𝕨𝒊𝙨𝔡𝙤𝘮 𝑻

JESUS✝️ | AI/ML Engineer | AWS AI ML Scholar ‘25 | Future of Work | @AWSAI | Speaker |Co-Founder KGMT | Trader

[𝕨𝒊𝙨𝔡𝙤𝘮 𝑻 @wisdomibeh_]

Many people learning AI/ML feel stuck because of 𝑲𝒏𝒐𝒘𝒍𝒆𝒅𝒈𝒆 𝒑𝒂𝒓𝒂𝒍𝒚𝒔𝒊𝒔

consuming so much info that they don’t know where to start, what to focus on, or how to apply what you’ve learned.

First step is to know your career path.

[𝕨𝒊𝙨𝔡𝙤𝘮 𝑻 @wisdomibeh_]

Prayer Works

[Madam Irtus™ 📊👩🏾‍🌾 @TamaraPosibi]

Lock your doors, switch off your phone and cry out to God in prayer.

Pray.
Push in prayers until you feel a release.

Then watch what happens in the following days.

[𝕨𝒊𝙨𝔡𝙤𝘮 𝑻 @wisdomibeh_]

Bro take your maths seriously.
Ai is literally mathematics.

[hersch @tittyrespecter]

computer science is a scam btw

there are no computers and there's no science

it's just math all the way down

[𝕨𝒊𝙨𝔡𝙤𝘮 𝑻 @wisdomibeh_]

Anytime I see this image 😂😂😂

[𝕨𝒊𝙨𝔡𝙤𝘮 𝑻 @wisdomibeh_]

@xenonwellz @amainyebriggs 😂

[𝕨𝒊𝙨𝔡𝙤𝘮 𝑻 @wisdomibeh_]

When you show up for people, people show up for you. This is the simplest form of leverage in life, and most people underestimate it.

[𝕨𝒊𝙨𝔡𝙤𝘮 𝑻 @wisdomibeh_]

The way it’s going now, you just have to go build your own thing. Nobody is coming to hire you.

[𝕨𝒊𝙨𝔡𝙤𝘮 𝑻 @wisdomibeh_]

If it was Grok imagine

[sid @immasiddx]

.@nikitabier papi can I get $10,000 bonus for this please 🥺

[𝕨𝒊𝙨𝔡𝙤𝘮 𝑻 @wisdomibeh_]

@oj_preshuz Definitely 👊

[𝕨𝒊𝙨𝔡𝙤𝘮 𝑻 @wisdomibeh_]

This is the difference between toy RAG and production RAG in one post📌

[𝕨𝒊𝙨𝔡𝙤𝘮 𝑻 @wisdomibeh_]

Someone needed to say this🤦‍♂️

[Ebuka l Socrates🦙🐍🦜🦀 @ebukagaus]

👍🏾👍🏾

[𝕨𝒊𝙨𝔡𝙤𝘮 𝑻 @wisdomibeh_]

I thought it was a popular opinion!

One more advice:

-Don't die in Jupyter Notebook

Move on to Deployment, scaling, MLOps, and MaaS integration.

get comfortable with cloud & infra.

End2End skills will make you far more valuable than someone who only knows model building.

[spidey @lochan_twt]

math & statistics
↓
python
↓
classical ml
↓
advanced ml
↓
nlp
↓
deep learning
↓
transformers
↓
langchain
↓
langgraph
↓
mcps
↓
finetuning
↓
fastapi

congrats you are an ai engineer now

[Zainab Lawal @Zeeskylaw]

I saw this two days ago, and I've been inspired. I asked my advisor why we don't use this GAF method on our pediatric sepsis time-series data, and she was skeptical, saying she tried it during her PhD.
Since I'm a delusional optimist, I'm committing 40 hours to experiment with a GAF-CNN-BiLSTM architecture. beast.
Best case: It closes my AUPRC gap to 0.83, and I submit the paper to ML4H 2026.
Worst case: I publish the exact ablation study explaining why this specific architectural risk failed. The science wins either way.

[𝕨𝒊𝙨𝔡𝙤𝘮 𝑻 @wisdomibeh_]

@Zeeskylaw 😂. I would be 👀 from the side. Interested to know the outcome 👊

[𝕨𝒊𝙨𝔡𝙤𝘮 𝑻 @wisdomibeh_]

I thought it was a popular opinion!

One more advice:

-Don't die in Jupyter Notebook

Move on to Deployment, scaling, MLOps, and MaaS integration.

get comfortable with cloud & infra.

End2End skills will make you far more valuable than someone who only knows model building.

[Abefe - the statistics guy✍️📚😎🇳🇬 @starboy_abefe]

Unpopular opinion.

ML engineering is more software development than Data science.
In conclusion, it’s better to get into ML engineering from dev than DS 👍

[𝕨𝒊𝙨𝔡𝙤𝘮 𝑻 @wisdomibeh_]

I’ve heard people complain about the algorithm, now it’s my turn🤦‍♂️

Lately, My feed been flooded with too many random tweets… i didn’t show interest in any form.

@nikitabier @elonmusk this new algo needs a retouch.

[𝕨𝒊𝙨𝔡𝙤𝘮 𝑻 @wisdomibeh_]

Let me say this: don’t place a limit on yourself.

[𝕨𝒊𝙨𝔡𝙤𝘮 𝑻 @wisdomibeh_]

@ruthefordml @ebukagaus Even if his dad is dangote

[𝕨𝒊𝙨𝔡𝙤𝘮 𝑻 @wisdomibeh_]

@Zeeskylaw @real_okechukwu @OkeyMeta 😩