ByteByteGo 2024年09月14日
EP129: The Ultimate Walkthrough of the Generative AI Landscape
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文章涵盖搜索工作原理、生成式AI景观、关系数据库设计、软技能书籍等内容

🎯生成式AI景观:包括GenAI的定义、基础模型和LLMs、相关影响及训练方法,还探讨了其发展堆栈、应用、AI工程师角色等内容

📄关系数据库设计:介绍关系数据库的组织形式,SQL语言的作用,RDBMS的基本概念,不同类型的键,关系类型以及连接方式

📚软技能书籍:列举了有助于提升个人能力的10本软技能书籍,涵盖生产力与个人发展、沟通技巧、领导与团队动力学等方面

This week’s system design refresher:


How Search Really Works


The Ultimate Walkthrough of the Generative AI Landscape

Generative AI and LLMs are fast becoming a game-changer in the business world. Everyone wants to learn more about it.

The landscape covers the following points:

    What is GenAI?

    Foundational Models and LLMs

    “Attention is All You Need” and its impact

    GenAI vs Traditional AI

    How to train a foundation model?

    The GenAI Development Stack (LLMs, Frameworks, Programming Languages, etc.)

    GenAI Applications

    Designing a simple GenAI application

    The AI Engineer Job Role

Over to you: What else would you add to the GenAI landscape?


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Cheatsheet on Relational Database Design

A relational database is a type of database that organizes data into structured tables, also known as relations. These tables consist of rows (records) and columns (fields).

Some key points to know about Relational Database Design

    SQL
    SQL is the standard programming language used to interact with relational databases. It supports fundamental operations for data manipulation, data definition, and data control.

    Fundamental RDBMS Concepts
    There are some fundamental RDBMS concepts such as table, row, column, primary key, foreign key, join, index, and view.

    Keys in Relational Databases
    Different types of keys are as follows:
    Primary Key: A column or combination of columns uniquely identifying each record in a table.
    Surrogate Key: Artificial key generated by the database system or a globally unique identifier that has no inherent meaning to the data.
    Foreign Key: A column or a combination of columns in one table that references the primary key of another table.

    Relation Types
    Relationships between tables play a key role in defining how data is connected. Three main types of relationships are:

      One-to-One Relationship: A record in one table is associated with one record in another table.

      One-to-Many Relationship: A record in one table is associated with multiple records in another table

      Many-to-Many Relationship: Records in both tables can have multiple records in the other table.

    Joins
    Joins act as bridges, connecting different tables based on their relationship. They are extremely useful when you need to retrieve data from multiple tables. There are 3 main types of joins:

      Inner Join

      Right Outer Join

      Left Outer Join

    Over to you: What else should you know about relational database design?


My Favorite 10 Soft Skill Books that Can Help You Become a Better Developer

Productivity & Personal Development

    Deep Work by Cal Newport

    Atomic Habits by James Clear

    The Effective Executive by Peter Drucker

Communication Skills

    Crucial Conversations by Kerry Patterson et al.

    How to Win Friends and Influence People by Dale Carnegie

Leadership & Team Dynamics

    Extreme Ownership by Jocko Willink and Leif Babin

    The Five Dysfunctions of a Team by Patrick Lencioni

    Start with Why by Simon Sinek

Design & Craftsmanship

    The Clean Coder by Robert Martin

    The Design of Everyday Things by Dan Norman

Over to you: What is your favorite book?


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