What is Large Language Models?

Deep dives into GPT, Claude, Gemini, Llama and the transformers powering modern AI

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It depends on your starting point and goals. Beginners can grasp fundamentals in 2–4 weeks with consistent study. DeepCamp organises Large Language Models lessons by level so you can build skills progressively.

Is Large Language Models a good career skill?

Yes — Large Language Models is highly valued across tech, finance, healthcare, education and professional services. DeepCamp helps you build job-ready Large Language Models skills with practical, real-world lessons.

Can beginners learn Large Language Models?

Absolutely. DeepCamp has beginner-friendly Large Language Models lessons that start with core concepts and build up gradually. No prior experience or paid subscription is required.

Large Language Models Lessons — Free Learning

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

What Is BERT? Understanding Encoder-Only Models — Part 24

After learning how GPT is built on Transformer Decoders, I had another question: if GPT powers ChatGPT, then why do AI engineers still… Continue reading on Medi

AWS Machine Learning 🧠 Large Language Models ⚡ AI Lesson 1w ago

Building bilingual NER for cargo logistics with Amazon Bedrock

In this post, we share the technical approach using token-based distillation, lessons learned, and deployment architecture. If you face similar bilingual NER ch

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

Part 2: Pre-training RoBERTa from Scratch with Curriculum Learning and Bias-Aware Loss

Training a model to learn equitable representations across demographic groups while maintaining its strong language modeling ability. Continue reading on Suppor

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

Part 2: Pre-training RoBERTa from Scratch with Curriculum Learning and Bias-Aware Loss

Training a model to learn equitable representations across demographic groups while maintaining its strong language modeling ability. Continue reading on Suppor

AWS Machine Learning 🧠 Large Language Models ⚡ AI Lesson 1w ago

Fine-tune Amazon Nova models for accurate email data extraction

In this post, you'll learn how fine-tuning Amazon Nova models using Amazon SageMaker AI addresses these specific issues by teaching the models to recognize your

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

Pourquoi fait-on confiance à un moteur de recherche et moins à un LLM ?

On tape une question dans Google. On parcourt les résultats, on clique sur l’un d’eux, on lit et on décide soi-même si on y croit. Le… Continue reading on L’IA

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

Building an Local AI README Generator using Ollama, LangChain, ChromaDB, RAG and MCP

Like many developers, I often found myself postponing one of the most important parts of a project — writing the README. After spending… Continue reading on Med

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

Retrieval Augmented Generation

আপনারা যারা Large Language Models নিয়ে একটু ঘাটাঘাটি করছেন, তারা নিশ্চয়ই খেয়াল করছেন এরা মাঝে মাঝে কী লেভেলের ভাব নেয়! ফ্লুয়েন্টলি… Continue reading on Medium »

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

Building HybridRAG: What I Learned About Retrieval, Reranking, and Grounding LLM Answers

A walkthrough of building a hybrid-search RAG system as a learning project- and what surprised me along the way. Continue reading on Medium »

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

I Thought RAG Would Be Easy. Then Came the BAG of Mistakes.

A few YouTube videos, architecture diagrams, and blog posts convinced me that building a RAG system would be straightforward. Continue reading on Medium »

Reddit r/singularity 🧠 Large Language Models ⚡ AI Lesson 1w ago

Meituan unveils LongCat-2.0, China’s first trillion‑parameter AI model built on domestic chips

<img src="https://external-preview.redd.it/SL0PXgxIsYqtt0Qru9XM2QYY-dmAg8RLgBzArhM0Na0.jpeg?width=640&crop=smart&auto=webp&s=405335077e4dd4f20770ea4

Reddit r/LocalLLaMA 🧠 Large Language Models ⚡ AI Lesson 1w ago

I built an autonomous dev pipeline and ran the same project head to head: a 27B local on a modded 4090, then again on cheap cloud LLMs

<img src="https://preview.redd.it/1dagxa38mfah1.gif?frame=1&width=140&height=140&crop=1:1,smart&auto=webp&s=7d9ea704dbc0f95b9e6aa063fd5e94fc

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

When Python Isn’t Fast Enough: Building a Token-Aware RAG Chunker in Rust

How naive character-count splitting silently corrupts your embeddings, why Python hits a parallelism ceiling, and how a Rust extension… Continue reading on Towa

