Mr Dimkpa Kinikanwo

Microbiologist & HealthTech Developer, Bridging Science & Tech.
Skill Go
Bioinformatics

[fidexCode @fidexcode]

Real

[Mr Dimkpa Kinikanwo @NijaDeveloper]

This is was the best video i used in understanding sql

please someone should tag his X handle

#sql #datascience #software #programming

[Mr Dimkpa Kinikanwo @NijaDeveloper]

Memoization optimizes computation by caching deterministic function results. Caching optimizes retrieval by storing expensive-to-obtain data. Related concepts, different use cases.

[Mr Dimkpa Kinikanwo @NijaDeveloper]

Many developers mix these up. Memoization is just a specialized form of caching. Every memoization technique is caching, but not every cache is memoization.

[Sakshi Sugandhi @SakshiSugandhi]

I see many Developers still don't know this :-

Memoization vs Caching

[Mr Dimkpa Kinikanwo @NijaDeveloper]

Memoization is to caching what inheritance is to OOP: a specific implementation of a broader concept.

[Mr Dimkpa Kinikanwo @NijaDeveloper]

If your cache key is a function's arguments and the value is the function's return value, you're doing memoization.

Otherwise, you're probably just caching.

[Mr Dimkpa Kinikanwo @NijaDeveloper]

A simple rule:

memoization = function(input) -> output cache

caching = anything expensive -> store -> reuse

Same family, different scope.

[Mr Dimkpa Kinikanwo @NijaDeveloper]

Think of it this way:

📦 Caching = storing data for faster access later

🧠 Memoization = storing a function's output for a specific input

Memoization is a subset of caching.

[Mr Dimkpa Kinikanwo @NijaDeveloper]

@systemdesignone Thanks for sharing because what do i know

[Mr Dimkpa Kinikanwo @NijaDeveloper]

AI detects and counts people
Movement is tracked over time
Turnout is estimated using visual data
Results are compared against official figures
So if a polling unit claims 10k votes, but AI data shows only 1k people were physically present, that becomes a serious discrepancy.

[Mr Dimkpa Kinikanwo @NijaDeveloper]

Can AI Fix Election Rigging in Nigeria?

[Mr Dimkpa Kinikanwo @NijaDeveloper]

Imagine this:

Drones flying over every polling unit…
AI models like YOLO and SAM2 counting every voter in real time.
This idea came up in a tech discussion online and it’s pretty interesting.

The concept is simple:

Drones monitor polling stations

[Mr Dimkpa Kinikanwo @NijaDeveloper]

@kendex216 @fidexcode Fact

[Mr Dimkpa Kinikanwo @NijaDeveloper]

@Tech_p001 How to create folders
I did that without AI

[Mr Dimkpa Kinikanwo @NijaDeveloper]

@AkobunduTre90 This stuff have to be looked into.

[Mr Dimkpa Kinikanwo @NijaDeveloper]

@AkobunduTre90 When you have excess you no go reason like this 🤣🤣😭

[Mr Dimkpa Kinikanwo @NijaDeveloper]

@CodeWithAmann 8080

[Mr Dimkpa Kinikanwo @NijaDeveloper]

Watch

[Mr Dimkpa Kinikanwo @NijaDeveloper]

Knowing how to build APIs is one thing.
Knowing how to observe, debug, and operate systems in production is a different level of engineering.

[Mr Dimkpa Kinikanwo @NijaDeveloper]

Knowing how to build APIs is one thing.
Knowing how to observe, debug, and operate systems in production is a different level of engineering.

[Mr Dimkpa Kinikanwo @NijaDeveloper]

Don't just ship code that will break later

[Mr Dimkpa Kinikanwo @NijaDeveloper]

As a beginner understanding what you are building is the key