Espoir Murhabazi
esp-py.bsky.social
Espoir Murhabazi
@esp-py.bsky.social
#MwanaMboka 🇨🇩 trying to survive in 🇬🇧.

Deploying Machine Learning models one pod and yml file at a time.

PS: You don't need a GPU to do ML

#Mancity 🦈
Reposted by Espoir Murhabazi
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
March 26, 2025 at 1:25 AM
github.com
February 7, 2025 at 11:08 PM
@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.
March 18, 2025 at 11:03 PM
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.
March 18, 2025 at 11:03 PM
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.
March 18, 2025 at 11:03 PM
March 18, 2025 at 11:03 PM
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
March 18, 2025 at 11:03 PM
I decided to be quiet now because I have a wife to take care of.
March 18, 2025 at 11:03 PM