Aprenda IA com 11 anos de sinal, não de ruído

Publicamos 476 edições do AI Weekly e vimos o machine learning sair da pesquisa de nicho para virar a maior história da tecnologia. Estes são os guias de inteligência artificial, as explicações de deep learning e os cursos de IA que a gente realmente recomenda, fruto de uma década separando substância de hype.

50+ cursos de IA gratuitos, escolhidos a dedo

Stanford CS229, MIT 6.S191, a série de redes neurais do Karpathy e mais. Cursos de machine learning gratuitos no YouTube que realmente valem seu tempo.

Ver a biblioteca completa →
Glossário de IA 20 termos de IA explicados de forma simples, das redes neurais ao RAG →

Últimos guias de IA e machine learning

AI Fundamentals

What Is Generative AI? Definition & Examples 2026

A clear explanation of what generative AI is, how it creates text, images, and code, and why it is transforming industries in 2026.
AI Fundamentals

Artificial Intelligence Definition & Examples (2026)

A clear explanation of what artificial intelligence is, how it works, the main approaches, and where AI stands in 2026.
AI Fundamentals

Artificial Intelligence Applications: 20 Examples (2026)

20 real-world artificial intelligence applications transforming industries in 2026 — from healthcare and finance to creative work and autonomous systems.
Artificial Intelligence

AI Trends 2015-2026: What 11 Years of Data Reveal

Analysis of 11 years of AI data reveals how the industry evolved from 2015-2026. Company trends, technology shifts, and what the data predicts for the future.
Artificial Intelligence

AI for Beginners: Everything You Need to Know in 2026

AI for beginners explained in plain English. Learn what AI is, how it works, what it can do, and how to start using it today. No technical background needed.
Artificial Intelligence

How to Learn AI in 2026: Beginner Roadmap

Learn how to learn AI in 2026 with this month-by-month roadmap. Free courses, Python basics, machine learning, deep learning, LLMs, and agents. Start today.
Deep Learning

What Are State Space Models? The Challenger to Transformers

Learn what state space models are and how Mamba, S4, and Jamba challenge transformers. Covers linear scaling, selective state spaces, and hybrid architectures.
AI Applications

Best AI Tools 2026: 100+ Reviewed & Rated

Discover the best AI tools in 2026 across writing, coding, image, video, audio, research, and productivity. 100+ tools reviewed with pricing and verdicts.
AI Applications

AI Startups to Watch in 2026: The Complete Landscape

Explore the top AI startups in 2026 by category, funding, and impact. From OpenAI to Figure AI, map the complete AI startup landscape with latest valuations.
Artificial Intelligence

AI News: Latest Artificial Intelligence Updates (2026)

Get the latest artificial intelligence news, breakthroughs, and analysis. AI Weekly covers model releases, startup funding, tools, and trends daily.
AI Safety

AI Safety vs AI Alignment: The Key Differences

Learn what AI alignment is, why making AI do what we want is harder than it sounds, and how RLHF, constitutional AI, and other approaches tackle the problem.
Generative AI

What Are Diffusion Models? How AI Generates Images, Video, and More

Learn how diffusion models power AI image and video generation. Covers the forward and reverse process, classifier-free guidance, and 2026 state of the art.
Deep Learning

What Is Test-Time Compute? How AI Models Think Before They Answer

Learn what test-time compute is and how it lets AI models like o1, o3, and DeepSeek R1 reason through problems. Covers chain-of-thought and inference scaling.
Deep Learning

What Is Neuro-Symbolic AI? Combining Neural Networks with Logic

Learn what neuro-symbolic AI is and how it combines neural networks with symbolic reasoning. Covers key architectures, applications, and why it matters in 2026.
Generative AI

What Is Mixture of Experts (MoE)? How Modern LLMs Get Efficient

Learn how Mixture of Experts (MoE) makes LLMs like GPT-4, Mixtral, and DeepSeek-V3 efficient. Covers routing, sparse activation, and expert specialization.
Deep Learning

What Are World Models in AI? The Next Frontier Beyond Language

Learn what world models in AI are, how they let machines understand physical environments, and why LeCun, DeepMind, and Fei-Fei Li are betting billions on them.
Generative AI

What Is Agentic AI? Why Autonomous AI Agents Are the Next Big Thing

Learn what agentic AI is, how AI agents differ from chatbots, the top frameworks like LangChain and CrewAI, and real enterprise deployments in 2026.
Deep Learning

What Is the Transformer Architecture? The Engine Behind Modern AI Explained

Learn how the transformer architecture works, from self-attention to multi-head attention, and why it powers GPT, Claude, Gemini, and every major AI model.
AI Safety

What Is Mechanistic Interpretability? How Researchers Are Opening AI's Black Box

Learn what mechanistic interpretability is, how researchers reverse-engineer neural networks to find features and circuits, and why it matters for AI safety.
Machine Learning

Artificial Intelligence and Machine Learning: The Complete Picture

Explore the relationship between artificial intelligence and machine learning. Learn how they differ, overlap, and power the technology shaping our world.