Ewezu Ngim #DeepLearningIndaba

ML Engineer | Geopolitics Nerd | Arsenal in that order

[Scrooge @wldfngrs]

we are seeing MICHAEL this week btw

[DSN - Data Science Nigeria @dsn_ai_network]

Diversity is not an aspiration. It is a strategic advantage.

“Diversity is not about how we differ. Diversity is about embracing one another's uniqueness.” — Ola Joseph

Innovation does not emerge from uniform thinking. It is shaped at the intersection of different experiences, perspectives, and ideas.

At Data Science Nigeria (@dsn_ai_network), inclusion goes beyond representation. It is about enabling participation, amplifying voices, and ensuring that talent can contribute meaningfully regardless of background.

The most resilient ecosystems are those that make room for difference and convert it into collective strength.

This week, be intentional:
Engage new perspectives. Challenge familiar assumptions. Create space for others to contribute.

Progress accelerates when diversity is actively integrated into how we think, build, and lead.

#DataScienceNigeria #Diversity #Inclusion #AILeadership
@NITDANigeria @dsa_org @SheCodeAfrica @NITDANigeria @DataFestAfrica @FMCIDENigeria @black_in_ai

[Equalyz_AI @equalyz_ai]

AI is now being designed for reality; it’s no longer being built for perfect conditions.

Across emerging markets, a clear shift is happening. Voice-first interfaces and frugal AI systems are becoming the default, not the alternative.

Instead of relying on high-end devices and constant internet access, these systems are:

Designed for low-bandwidth environments

Optimized for smaller, efficient models

Built around how people naturally communicate through speech

This is what real scalability looks like. Because for millions of users, especially across Africa,
voice isn’t a feature, it’s the interface and efficiency isn’t a compromise, it’s a necessity.
This is exactly the future we’re building toward, at @equalyz_ai .

From collecting voice data across diverse African languages, even through feature phones to enabling AI systems that can run efficiently in constrained environments.
The goal is simple: Make AI accessible where it matters most.

The next wave of AI won’t be defined by size alone, but by how well it adapts to real-world conditions.

@aitecafrica @AbujaHausa @HausaTranslator @HausaLanguage @DigiAfricanLang @AfriLanguages

#LanguageAI #VoiceAI #FrugalAI #SmallLanguageModels #AfricanLanguages #AIInclusion #EqualyzAI

[DSN - Data Science Nigeria @dsn_ai_network]

Hello Developers!
Ready to accelerate your tech journey without getting stuck in complex code?

With low-code tools, you can turn ideas into real solutions faster — boosting your productivity and staying ahead in today’s digital world.

Applications are now open for Cohort 2.0 of the Microsoft Elevate AI Developers 2026 Programme.

Delivered by @dsn_ai_network in partnership with @Microsoft & @3MTTNigeria, this program is designed to help you gain in-demand tech skills through:
- Self-paced learning
- Globally recognized certification
- Free participation

Whether you're a beginner or a professional looking to upskill, this is your opportunity to build smarter and innovate faster.

🔗 Get started: https://t.co/WPhLu8IRyr

#DataScienceNigeria #LowCode #TechSkills #DigitalTransformation #Upskill #AIForAll

[Equalyz_AI @equalyz_ai]

In every corner of our continent, wisdom is the same: A single hand cannot lift a heavy load.

Building a digital future for African languages isn't a "fast" sprint; it’s a marathon of precision, data integrity, and cultural respect. At @equalyz_ai , we choose to go far.

We are collaborating across borders, from the linguistic nuances of the North to the rhythmic dialects of the South, to ensure that our Small Language Models (SLMs) aren't just fast, but sustainable.

This week, don't just chase the "quick win." Build the partnership that takes you the distance.

@uselanguageai @africalanguage @DigiAfricanLang @AfricaAIForum @AfricaAI_ @AfricaAIA @AfricaAI_Summit @AfricaAi2025 @ylcuing @ExpertsYoruba @yorubaexperts @HausaTranslator

#EqualyzAI #StrategicPartnership #AfricanTech #SovereignAI #Innovation #DigitalFuture #GoFarTogether #MondayMotivation

[Equalyz_AI @equalyz_ai]

We’re thrilled to announce that our accepted Research Paper, “African Voices Nigeria: 2500 hours of ethically sourced speech data for four Nigerian Languages”, has been awarded Best Paper at the 7th Africa NLP Workshop, a proud moment for us at @equalyz_ai .

