GenAI from Scratch for Database Administrators and Infrastructure Engineers

GenAI concepts for DBA from scratch – gradeupnow

What is AI, Machine Learning and LLM? — Plain English for Oracle DBAs – gradeupnow

Embeddings Explained — From Text to Vectors (Complete Guide) – gradeupnow

Word2Vec, Embeddings and Semantic Search with hands-on Python code – gradeupnow

🤖 GenAI from Scratch — Post 4 of 24  |  Module 1: NLP Foundations  |  Class 05 – gradeupnow

🤖 GenAI from Scratch — Post 6 of 24  |  Module 1: NLP Foundations  |  Class 06 (11 April) – gradeupnow

🤖 GenAI from Scratch — Post 7 of 24  |  Module 1: NLP Foundations  |  Class 07 (12 April) – gradeupnow

🤖 GenAI from Scratch — Post 8 of 24  |  Module 1: NLP Foundations  |  Class 08 (18 April) – gradeupnow

🤖 GenAI from Scratch — Post 9 of 24  |  Module 2: The Transformer Era  |  Class 09 (19 April) – gradeupnow

Confused by “embeddings,” “self-attention,” and “transformers”? This guide explains how modern LLMs work — using database analogies DBAs will instantly get.

Positional Encoding and Self-Attention (Q, K, V) Explained — The Math Behind Transformers (Part 2) – GradeUpNow — Free IT & IELTS Practice Quizzes

Encoder-Only vs. Encoder-Decoder vs. Decoder-Only — And How Modern LLMs Are Actually Trained (Part 3) – GradeUpNow — Free IT & IELTS Practice Quizzes

How to Access LLMs and Multimodal Models: SDKs vs. LangChain, Paid vs. Free Providers (Hands-On)

How do you teach an open-source LLM your own domain? Full vs. LoRA fine-tuning, three data formats, adapter merging, and Hugging Face vs. Unsloth — for DBAs

Why SFT isn’t enough, how RLHF and PPO actually work step by step, what a reward model does, and how DPO simplifies it all — with a hands-on TRL example.

The practical application of AI in my application perfinapp( Personal Finance Application)

perfinapp AI Project — Weeks 1 to 5: Complete Reference – gradeupnow

Building a Natural Language Query Engine on Oracle AI Database 26ai – gradeupnow

Building the AI Query Interface on Oracle APEX — Weeks 11 & 12 – GradeUpNow — Free IT & IELTS Practice Quizzes

Setting an AI agent loose inside a live Oracle APEX app

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