Reddit r/LocalLLaMA 🧠 Large Language Models ⚡ AI Lesson 1w ago

PageStorm: A Model Built for Creative Book Writing

Over a year ago, we set out to build a single-turn full-book

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

AEGIS: A PII Firewall Built for Arabic Text (Because Most NLP Tools Aren’t)

Arabic NLP is a different beast from English NLP, and most off-the-shelf PII tools quietly assume you’re working in English. Right-to-left… Continue reading on

KDnuggets 🧠 Large Language Models ⚡ AI Lesson 1w ago

Building Local AI Systems: Qwen3.6 + MCPs

Define a tool once as an MCP server and any MCP-compatible client, any model, any framework, can discover and call it with zero custom integration code per mode

InfoQ AI/ML 🧠 Large Language Models ⚡ AI Lesson 1w ago

Elastic Open-Sources Atlas Agent Memory Based on Cognitive Science

Elastic open-sourced Atlas, a system built on Elasticsearch that maintains three categories of memory for agents. Atlas integrates with agents via MCP and maint

Reddit r/LocalLLaMA 🧠 Large Language Models ⚡ AI Lesson 1w ago

HydraHead: From Head-Level Functional Heterogeneity to Specialized Attention Hybridization (from the Qwen team)

<img src="https://external-preview.redd.it/q3evP6JeDpAC2MdSQHWYxnCYTqbJkElIQsLFqVSdkss.png?width=640&crop=smart&auto=webp&s=de730fbf7ecace6df0036b21

Reddit r/LocalLLaMA 🧠 Large Language Models ⚡ AI Lesson 1w ago

Qwen 3.6 27B Speculative Decoding Bench: Pushing ~100 TPS on a single RTX 3090

First of all, a huge thank you to the r/LocalLLaMA community and the 3090 club. This benchmark started from your shared recipes... These are my findings on my h

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

How to evaluate your LLM Model ?

Over the past few weeks, I shifted my focus from simply building AI applications to understanding how to build AI systems that can… Continue reading on Medium »

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

Hugging Face for Application Developers: A Mental Model and a Practical Guide

A practical guide to understanding Hugging Face as a platform. Learn the mental model and how it changes how you build AI-enabled software… Continue reading on

Reddit r/LocalLLaMA 🧠 Large Language Models ⚡ AI Lesson 1w ago

NEW on Hugging Face: Filter by hardware compatibility

submitted by <a href="https://www.reddit.com/user/paf1138

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

The Data That Built the Brain: What Actually Went Into Training GPT-4 (and What Was Left Out)

You ask an AI a question. It answers. It sounds smart. It sounds like it has read everything. It has. Not everything, but close. The model… Continue reading on

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

How to Reduce LLM Costs by 70%: A Practical Architect’s Guide to Scalable AI Systems

Generative AI is exciting — but it gets expensive very quickly. Continue reading on Medium »

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

Meet Sol, Terra, and Luna: OpenAI’s New AI Family

Why this launch needed White House sign-off, and whether it actually beats Claude and Gemini Continue reading on Medium »

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

LLM UX driving context space evolution over the time

Here when I mean context, means simply the stuff we give to an AI agent as context to our prompt which gets feed to LLM eventually. I’ll… Continue reading on Me

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

Quanto do potencial da sua IA você está deixando na mesa sem saber?

Você usa IA mas sente que ela não é tão produtiva para você quanto é para outras pessoas? Isso acontece porque você não usa uma ferramenta… Continue reading on

Reddit r/LocalLLaMA 🧠 Large Language Models ⚡ AI Lesson 1w ago

Bartowski has delivered DS4 GGUF

Looking forward to compare with Antirez's DS4 imamtrix https://huggingface.co/bartowski/DeepSeek-V4-Flash-GGUF submitted by /u/challis88ocarina [link] <a href="

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

Progress for Machines, Obedience for People

We are told that every new technology means progress. Continue reading on Medium »

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

Amazon Nova: AWS’s Bid to Turn Enterprise AI Into Cloud Infrastructure

A deep dive into the Nova model family, Nova Forge, Nova Act, and why Amazon is positioning AI less as a chatbot and more as a full-stack… Continue reading on M

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

LangChain Was Powerful — But PydanticAI Was the Missing Layer

Explore a practical, case-based comparison of LangChain and Pydantic AI that shows not just how they differ, but why many production AI… Continue reading on Med

