dangote refinery 🙆👀
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Tọ́pẹ́ Ibrahim retweetledi

@Uptownoflagos Ori yin sha ma da ru everyday ni… this is not humility but humiliation… sitting on the table instead of chair while there are multiple chairs.
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@EhisBukason @Arewa_Source Coalition don turn collision. Peter Obi can’t get the ticket
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Tọ́pẹ́ Ibrahim retweetledi

Holy shit… someone just made machine learning click.
Not static diagrams.
Not math-heavy PDFs.
Not black-box training.
Real algorithms — training step-by-step — visually.
It’s called Machine Learning Visualized
and it lets you watch models learn in real time.
Here’s why this is different:
Instead of dumping theory first,
it shows optimization happening live:
• gradients moving
• weights updating
• decision boundaries shifting
• loss decreasing
• models converging
You literally see learning happen.
Everything is built from first principles:
• Gradient Descent
• Logistic Regression
• Perceptron
• PCA
• K-Means
• Neural Networks
• Backpropagation
No magic. Just math → code → visualization.
Each chapter is a Jupyter notebook
that derives the math
then implements it
then animates training.
So you can watch:
• neural nets shape decision surfaces
• PCA rotate feature space
• K-means clusters form live
• gradient descent find minima
• sigmoid reshape boundaries
• backprop update weights step-by-step
This solves a huge problem:
Most ML resources teach: math → code → ??? → trained model
This shows: math → code → learning process → result
Which means you finally understand:
• why gradients matter
• how weights evolve
• what loss landscapes look like
• how convergence actually happens
• why deep nets learn non-linear functions
Even better:
You can open any notebook
modify parameters
and watch behavior change instantly.
Learning ML becomes interactive.
Not passive.
Not abstract.
Not confusing.
Just… visible.
Perfect for:
• beginners learning ML
• devs moving into AI
• interview prep
• teaching concepts
• understanding backprop
• visual learners
• building intuition
This is the kind of resource
that makes neural networks finally “click”.
Link: ml-visualized.com/index.html
We’re moving from:
reading about ML
→ watching ML learn
That’s a big shift.
Because once you can see training,
you stop memorizing… and start understanding.
AI education just got visual.
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Tọ́pẹ́ Ibrahim retweetledi

I spent about a week tailoring a 5 page proposal targeting German Universities. I have the minimum academic merit (a 2:1 and a merit in my MSc), O'level credits, the professional memberships and other required documents but PTDF invited select candidates for interview less than 6 weeks after we had submitted our applications. Here is my question: 'does PTDF read proposals and statements to shortlist applicants or it's just a formality?'. My experience from a couple of tested, trust and transparent scholarships attracting 5-10,000 applicants per round is that it takes about 3-5 months to effectively review such a volume of write ups before shortlisting can be made.
How does PTDF shortlist?
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@XTun3 @Iyoo655941 @Maloja_MO @SamuelOmogor It’s invalid bro. If you send your request to the wrong office and turn around crying foul that you are denied. Make that make sense. More like sending a requested for power supply to fire fighter and then started complaining them are not giving you light.
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@real_tope @Iyoo655941 @Maloja_MO @SamuelOmogor U’re calling it opposition strategy, but that doesn’t automatically make the issue invalid.Sometimes opposition exaggerates, yes but sometimes they’re pointing at real problems.The mature thing is to look at the facts, not just who is speaking.Dismissing everything as “tactics”
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Wike actually stood before cameras and said the ADC didn't apply to use the Eagle Square for their National Convention. Meanwhile, his office acknowledged receipt of a letter from the same ADC applying for the use of that same Eagle Square.
How can a country have shameless LIARS like these in position of authorities from top to bottom?

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@olatawurasegun @ARISEtv You're too slow. What a pity!
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Do Not Vote For Me Because I’m From the South East or a Christian; Vote for Me Because I Am Committed to Turning Around Nigeria – Obi
People who are incompetent and lack the capacity, compassion, and commitment for a better Nigeria use their tribe as their certificate for competition.
Peter Obi, Former Governor, Anambra Statef
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@XTun3 @Iyoo655941 @Maloja_MO @SamuelOmogor The really clown is you. This is not about being smarter than ADC but being intelligent enough to know that this is just a typical case of opposition doing things wrongly just to blame the ruling party of oppression/suppressing them. All aimed at gathering voters empathy. Think
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@dammiedammie35 What is the question and what is he saying for Goodness sake. Is he this dumb, I mean…
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@nwadnaheart @Ogbenikazo @Imranmuhdz Ehhhn, really?
You leave your land to develop another man land. Is that wisdom or stupidity?
You are all over every other place because your town/state is worst. Werey stop disguising
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@Ogbenikazo @Imranmuhdz Stat says it all, Igbo are the largest non indigenous people in every part of the north
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@Maloja_MO @SamuelOmogor Yariba
It just has to be a YARIBA 😆
Oluwole doctor 🤣
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