Bayo Adejare
bayoadejare.bsky.social
Bayo Adejare
@bayoadejare.bsky.social
📈 Data Engineer - building out new integrations to support increasing data volume and complexity. Views expressed are mine.

linktr.ee/bayoadejare
Pinned
🏥 𝐁𝐮𝐢𝐥𝐝𝐢𝐧𝐠 𝐚𝐧 𝐀𝐈-𝐩𝐨𝐰𝐞𝐫𝐞𝐝 𝐇𝐞𝐚𝐥𝐭𝐡𝐜𝐚𝐫𝐞 𝐈𝐧𝐬𝐮𝐫𝐚𝐧𝐜𝐞 𝐏𝐥𝐚𝐭𝐟𝐨𝐫𝐦 🚀⁣

🔍 91% accuracy in claims prediction⁣
📊 Real-time risk assessment⁣
🧠 ML models that transform healthcare economics⁣

Tech: Python, Streamlit, Plotly⁣

𝘐𝘮𝘱𝘢𝘤𝘵: 𝘚𝘮𝘢𝘳𝘵𝘦𝘳, 𝘧𝘢𝘴𝘵𝘦𝘳 𝘪𝘯𝘴𝘶𝘳𝘢𝘯𝘤𝘦 𝘥𝘦𝘤𝘪𝘴𝘪𝘰𝘯𝘴⁣

#HealthTech #MachineLearning #DS 🤖
𝟏/𝟓⁣
🚀 Episode 5 is LIVE: Data Transformation & Storage!⁣

Raw OBD-II data → ML-ready features. This is where the magic happens.⁣

We're building the data refinery that powers 94% accurate predictive maintenance.⁣
November 19, 2025 at 12:19 AM
#ThrowbackThursday to conquering data chaos!

A year ago, we built a scalable Azure pipeline processing:
• 10M+ clickstream events
• 800K+ transactions
• 30K+ products
November 13, 2025 at 2:27 PM
Reposted by Bayo Adejare
Built an open-source fleet optimization platform that cuts costs by 25% vs proprietary solutions. 🚛

• $0 licensing fees
• Your data, your rules
• 94% accurate predictive maintenance

Get a full demo running in 10 mins: github.com/bayoadejare/...

#OpenSource #LogisticsTech #ThrowbackThursday
November 6, 2025 at 8:26 PM
Reposted by Bayo Adejare
1/ 🚀 𝐀𝐫𝐞 𝐘𝐨𝐮 𝐭𝐡𝐞 𝐃𝐚𝐭𝐚 𝐖𝐢𝐳𝐚𝐫𝐝 𝐖𝐞’𝐯𝐞 𝐁𝐞𝐞𝐧 𝐒𝐞𝐚𝐫𝐜𝐡𝐢𝐧𝐠 𝐅𝐨𝐫? 🧙‍♂️📊

If you’re a problem solver who sees data as a playground, thrives on curiosity, and loves turning raw info into actionable insights, this is for YOU! 🌟
March 10, 2025 at 2:41 AM
Reposted by Bayo Adejare
New blog post by Adam Steer: Identifying deformed sea ice using geomorphons ❄️🌊

Exploring sea ice as a landscape analysis problem with QGIS + GRASS GIS, using drone + lidar data.

👉 www.spatialised.net/identifying-...

#Geospatial #RStats #RSpatial #GISchat
October 8, 2025 at 1:05 PM
Reposted by Bayo Adejare
A deployment strategy is your bridge from code to customer. You can build a sturdy, slow suspension bridge (Blue-Green), a nimble but narrow tightrope (Canary), or simply blow up the old bridge and hope the new one appears (Big Bang).
August 21, 2025 at 2:03 AM
Reposted by Bayo Adejare
The best choice isn't about the trend; it's about balancing your tolerance for risk, cost, and complexity on the journey to delivering value.
August 21, 2025 at 2:03 AM
1/5
🚀 Episode 4 is LIVE: Real-Time Data Ingestion!

We're building the central nervous system for our open-source fleet platform. Processing 100K+ events/sec from vehicle sensors.

Here's how: ↓
September 19, 2025 at 2:24 AM
Reposted by Bayo Adejare
🌟 ABAC advantages: More flexible & granular control, better for zero trust, fewer custom roles needed, stronger security through contextual awareness. (5/7)
April 26, 2025 at 1:41 PM
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9/ 🌟 𝐖𝐡𝐲 𝐉𝐨𝐢𝐧 𝐔𝐬?
🌍 Shape the future of data-driven decision-making.
🚀 Work in a fast-paced, collaborative environment where your ideas matter.
💡 Tackle challenges that push you to grow and innovate daily.
🎉 Be part of a culture that values curiosity, creativity, and a good laugh.
March 10, 2025 at 2:41 AM
Reposted by Bayo Adejare
''countless other tech leaders and investors had put far too much faith into a speculative and unproven hypothesis called scaling: the idea that training A.I. models on ever more data and using ever more hardware would eventually lead to A.G.I. or even a superintelligence that surpasses humans.''
Opinion | The Fever Dream of Imminent Superintelligence Is Finally Breaking
www.nytimes.com
September 11, 2025 at 12:14 AM
🚀 Episode 3 is LIVE: Environment Setup in 10 Minutes!

