Espoir Murhabazi

Your brain is worth billions. Build empires, not apps.

While the world obsesses over the next GPT wrapper, we will forget the next industrial revolution….

Not My quote.

You need to recognize when the (bad) code is:

• Overly complex or full of anti-patterns
• Publicly exposing API keys
• Running GPU batch inference via pd.DataFrame.apply()
• Downloading assets with every request (instead of caching)
• Mixing business logic into UI

Here’s the 2025 LLM roadmap 😊
1. Code and train your own LLM to really understand the fundamentals
2. Train models more conveniently using production-ready libraries
3. Learn about the big-picture considerations for real-world LLM/AI apps

From Engineer to apprentice Historian.

My recent summary of the first two wars in Congo.

Mwana ya moto ata omelisi ye libele na butu na tongo tango akolamuka akotuna wapi baboti baye.

https://www.murhabazi.com/my-summary-of-the-two-congo-wars

#Congo #M23 #RwandaIsKilling #FelixOut #KabilaDeg...

Null n'as le droit d'effacer une page de l'histoire d'un peuple car un peuple sans histoire c'est un corps sans ame! Alain Foka.

This is how I am spending my weekend.

No coding just reading, yes reading about our history!

Here you go: github.com/espoirMur/co...

For those who want to follow up: I will be moving ..

https://bsky.app/profile/esp-py.bsky.social

That was me, giving a talk at @pydatalondon.bsky.social ! More to come..

Finally tonight we’re hearing from Espoir Murhabazi on Building a News Summariser on a Budget.

A fully fledged LLM application using Qwen2-Instruct 1.5B, Scrapy, Stella embeddings model and hierarchical clustering in plain scipy!

@DeepIndaba While I agree that Rwanda is not the only country to blame in this conflict and that we Congolese should hold our leaders accountable for what is happening I would like to raise my voice as an Indaban and recommend to revaluate the decision to host the 2025 event in Kigali.

Dear @DeepIndaba Organizers.

The recent events in Congo have proved to the rest of the world that Rwanda similarly to Russia has violated human rights with its support to the M23 rebels.

1/n

It's sad to hear the news in Congo!

At least a few think we can do is to share what Is happening:

Here is my daily post on Reddit on the general situation as of Today:

https://www.reddit.com/r/Congo/comments/1id63kx/my_summary_of_the_situation_happening_in_goma_drc/

For those who want to hel...

If you want to learn science:

I will still recommend Andrew Ng's ML course, ISL, and a Good Software Engineering book.
Make sure you understand :

- Regression, Linear and Logistic
- Tree methods and their extension (XGBoost)
- Clustering Algorithms
- Neural Networks.

Reminder:

GenAi will not solve all your data science problems.
The traditional methods still have their value in a data science workflow.

Define your problem and the business value you will solve with data science, get the data, train Xgboost, and write a pipeline and ✅

Let us not ban them, because they will always find a way to circumnavigate the ban. Instead, give them the tool and show them how to use them to their advantage to learn.

With the rise of LLM and GenAi, we need to rethink how we teach the young generation.

With the access kids have to those tools today, traditional teaching methods will not work anymore. We should think about how to teach kids to leverage tools like ChatGPT to learn.

My daily drive for three years has let me down!

I have been using my Remarkable 1 since 2021.

It served me in my Uni days, and my first days at work.

I don't know what happened to him last week, it went down.

I miss him.

Who should I get next RM2 or Supernote? 🤔

https://teachyourselfcs.com/

Both call themselves software engineers, and both tend to earn similar salaries in their early careers. But Type 1 engineers progress toward more fulfilling and well-remunerated work over time, whether that’s valuable commercial work breakthrough open-source projects,

2/2

There are two types of software engineers: those who understand computer science well enough to do challenging, innovative work and those who just get by because they’re familiar with a few high-level tools.

Which one are you?
1/2

Unpopular opinion…

Next game we start Halaand on the bench…

#MCILIV

I decided to be quiet now because I have a wife to take care of.

The day, I am drunk enough to write a post about my life in the UK there will be fire...🔥

Over the past three years, I have learned a lot about capitalism and the corporate world...

The day I write a post, the fire will be bigger than what got me fired at Andela.

Tous ceux qui sont a la recherche de l'amour dans les relations internationales ficher le camp.. Donald #Trump ne nous aime pas, #Macron ne nous aime pas, Poutine ne nous aime pas! C'est normal ce ne sont pas les africains ce n'est pas leur role de nous aimer!
Dixit Nathalie Yamb

3 years to go .......................

In 3 years times, I will go back to Africa..

I will either work in education or I will become a political activist...

I have too much to say about this world, I need to regain my freedom of speech...

Where are those web3 developers now, ..

Have you all moved to GenAI?? 🤔🤔

Let, me leave this here...

https://www.reddit.com/r/Indians_StudyAbroad/s/hTHcl9vxJB

We need to define what racism is really!

What the Argentina team and Enzo did is not racism.

Since when trolling someone about his origin of #racism?
Aren't we proud of where we come from anymore?
What is the problem if someone says to you: that you are French but from Angola?