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Medium · Python 🧠 Large Language Models ⚡ AI Lesson 5h ago

Weight Sharing Explained: Shrinking LLMs at the Attention Level

We have compressed models by reducing their bit-precision (Quantization), transferred knowledge from massive models to small ones… Continue reading on Medium »

Medium · Python 🧠 Large Language Models ⚡ AI Lesson 19h ago

Local-first: a Model on Your Own Machine, Zero Cloud

This is the concrete, runnable walkthrough for Post 1 of the Portway series. The goal: stand up a single model behind an OpenAI-compatible… Continue reading on

Medium · Python 🧠 Large Language Models ⚡ AI Lesson 19h ago

I Built an AI File Organizer in Python

Instead of sorting files with rigid rules, I used semantic similarity to help my computer understand what a filename means. Continue reading on Medium »

Medium · Python 🧠 Large Language Models ⚡ AI Lesson 2d ago

Building SiteSearch AI: A Fullstack RAG Application using Next.js, NestJS, Python, Gemini & Supabase

AI-powered website intelligence platform that turns webpages into searchable RAG context for SEO, summaries, FAQs & marketing content. Continue reading on Mediu

Medium · Python 🧠 Large Language Models ⚡ AI Lesson 3d ago

What Actually Goes Into a Production RAG System

The things tutorials skip and real users expose. Continue reading on Towards AI »

Medium · Python 🧠 Large Language Models ⚡ AI Lesson 3d ago

Python semantic keyword heterogeneous graph TF-IDF, GCN-GAE graph convolutional autoencoder, PCA…

Full text link: https://tecdat.cn/?p=44880 Original source: Tuoduan Data Tribe Public Account About the analyst Continue reading on Medium »

Medium · Python 🧠 Large Language Models ⚡ AI Lesson 4d ago

What is Multi Head Latent Attention (MLA)

Multi-Head Latent Attention (MLA) is an advanced attention mechanism used in some modern LLMs to make attention much more memory efficient… Continue reading on

Medium · Python 🧠 Large Language Models ⚡ AI Lesson 4d ago

I Had No Idea What an API Was. Then I Started Building an AI System.

A complete beginner's guide to APIs in Generative AI Continue reading on Medium »

Medium · Python 🧠 Large Language Models ⚡ AI Lesson 4d ago

Why Most AI Tutorials Use Python Instead of Other Languages — And Why the Best AI Language Depends…

Artificial Intelligence is exploding everywhere. Continue reading on Medium »

Medium · Python 🧠 Large Language Models ⚡ AI Lesson 5d ago

The $0 LLM Infrastructure Held Together With the Power of Friendship and Redis

A story about rate limits, the unwillingness to spend and a railway track that saved us. Continue reading on Medium »

Medium · Python 🧠 Large Language Models ⚡ AI Lesson 1w ago

Understanding RAG (Retrieval-Augmented Generation) Pipeline for real world projects

Large Language Models are impressive until you ask them something your business actually cares about. Continue reading on Medium »

Medium · Python 🧠 Large Language Models ⚡ AI Lesson 1w ago

Low-Rank Adaptation (LoRA) Explained: Fine-Tuning Giant AI on a Budget

We have compressed models with Quantization and taught smaller models with Distillation. But what happens when you want to take a massive… Continue reading on M

Medium · Python 🧠 Large Language Models ⚡ AI Lesson 1w ago

How can it be hard to build your own chat assistant

Construire un système RAG dés le début Continue reading on Medium »

Medium · Python 🧠 Large Language Models ⚡ AI Lesson 1w ago

Building LLM From Scratch: Understanding How Large Language Models Work

If you’ve spent any time using ChatGPT, Gemini, Claude, or Copilot, you already know the truth: Large Language Models feel like pure magic. Continue reading on

Medium · Python 🧠 Large Language Models ⚡ AI Lesson 1w ago

Build your own End-to-End Semantic Movie Recommendation System using Sentence Transformers and KNN

We have all binged TV shows and Movies on Netflix — world’s biggest video streaming platform. It provides excellent streaming quality… Continue reading on Mediu

Medium · Python 🧠 Large Language Models ⚡ AI Lesson 1w ago

Your eval says the prompt works. That’s not the same as the prompt being good.

Why “the prompt works” and “the prompt is good” are not the same thing, and a small library for measuring the gap. Continue reading on Medium »

Medium · Python 🧠 Large Language Models ⚡ AI Lesson 1w ago

SIL — Semantic Intent Language

What if we built a language designed for LLMs, not for humans? Continue reading on Medium »

Medium · Python 🧠 Large Language Models ⚡ AI Lesson 1w ago

LangChain vs LangGraph vs LlamaIndex — What I Learned After Actually Using Them

Everyone entering the AI space eventually hears these three names: Continue reading on Medium »

Medium · Python 🧠 Large Language Models ⚡ AI Lesson 1w ago

Can We Trust ChatGPT and Others for Statistical Analysis?

Imagine a PhD student. Continue reading on Medium »

Medium · Python 🧠 Large Language Models ⚡ AI Lesson 1w ago

I Built GPT-2 from Scratch in PyTorch

GPT : Generative Pre-trained Transformer is a decoder-only transformer architecture which takes the tokens as input and predicts the next… Continue reading on M

Medium · Python 🧠 Large Language Models ⚡ AI Lesson 1w ago

Managing conversation state — building a multi-turn chatbot

LLM App Foundations 101 (5/6) Continue reading on Medium »

Medium · Python 🧠 Large Language Models ⚡ AI Lesson 1w ago

The Complete Beginner Guide to Fine-Tuning Open-Source LLMs for Medical Assistance: Code…

Large Language Models (LLMs) are transforming the software industry by enabling applications that can understand, generate, and interact… Continue reading on Me

Medium · Python 🧠 Large Language Models ⚡ AI Lesson 2w ago

GPT Nasıl Çalışır? PyTorch ile Sıfırdan Transformer Mimarisi ve Dil Modeli Geliştirme Rehberi

Yapay zeka devrimini başlatan “Attention is All You Need” mimarisini kara kutu olmaktan çıkarıyor; Tokenization’dan Self-Attention… Continue reading on Medium »

Medium · Python 🧠 Large Language Models ⚡ AI Lesson 2w ago

DeepSeek OCR 2 Launches With Visual Causal Flow for Better Document Understanding

DeepSeek has officially introduced DeepSeek-OCR 2, an open-source vision-language model (VLM) focused on OCR, document parsing and… Continue reading on Medium »