Paul Kafanda

Software Engineer (Nextjs/TS, Laravel, Docker)

[Paul Kafanda @Paul_Kafanda]

@ChuksEmma947401 Interested

[Paul Kafanda @Paul_Kafanda]

7/7

Our main conclusion:

When working with a limited dataset, transfer learning can be an extremely effective strategy.

Fine-tuning then allows the model to be further adapted to the task.

We’ve detailed the entire experiment, the results, and areas for improvement in our article.

👉https://t.co/qPyT2ywNxA

#DeepLearning #ComputerVision #MachineLearning

[Paul Kafanda @Paul_Kafanda]

Can 1,500 images be enough for accurate face recognition?

We tested CNN, ResNet Transfer Learning, fine-tuning and YOLOv8.

99% accuracy. 0.994 mAP50.

Here's what we learned from the experiment.

Read the full article https://t.co/3aFqXKyzVr

[Paul Kafanda @Paul_Kafanda]

1/7

Is it possible to achieve very good performance in facial recognition with only 1,500 images?

Together with Gloria KILUBA and Jean Luc KAWEL, we compared several deep learning approaches to answer this question.

Here’s what we found. 🧵

[Paul Kafanda @Paul_Kafanda]

6/7

We also added a detection stage using YOLOv8n.

The model first had to locate the faces before identifying them.

Result:

mAP50 = 0.994

A particularly impressive performance for face localization.

[Paul Kafanda @Paul_Kafanda]

@danellisona Just started

[Paul Kafanda @Paul_Kafanda]

Can 1,500 images be enough for accurate face recognition?

We tested CNN, ResNet Transfer Learning, fine-tuning and YOLOv8.

99% accuracy. 0.994 mAP50.

Here's what we learned from the experiment.

Read the full article https://t.co/3aFqXKyzVr

[Paul Kafanda @Paul_Kafanda]

@MrBeast 10,000.00

[irung @MeschacIrung]

🔥 Introducing expandable features :

22 customizable blocks to help you present product capabilities in compact, interactive layouts.

- registry ready
- light and dark mode support
- available to all pro users

👇

[Paul Kafanda @Paul_Kafanda]

@shadcn @nrjdalal @grok reveal the real face of @shadcn

[Paul Kafanda @Paul_Kafanda]

For some reason, AI seems to be killing open-source software.

Any thoughts about that?

[Paul Kafanda @Paul_Kafanda]

@wembi_steve Bonjour monsieur @wembi_steve,

Pouvez vous nous aider à déplorer une situation illegale qui s'évit dans le grand Katanga principalement dans ses grandes villes où les jeunes sont interpellés et arrêtés arbitrairement, peut importe qu'il soient en route pour la fac ou l'école.

[Paul Kafanda @Paul_Kafanda]

@cb_doge When it will be available in CONGO DRC

[Paul Kafanda @Paul_Kafanda]

@rauchg Let go ��

[Paul Kafanda @Paul_Kafanda]

@rauchg @grok translate this post into french

[Paul Kafanda @Paul_Kafanda]

@wiliamjoaquim @dhh Thank you guy

[Paul Kafanda @Paul_Kafanda]

@rauchg @vercel @aisdk @v0 @nextjs For @nextjs a défaut authentication wizard witch can be chooses while creating a new nextjs app, and if it could also be a library in order to be post creation installable, something like laravel breeze