But beyond the recognition, this work co-authored by @IfeAdebara, @AbdulOluwaseun6, @bayoadekanmbi @o_damilola21, @AnjuwonOlolade, @larrie4peerless, @tonysoronnadi, @johnemekaeze, and @EwezuN46971, speaks to something deeper:

African languages remain severely underrepresented in large-scale speech resources, especially when it comes to spontaneous, real-world speech. Most existing datasets rely heavily on scripted or read audio, which fails to capture how people actually speak, across accents, dialects, and everyday contexts.

This makes evaluation difficult, and that is because if the data doesn’t reflect natural language use, then the systems built on it and the way we evaluate them will always fall short.

This is the problem we’re actively solving at @equalyz_ai , collecting voice data across African languages, even through feature phones, and capturing real, everyday speech across diverse contexts.

We’re deeply grateful to our project funder @gatesfoundation for the immense support during the African voices project. Your commitment to advancing African language AI, investing in data, and enabling research like this makes progress possible.

This award is not just a win, it’s a step in that direction.
Read the full paper >>
https://t.co/e6LhEDpr10

@FMCIDENigeria @UNDP @yoruba_proverbs @Yorubaness @HausaTranslator @igboinstitute @bbcnewspidgin
#EqualyzAI #LanguageAI #AIResearch #AfricaNLP #Evaluation #AfricanLanguages

[DSN - Data Science Nigeria @dsn_ai_network]

Best Paper Award at AfricaNLP (@Africa_NLP) 2026

We are proud to share that our research paper, “African Voices Nigeria: 2,500 Hours of Ethically Sourced Speech Data for Four Nigerian Languages”, co-authored by Ife Adebara (@IfeAdebara), Oluwaseun Nifemi (@NifemiOluwaseu2), Olubayo Adekanmbi (@bayoadekanmbi), Rashidat Damilola Sikiru (@o_damilola21), Ololade Anjuwon (@AnjuwonOlolade), Olanrewaju Israel Lawal, Anthony Soronnadi (@tonysoronnadi), John Emeka Eze (@johnemekaeze), and Ewezu Ngim Ngim (@EwezuN46971), has been awarded Best Paper at the 7th Africa NLP Workshop. This event was co-located with the 19th Conference of the European Chapter of the Association for Computational Linguistics (EACL) 2026 in Morocco.

This recognition by the African NLP community celebrates research that is not only rigorous but also rooted in ethical and locally relevant AI solutions. We extend our gratitude to the workshop organisers and the broader African NLP community for this honour.

At Data Science Nigeria (@dsn_ai_network), this recognition reflects a consistent track record of delivering globally competitive research while staying grounded in local relevance. Our work continues to advance the localisation of Artificial Intelligence by building high-quality, ethically sourced datasets and solutions tailored to African contexts. This milestone reinforces our long-term commitment to ensuring AI development in Africa is not only world-class, but also inclusive, representative, and built for the realities of our communities.

Read the full research paper here> https://t.co/0Z9wwAs6LG

#datasciencenigeria #EACL2026 #AfricanVoices #Africanlp

[DSN - Data Science Nigeria @dsn_ai_network]

We’re proud to share that our research paper, African Voices Nigeria: 2,500 Hours of Ethically Sourced Speech Data for Four Nigerian Languages, has been accepted at the 7th @Africa_NLP 2026 Workshop — ranking among the top 4 out of 44 submissions.

The workshop is co-located with the 19th Conference of the European Chapter of the Association for Computational Linguistics (EACL) 2026, taking place in Rabat, Morocco from March 25–28, 2026.

At the heart of this work is a simple but critical gap: most existing speech datasets for African languages fail to reflect how people actually speak.
African Voices addresses this by capturing over 2,500 hours of ethically sourced, real-world speech from native speakers going beyond scripted recordings to represent authentic conversations use across key domain areas.

What this means in practice is better data for building speech recognition systems that are not only more accurate, but also more inclusive and representative of African realities.

@Africa_NLP remains a key convening point for researchers advancing natural language processing for African languages, corpora development, and context-specific AI applications. Being recognized in this space reinforces the growing importance of grounded, locally driven research.

At Data Science Nigeria (@dsn_ai_network), this milestone reflects our broader commitment: advancing research that is deeply rooted in African contexts, expands access, and powers solutions that work for our people.

#DataScienceNigeria #AfricaNLP2026 #AIforGood #AfricanLanguages #ResponsibleAI #EACL2026
@johnemekaeze @UAlberta @equalyz_ai

[AfricaNLP @Africa_NLP]

African Voices Nigeria: 2500 hours of ethically sourced speech data for four Nigerian Languages
@dsn_ai_network @equalyz_ai

[DSN - Data Science Nigeria @dsn_ai_network]

Right now, opportunities are going to people who know how to use AI.