Get a full Samsara-grade stack running on your machine with one command. No more infrastructure headaches.

Here's what you get: ↓
September 10, 2025 at 1:12 AM
Reposted by Bayo Adejare
I am recruiting 1-2 postbacs for our NSF-funded Tsavo Simba Research Project, investigating fission-fusion! The position is for recent undergrads who have not yet started grad school. Come be a part of our team and help us track/monitor 🦁🌍🛰️📸🧪 Job ad⬇️

careers-macalester.icims.com/jobs/2221/po...
September 9, 2025 at 10:48 PM
🚀 𝗘𝗽𝗶𝘀𝗼𝗱𝗲 𝟮 𝗼𝗳 𝗼𝘂𝗿 𝗢𝗽𝗲𝗻-𝗦𝗼𝘂𝗿𝗰𝗲 𝗙𝗹𝗲𝗲𝘁 𝗢𝗽𝘁𝗶𝗺𝗶𝘇𝗮𝘁𝗶𝗼𝗻 𝗦𝗲𝗿𝗶𝗲𝘀 𝗶𝘀 𝗟𝗜𝗩𝗘!

We're breaking down how to build a Samsara alternative that cuts costs by 25%+ using open source.

🧵 Here's what's inside:
1/7
September 9, 2025 at 3:03 AM
Reposted by Bayo Adejare
5/ 𝘒𝘦𝘺 𝘛𝘢𝘬𝘦𝘢𝘸𝘢𝘺𝘴
🔹 Indexes ≠ magic—design them for how data is accessed
🔹 LEFT JOIN + WHERE often becomes a silent INNER JOIN
🔹 Execution plans expose sorting/join inefficiencies
🔹 Materialized views = cheat codes for reporting
February 28, 2025 at 1:17 AM
🚛 Spending $50k/year on 100 vehicles for fleet software?

We built an open-source Samsara alternative that cuts costs by 25%.

The FULL build series drops soon on YouTube.

Save this tweet 👇 #OpenSource
September 6, 2025 at 11:14 PM
Reposted by Bayo Adejare
🚀 🧵 𝐀𝐮𝐭𝐨𝐦𝐚𝐭𝐞 𝐃𝐚𝐭𝐚 𝐐𝐮𝐚𝐥𝐢𝐭𝐲 𝐰𝐢𝐭𝐡 𝐆𝐫𝐞𝐚𝐭 𝐄𝐱𝐩𝐞𝐜𝐭𝐚𝐭𝐢𝐨𝐧𝐬 & 𝐒𝐨𝐝𝐚 𝐂𝐨𝐫𝐞! ⁣
Tired of dirty data ruining your day? 😤 ⁣
Say goodbye to manual checks, errors, and panic. ⁣
Let’s fix data quality 𝐥𝐢𝐤𝐞 𝐩𝐫𝐨𝐬. 💥 ⁣
(𝟏/𝟔)
February 12, 2025 at 3:26 AM
Reposted by Bayo Adejare
𝐎𝐮𝐫 𝐅𝐢𝐱:⁣
✅ Automated real-time data pipelines⁣
✅ Unified risk scoring with Spark + Airflow⁣
✅ Dynamic models updating hourly (not weekly)⁣

𝐑𝐞𝐬𝐮𝐥𝐭𝐬:⁣
⏱️ 40% faster processing⁣
🎯 22% more accurate predictions⁣
🛡️ Proactive adjustments during volatility⁣
May 6, 2025 at 12:27 PM
Reposted by Bayo Adejare
🚀 𝐐𝐮𝐢𝐜𝐤 𝐭𝐢𝐩: 𝐈𝐦𝐩𝐥𝐞𝐦𝐞𝐧𝐭 𝐫𝐨𝐛𝐮𝐬𝐭 𝐂𝐈/𝐂𝐃 𝐟𝐨𝐫 𝐲𝐨𝐮𝐫 𝐝𝐚𝐭𝐚 𝐩𝐢𝐩𝐞𝐥𝐢𝐧𝐞𝐬 𝐮𝐬𝐢𝐧𝐠 𝐆𝐢𝐭𝐇𝐮𝐛 𝐀𝐜𝐭𝐢𝐨𝐧𝐬 + 𝐃𝐞𝐥𝐭𝐚 𝐋𝐚𝐤𝐞!

