
xTech
@cybersecdev_
Cybersecurity researcher & AI innovator specializing in edge-based malware detection. Expert in deep learning, & privacy-preserving defenses.
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The attached picture is the simplest explanation of Machine Learning I've seen. In the regular world of writing code to solve problems, programmers write rules and apply them to data to produce the answers they need. Sometimes, writing those rules is really difficult. For…

Compression techniques I’d study if I wanted small but smart LLMs. Bookmark this. 1.Quantization 2.Distillation 3.Low-Rank Adaptation 4.Weight Sharing 5.Sparse Matrices 6.Layer Dropping 7.Knowledge Transfer 8.Embedding Compression 9.Mixed Sparsity 10. Progressive Shrinking…

- when to use RAG vs fine-tuning (the decision table) - new facts, fast-changing docs, per-tenant data → RAG - tone/style/formatting, tool-use behavior, task following → SFT fine-tune - logic/chain patterns, preference shaping (less about facts) → Preference tuning…
RAG - Retrieval Augmented Generation

🔥Free Google Collab notebooks to implement every Machine Learning Algorithm from scratch Link in comment

Neural Network Activation Function! Credit-> Damien Benveniste

who are the STARTUPS working on RARE EARTHS right now? POST UP!!!!
I'm deleting this soon because it's a legit cash-printing formula. 𝗣𝗮𝗶𝗱 𝗖𝗼𝘂𝗿𝘀𝗲 𝗙𝗥𝗘𝗘 (PART - 3) 1. Artificial Intelligence + Data Analyst 2. Machine Learning + Data Science 3. Cloud Computing + Web Development 4. Ethical Hacking + Hacking 5. Data Analytics + DSA…

Edge AI enables localized inference on devices addressing data privacy concerns.
It’s an easy prediction of where things are headed. Devices will just be edge nodes for AI inference, as bandwidth limitations prevent everything being done server-side.
xAI's long term plan is to be a edge node running AI inference to generate pixels and audio No more traditional OS or apps but just AI rendering everything directly

O - Organized B - broad-based I - Inclusive D - democratic I - international E - excellence-driven N - Nigerians from every ethnic group. T - Transparency in governance. -PO
If you think you're having a locked in Fall, here is Elon's:

I have never seen any Nigerian who have communicated HOPE better than Peter Obi. He still goes around everyday doing good. He is actually the face of the new Nigeria I hope for. Integrity, Character, Consistency and Common Sense.
it's taking you a little longer because you're not lying, using other people, scamming, manipulating, or selling your soul. Dear son, God will open a door for you soon. Keep going.
To all the builders, creators, and problem-solvers: Happy #ProgrammersDay! 🎉

AI systems requires regular updates just as traditional software requires patches
I know it might be obvious but I want all of you to know I appreciate you. The life I’m living is the one I dreamed of every night as a kid and I’m very grateful you all watch my content ❤️
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