Not because they’re better. Because they’re prepared.

You can be too.

Join the @dsn_ai_network × @Microsoft × @3MTTNigeria Self-Paced AI Fluency Training and start building the skill that will define the next decade.

Register now: https://t.co/a9pcTwziZd

#AI #Upskill #TechSkills #FutureReady #AIinNigeria

[Equalyz_AI @equalyz_ai]

We’re presenting our research paper, African Voices Nigeria: 2,500 Hours of Ethically Sourced Speech Data for Four African Languages, at the 7th AfricaNLP Workshop, co-located with #EACL2026 in Rabat, Morocco.

This recognition reflects years of deliberate contribution by EqualyzAI to advancing AI systems grounded in linguistic inclusion, digital sovereignty, and real-world efficiency for African communities.

As part of this effort, we contributed to the development of African Voices Nigeria a large-scale, ethically sourced speech dataset designed to address one of the biggest gaps in AI today: the lack of high-quality, representative data for African languages like Hausa and Yoruba.

AfricaNLP 2026 Workshop remains a key convening point for researchers advancing natural language processing for African languages, corpora development, and context-specific AI applications. Being recognized in this space reinforces the growing importance of grounded, locally driven research.

The implication is straightforward: when the data improves, the systems improve. And when the systems improve, more people are actually seen, heard, and understood.

Because this work isn’t just about models. It’s about building systems that understand people in the languages they live, think, and dream in.

At its core, EqualyzAI exists to make AI work for everyone by building inclusive, locally relevant systems powered by African data and designed for real-world impact.

@LANGUAGESAFRICA @languageafrica @AfriLanguages @AfriLangUK @black_in_ai @AI4Africa7

#EqualyzAI #EACL2026 #AfricaNLP #DigitalSovereignty #SmallLanguageModels #AIforGood #InclusiveAI

[‎Khalifa @El__Yaq]

90% of your startups and government agencies that flaunt “made in Nigeria” are wrappers for Chinese manufacturers

[DSN - Data Science Nigeria @dsn_ai_network]

Great work happens because great people show up every day.

On Employee Appreciation Day, we took a moment to celebrate the incredible team behind the mission.

Here’s a quick recap of the fun, laughter, and moments that made the day one to remember.

#datasciencenigeria #EmployeeAppreciationDay #Gratitude

@dsa_org @3MTTSupport @NITDANigeria @FMCIDENigeria @Nairametrics @black_in_ai @aicollectiveng

[Equalyz_AI @equalyz_ai]

Introducing VoiceBridge, EqualyzAI’s purpose-built solution for collecting hyper-local, nuanced and ethically sourced speech data for African languages at scale.

VoiceBridge is built to work offline and be accessed through feature phones. Most voice data collection tools uses reliable internet and smartphones, but across many African communities, feature phones and limited connectivity are still the norm.

Here are some features that makes VoiceBridge different;

Offline- based architecture, designed for real African realities

Accessible through feature phones, not just smartphones

Built specifically for low-resource and tonal African languages

Community-centered data collection

Structured for AI readiness from day one

Designed to capture dialects, accents, and real linguistic nuance

Transparent, compliant, and responsibly governed

This means speech data can be gathered from rural communities, remote regions, and underserved populations, the very voices that are often missing from global AI datasets.

Most voice datasets ignore the complexity of African languages, Voice Bridge is built around it. It enables researchers, institutions, and partners to build speech models that truly understand African voices, not just translate them.

Because if AI is going to serve Africa, it must first learn to listen to Africa.

At @equalyz_ai, We’re not just collecting voices, We’re building representation in the AI era.

@ZuluBible @Swahilination_ @AfricaAi75287 @black_in_ai @AIforGood @AI_Market_Trade

#EqualyzAI #VoiceBridge #VoiceData #AfricanLanguages #SpeechTechnology #AIForInclusion #LanguageTechnology #DigitalEquity

[DSN - Data Science Nigeria @dsn_ai_network]

It's TODAY!

Some people's careers move faster than others. The secret most of the time is GUIDANCE!

What if one conversation could change how you approach your tech journey this year?

Join the @dsn_ai_network Community Mentorship Session and learn how to build a roadmap for real growth.

Time: 5:00pm (WAT)

Venue: Zoom & Telegram

You can still secure a seat here>https://t.co/DmSMRjWJXh

#datasciencenigeria #DSNMentorship

[DSN - Data Science Nigeria @dsn_ai_network]

Future-ready students don’t happen by accident. They are intentionally prepared.