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

From Static PDFs to Intelligent Conversations: Building a Multi-Document RAG Assistant with…

How I built an AI application that transforms static PDF documents into an interactive knowledge assistant using Retrieval-Augmented… Continue reading on Medium

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

I Built a Complete LLM From Scratch in Pure Rust — Pretraining, GRPO, Flash Attention, and…

Three months ago, I ran my first inference and got this: Continue reading on Medium »

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

I Built a Complete LLM From Scratch in Pure Rust — Pretraining, GRPO, Flash Attention, and…

Three months ago, I ran my first inference and got this: Continue reading on Medium »

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

Retrieval-Augmented Generation (RAG): Simple Explanation

So, you might be a company owner or a developer who want to build their AI product that uses its NLP(natural language processing)… Continue reading on Medium »

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

I Took “Prompt Engineering” Off My Resume Last Month. Here’s Why.

A friend on my team got rejected last month for a role she was massively overqualified for on paper. Three years of LLM work, a solid… Continue reading on Mediu

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

I Tested 5,000+ ChatGPT Prompts — Here Are the Ones That Actually Save Hours Every Week

When I first started using ChatGPT, I assumed the AI itself was the key to getting incredible results. I quickly discovered that wasn’t… Continue reading on Med

Reddit r/LocalLLaMA 🧠 Large Language Models ⚡ AI Lesson 1w ago

Norm-preserving abliteration on Qwen3.6-35B-A3B: 0% refusal, benchmarks intact, open source dataset

<img src="https://external-preview.redd.it/YzcwZ21zazM3ZWFoMWloBJAvUZPDecFCilr15OaO21n-TWxA4_5L_s1MiKXa.png?width=640&crop=smart&auto=webp&s=43d862a

Reddit r/LocalLLaMA 🧠 Large Language Models ⚡ AI Lesson 1w ago

ascend-tribe/openPangu-2.0-Flash (They haven't uploaded it to Huggingface yet）

https://ai.gitcode.com/ascend-tribe/openPangu-2.0-Flash openPangu-2.0-Flash is an MoE model trained on Ascend. The model has 92B total parameters and 6B activat

OpenAI News 🧠 Large Language Models ⚡ AI Lesson 1w ago

How ChatGPT adoption has expanded

New OpenAI Signals data shows how ChatGPT adoption is growing globally, with users increasing usage, exploring more capabilities, and driving growth across regi

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

Stop Starting with Ollama. Build llama.cpp First, If You Really Want to Learn Local LLMs

If you’re serious about running AI models on your own computer, skip the shortcuts for a day. Learn the foundation first. Continue reading on Coding Nexus »

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

Why the Same Prompt Gives Different Answers Across LLMs

Last week I ran a tiny experiment. I opened GPT and Claude side by side and typed the exact same thing into both: “Write me a tagline for… Continue reading on M

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

I Wish Someone Had Shared These Five Secret Codes Much Earlier

These simple prompt shortcuts helped me write clearer articles with far less effort. Continue reading on Medium »

Reddit r/ChatGPT 🧠 Large Language Models ⚡ AI Lesson 1w ago

Please tell me I’m not the only one.

submitted by /u/NickoGermish <a href="https://i.redd.it/nxivyshytdah

Reddit r/LocalLLaMA 🧠 Large Language Models ⚡ AI Lesson 1w ago

Microsoft has taken down fastcontext model from everywhere

I tried to find any reports or news as I was about to do additional testing and noticed the HF page is empty and github page is also removed. https://huggingfac

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

How We Built a GraphRAG & Counterfactual Simulation Engine to Optimize a 2.4MWp Solar Fleet

Imagine operating a massive 2.4MWp solar power plant. Every day, millions of photovoltaic cells quietly convert sunlight into clean… Continue reading on Medium

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

How We Built a GraphRAG & Counterfactual Simulation Engine to Optimize a 2.4MWp Solar Fleet

Imagine operating a massive 2.4MWp solar power plant. Every day, millions of photovoltaic cells quietly convert sunlight into clean… Continue reading on Medium

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

The Next AI Race Isn't About Better LLMs. It's About Better AI Systems.

Why Sakana AI believes the future isn't one smarter model—but many models working together. Continue reading on Medium »