学習内容

Understand the self-attention mechanism and its role in transformers

Analyze next-token prediction and the probability distributions used in language modeling

Understand KV-cache and its impact on inference efficiency

Explain the importance of residual connections and MLP blocks for stable deep learning

Explore the autoregressive generation process and hidden state propagation

Identify causes of hallucinations and degradation in LLM outputs

Describe positional encodings and how transformers model long-range context

Compare major sampling strategies for text generation

Apply information-theoretic concepts to interpret LLM behavior and limitations

コース内容

A comprehensive, code-free exploration of transformer-based language models, focusing on their architecture, text generation mechanics, and the theoretical principles underlying their behavio…

Explore the essential components that enable transformers to process and represent language, including attention, residual pathways, and positional encodings.

Self-Attention Mechanism

Residual Connections & MLP Blocks

Positional Encodings & Long-Context Modeling

Examine the theoretical underpinnings of text generation in transformers, from probability distributions to sampling strategies.

Next-Token Prediction and Probability Distributions

Autoregressive Generation Mechanism

Sampling Strategies

Dive into optimization, error modes, and the information-theoretic perspective on transformer-based language models.

KV-Cache and Efficient Inference

Hallucinations, Drift, and Failure Modes

Information-Theoretic View of LLMs

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デジタルマーケティング入門

この包括的なマーケティングコースは、デジタルマーケティングの基礎から高度な戦略までを深く学ぶ旅を提供します。SEO、PPC、ソーシャルメディア、AIなどの主要分野を探求し、成果をもたらす戦略の構築方法を学びます。各セクションには、理解を深めるための実践的な例やツールが含まれています。コースの最後には実践的なプロジェクトがあり、自分自身の包括的なマーケティングプランを作成し、発表する力を身につけます。

DevOps Fundamentals

A focused beginner module introducing DevOps culture, principles, and the foundational workflow. This course anchors the track with practical insights into the DevOps mindset, collaboration, and the continuous improvement process, setting the stage for hands-on learning with the demo application.

Agile Fundamentals

Learn the fundamental principles of Agile, differences between Agile and traditional project management, explore key roles like Scrum Master and Product Owner, and gain hands-on skills in Agile planning, estimation, and backlog management. Develop expertise in Agile tools, ceremonies, and effective backlog management to ensure continuous delivery of high-value features. Equipped with these skills, confidently implement Agile in any project environment.

Design Basics

Design shapes how people see, understand, and interact with the world. This learning path introduces the foundations needed to create clear, engaging, and meaningful visuals. From the basics of layout and structure to the nuances of typography and color, every element works together to communicate effectively. Along the way, you’ll discover how psychology, perception, and creative principles influence design decisions. By the end, you’ll have the tools to craft work that is both visually appealing and purpose-driven.

Introduction to Backend Development

Understand how the web works and what happens behind the scenes when you open a website. Learn the difference between frontend and backend and what role backend developers play. Build a clear foundation before starting real backend development with Node.js.

Planning Your Financial Future for the Long Game

Stop reacting to money and start directing it. Calculate the exact number that makes work optional. Build a retirement that survives decades. Protect what gets accumulated. Navigate aging parents, generational wealth, and the family conversations nobody wants to have — until crisis forces them.

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SEOの技術的、戦略的、ストーリーテリングの側面を深く学び、その力を引き出します。Googleのような検索エンジンが支配する現代のデジタル社会において、強力なオンラインプレゼンスは成功の鍵となります。この実践的なステップバイステップガイドは、すぐに活用できる効果的なSEO戦略を身につけ、可視性を高め、成果を生み出すための知識を提供します。

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