🔍 Want bulletproof data quality? Here's how we ensure it:
January 10, 2025 at 4:19 AM
Reposted by Bayo Adejare
𝟏/𝟕 🚀 𝐀𝐢𝐫𝐟𝐥𝐨𝐰 𝐯𝐬. 𝐏𝐫𝐞𝐟𝐞𝐜𝐭 𝐯𝐬. 𝐃𝐚𝐠𝐬𝐭𝐞𝐫: 𝐓𝐡𝐞 𝐎𝐫𝐜𝐡𝐞𝐬𝐭𝐫𝐚𝐭𝐢𝐨𝐧 𝐖𝐚𝐫𝐬
Data engineers! Choosing a workflow tool? Let’s break down the titans:
⚡ 𝐀𝐢𝐫𝐟𝐥𝐨𝐰: The OG
⚡ 𝐏𝐫𝐞𝐟𝐞𝐜𝐭: The disruptor
⚡ 𝐃𝐚𝐠𝐬𝐭𝐞𝐫: The data-obsessed
[🧵👇] #DataEngineering #TechThread
February 24, 2025 at 9:15 PM
Reposted by Bayo Adejare
🔥 𝐃𝐚𝐭𝐚 𝐄𝐧𝐠𝐢𝐧𝐞𝐞𝐫𝐬 - 𝐏𝐫𝐢𝐯𝐚𝐜𝐲 𝐢𝐬 𝐘𝐨𝐮𝐫 𝐒𝐮𝐩𝐞𝐫𝐩𝐨𝐰𝐞𝐫 🔥

GDPR/CCPA compliance isn't just legal checkboxes - it's your ticket to:
✅ 99.9% lower re-ID risk
✅ 95% preserved insights
✅ 2.5x more datasets in production

🧵 Here's how we did it ↓ #DataEngineering #Privacy

[Thread]
February 12, 2025 at 7:24 PM
Reposted by Bayo Adejare
Distributed architectures leverage abundant computing to trade 𝘥𝘦𝘷𝘦𝘭𝘰𝘱𝘮𝘦𝘯𝘵 𝘢𝘯𝘥 𝘰𝘱𝘦𝘳𝘢𝘵𝘪𝘰𝘯𝘢𝘭 𝘤𝘰𝘮𝘱𝘭𝘦𝘹𝘪𝘵𝘺 for 𝘶𝘯𝘱𝘳𝘦𝘤𝘦𝘥𝘦𝘯𝘵𝘦𝘥 𝘳𝘦𝘴𝘪𝘭𝘪𝘦𝘯𝘤𝘦 𝘢𝘯𝘥 𝘴𝘤𝘢𝘭𝘢𝘣𝘪𝘭𝘪𝘵𝘺.
August 17, 2025 at 6:05 PM
Reposted by Bayo Adejare
𝟏/𝟕 🚨𝐂𝐨𝐬𝐭 𝐯𝐬. 𝐒𝐩𝐞𝐞𝐝 - 𝐓𝐡𝐞 𝐃𝐚𝐭𝐚 𝐄𝐧𝐠𝐢𝐧𝐞𝐞𝐫’𝐬 𝐃𝐢𝐥𝐞𝐦𝐦𝐚
10x cost for 2-second latency? Let’s break it down:

𝐂𝐚𝐬𝐞 𝐒𝐭𝐮𝐝𝐲:
- 🐢 𝐁𝐚𝐭𝐜𝐡: $200/day | 4h latency
- 🚀 𝐑𝐞𝐚𝐥-𝐓𝐢𝐦𝐞: $2,000/day | 2s latency
Would YOU pay 10x for near-instant data? 💸
February 4, 2025 at 11:10 PM
Reposted by Bayo Adejare
𝟏/ 🚀 𝐃𝐀𝐓𝐀 𝐌𝐄𝐒𝐇: 𝐊𝐢𝐥𝐥𝐢𝐧𝐠 𝐒𝐢𝐥𝐨𝐬, 𝐔𝐧𝐥𝐞𝐚𝐬𝐡𝐢𝐧𝐠 𝐈𝐧𝐧𝐨𝐯𝐚𝐭𝐢𝐨𝐧
Your org’s data is stuck in silos? 🔒
𝐃𝐚𝐭𝐚 𝐌𝐞𝐬𝐡 flips the script: Federated ownership lets domain teams OWN their data like products.
No more bottlenecks. Just agility.
↓ Real wins + hard truths ↓ #DataMesh #TechTrends
February 16, 2025 at 7:24 AM