But the real question is "Is our education system preparing them for the future or the past?"

Join our Digital Platforms & Stakeholder Management Lead, Uyi Briggs Okundaye TOMORROW at the Future Readiness Conference 2026 alongside other leaders, innovators and education advocates with the aim to tackle this challenge head-on.

He’ll be sharing insights on what it truly takes to prepare young Africans for a world driven by AI, digital skills, and emerging technologies.

Date: Friday, 6th March 2026

Time: 10:00am

Venue: Okaijesan's Hall, Irrua, Edo State.

If you care about the future of education and the opportunities available to the next generation, this is a conversation you shouldn’t miss.

#datasciencenigeria #Futureofeducation #DigitalSkills

[Deep Learning Indaba @DeepIndaba]

Big news🎉: The Deep Learning Indaba 2025 Research Track proceedings are officially LIVE!

We are excited to announce that the research presented at #DLI2025, is now published in the Proceedings of Machine Learning Research (PMLR), Volume 302.

A huge congratulations to all the authors, reviewers, and organisers whose work made this possible. This is an important milestone in showcasing and advancing African-led research in machine learning.

Read the full proceedings here: https://t.co/nZ3fNgANbN

#DLI2025 #ResearchTrack

[Equalyz_AI @equalyz_ai]

DECIDE!
Pinnu in Yorùbá, Kpebie in Igbo, Yanke shawara in Hausa and Nquma in
isiZulu.

Different languages, Same power.

Nothing changes until you decide.
Not your habits, not your results, not your future.

Clarity is powerful, but decisions are transformational.

This week, don’t drift. Decide.

@bbchausa @HausaGarden @HausaTechTalk @Breketehausa @igboland @IgboTime @ylcuing @LekanFabilola @AfriLanguages @nalrc @PanSALB @EaYoruba
#MotivationalMonday #AfricanLanguages #Decide #Leadership #AfricanExcellence

[Equalyz_AI @equalyz_ai]

Igniting Creative Writing in Small Language Models: LLM-as-a-Judge vs Multi-Agent Refined Rewards”, a research paper presented at EMNLP 2025, shows how creativity in compact models can be significantly improved using reinforcement learning strategies like LLM-as-a-Judge and multi-agent refined reward systems. Instead of relying heavily on expensive human annotations, the research demonstrates how structured AI feedback and collaborative reward mechanisms can elevate storytelling quality, coherence, and originality, even in smaller models.

We believe the future of AI, especially for emerging markets, will not be built solely on massive frontier models, but on efficient, adaptable, culturally aware Small Language Models that can run in low-resource environments. Research like this validates that with the right training architecture and intelligent feedback systems, SLMs can deliver high-level creative performance without requiring massive compute.

For us, this is more than academic progress. It’s proof that accessible AI can still be powerful. That inclusive AI can still be expressive. And that smaller models, when designed intentionally, can unlock big possibilities.

Read the full paper > https://t.co/2NxByojUIe

@bo_lu @XingyuZhang @ZhejunZ53610 @dongdongshen @longxia @DaweiYin @yoruba_proverbs @ThinkYoruba_1st @IgboHistoFacts @VoiceOfTheEast @bbchausa @dwnews
#SLMs #EfficientAI #AIResearch #EMNLP2025 #ReinforcementLearning #LLMasJudge #MultiAgentSystems #AIForEmergingMarkets #InclusiveAI #EdgeAI #DemocratizingAI #EqualyzAI

[Equalyz_AI @equalyz_ai]

Xam, once spoken in South Africa, is perhaps the most famous extinct African language.

While it no longer has fluent speakers, its legacy lives on in the South African National Coat of Arms, with the motto !ke e: /xarra //ke — “diverse people unite.”

Historically, Xam was more than words; it was a vessel of knowledge, stories, and community wisdom, guiding generations and shaping cultural identity.

Why this matters: The extinction of Xam shows how easily languages, and the knowledge they carry can disappear if not preserved.

By using AI to document, revive, and support African languages, we @equalyz_ai ensure that every voice, story, and culture continues to thrive in the digital era.

Preserving languages isn’t just symbolic, it’s about keeping Africa’s collective memory and identity alive.

@akonilede @HausaTrends @Zuluteacher @IgboHistoFacts @AbujaHausa

#EqualyzAI #AfricanLanguages #EndangeredLanguages #LanguagePreservation #Khoisan #CulturalHeritage #OralTraditions #AIForAfrica #DigitalInclusion #LinguisticDiversity