meshack

#JKUATPAUGrad2026
Computer Science, JKUAT '26 🎓 | Software Developer | AI/ML | @DiscoverJKUAT

[meshack @meshackcode]

🎓 BSc Computer Science — DONE! ✅
This isn't just a certificate. It's the result of years of persistence.
You started this journey as a student trying to figure out coursework, projects, programming, AI/ML, internships and your career direction. Now you can confidently say:
“I am a Computer Science graduate.” 🎓💻
And honestly, this is only the beginning. 🚀
The next chapter is about turning everything you've learned into real-world experience, software, AI/ML projects, internships/jobs, and eventually your own products or business.
Congratulations, graduate. 🥂🎓
You earned this moment. Enjoy it. Celebrate with your family. Take ALL the photos. 😂❤️
MESHACK OUMA — BSc COMPUTER SCIENCE 🎓💻🔥
WE MADE IT! 🥳🎉
#BigData #Analytics #DataScience #IoT #IIoT #PyTorch #Python #RStats #TensorFlow #Java #JavaScript #ReactJS #GoLang #CloudComputing #Serverless #DataScientist #Linux #Books #Programming #Coding #100DaysofCode
#ArtificialIntelligence #ComputerVision #DeepLearning #SoftwareEngineering #TechJobs #100DaysOfCode #DataScience #MLOps

[Aman_Syd🇮🇳 @Amansyd9]

Good Evening X-Family 🌙⚡

Someone else is ahead.
So what?
Their timeline is not your deadline.

Focus on becoming better
than the person you were yesterday.

That’s the real competition.
💪 Like if you needed this
🔄 Repost to remind someone
💬 Comment
👥 Follow for daily motivation

@X @grok

#GoodEvening #Motivation #SelfGrowth #XFamily #RealCompetition #StayFocused #MindsetShift

[Tech Fusionist @techyoutbe]

If it is invisible, how we can see that & know about? Even if it is removed

[Victoria🦋 @TaiwoVi22633357]

You follow me, i follow you back
Then you unfollow me

E make any s£ns£???

[meshack @meshackcode]

@TaiwoVi22633357 Nigerians show me love ❤️😘😍

[Princess 👑 @favour15300]

How many followers do you need?

[Kashaf @noor36758]

Tech Careers Ranked by Learning Curve

🟢 Web Development — Easy
🟢 UI UX Design — Easy
🟢 Data Analytics — Easy
🟢 WordPress Development — Easy
🟢 QA Testing — Easy

🔵 App Development — Medium
🔵 Backend Development — Medium
🔵 Cloud Computing — Medium
🔵 Cybersecurity — Medium
🔵 Database Engineering — Medium

🟠 DevOps — Hard
🟠 Data Science — Hard
🟠 AI Engineering — Hard
🟠 Machine Learning — Hard
🟠 Data Engineering — Hard

🔴 Deep Learning — Very Hard
🔴 Computer Vision — Very Hard
🔴 NLP — Very Hard
🔴 Distributed Systems — Very Hard
🔴 AI Research — Very Hard

Which one are you learning 👀??

[MD EDGE series @M63766Monday]

Need 4.5K active followers? 👀🔥
Drop YES 👋 and introduce yourself.

[meshack @meshackcode]

@KomalWCode Postgresql

[KOMAL👩‍💻 @KomalWCode]

You can master only ONE database for the rest of your career.

A) PostgreSQL
B) MongoDB
C) Redis
D) ClickHouse

Choose wisely

[Victoria🦋 @TaiwoVi22633357]

Some people will hurt you, apologize, then do the exact same thing again. Like... why?

[Sadia @sadia82105]

If your first sentence doesn't create curiosity, rewrite it.

[Louren Andriani @AndrianiGio22]

Is your accounts growing or need some help 🤔
Just paste your page here 👇

[meshack @meshackcode]

@NdindiNyoro Wazii

[Ndindi Nyoro @NdindiNyoro]

Kesho Tuko hapa.

Karibuni sana.

We are African and Africa is our Business..

[meshack @meshackcode]

APIs (Application Programming Interfaces) are the digital contracts that allow different software systems to talk to each other without needing to know how the underlying code is built.
Depending on your architecture, latency requirements, and system design, APIs generally fall into four major styles:

[Victoria🦋 @TaiwoVi22633357]

Sometimes the best thing you can do for yourself is stop explaining.

[meshack @meshackcode]

Core API Lifecycle Concepts
Authentication & Authorization: Securing endpoints using mechanisms like OAuth 2.0, JWT (JSON Web Tokens), or API Keys.
Rate Limiting & Throttling: Protecting backends from overload or abuse via algorithms like Token Bucket or Leaky Bucket (often managed at the API Gateway layer).
Versioning: Managing breaking changes cleanly through URL paths (e.g., /v1/users), query parameters, or request headers.
Documentation & Contracts: Defining explicit API specifications using standards like OpenAPI (Swagger) or Proto files to auto-generate client SDKs and server stubs.

[meshack @meshackcode]

APIs (Application Programming Interfaces) are the digital contracts that allow different software systems to talk to each other without needing to know how the underlying code is built.
Depending on your architecture, latency requirements, and system design, APIs generally fall into four major styles:

[Louren Andriani @AndrianiGio22]

If you find 50m $

What's the first thing you will do with that ammount?

[meshack @meshackcode]

def export_quantized_onnx(quantized_model, output_path="edge_model_int8.onnx"):
quantized_model.eval()

# Example dummy input matching tensor input dimensions
dummy_input = torch.randn(1, 3, 224, 224, dtype=torch.float32)

torch.onnx.export(
quantized_model,
dummy_input,
output_path,
export_params=True,
opset_version=13, # Opset 13+ supports native Q/DQ nodes
do_constant_folding=True,
input_names=['input'],
output_names=['output'],
dynamic_axes={'input': {0: 'batch_size'}, 'output': {0: 'batch_size'}}
)
print(f"Quantized ONNX model successfully saved to {output_path}")

# Example Export Execution
# export_quantized_onnx(int8_qat_model, "quantized_edge_vision.onnx")

[meshack @meshackcode]

Exporting Quantized Models to ONNX Runtime
When exporting quantized PyTorch architectures to ONNX for edge deployment (e.g., TensorRT, ONNX Runtime Edge, or ExecuTorch), export using opset_version=13 or higher to natively preserve QuantizeLinear / DequantizeLinear graph nodes.