AI開発の実践入門(211~240)– 実際にAIモデルを構築・実装するための基本的なプログラミング知識を学びます。 –
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Chapter 8
[AI from Scratch] Episode 220: Practical Data Preprocessing — Handling Missing Values and Feature Scaling
Recap and Today's Theme Hello! In the previous episode, we explored building and evaluating basic machine learning models using Python’s Scikit-learn library. By learning the steps of data splitting, model training, and evaluation, you s... -
Chapter 8
[AI from Scratch] Episode 218: Advanced Visualization with Seaborn — Creating Beautiful Graphs
Recap and Today's Theme Hello! In the previous episode, we explored the basics of data visualization using Python's Matplotlib library. We learned how to create various graphs, such as line plots, bar charts, and scatter plots, to visual... -
Chapter 8
[AI from Scratch] Episode 219: Introduction to Scikit-learn — Basics of a Machine Learning Library
Recap and Today's Theme Hello! In the previous episode, we discussed how to create beautiful and advanced graphs using the data visualization library Seaborn. By leveraging Seaborn, it’s easier to visually grasp data distributions and co... -
Chapter 8
[AI from Scratch] Episode 217: Data Visualization with Matplotlib — Basics of Graph Creation
Recap and Today's Theme Hello! In the previous episode, we explained how to read and save various data formats using Pandas. By learning efficient data input and output methods, you are now better equipped for data analysis and AI develo... -
Chapter 8
[AI from Scratch] Episode 215: Introduction to Pandas — Basics of the Data Manipulation Library
Recap and Today's Theme Hello! In the previous episode, we explored the basics of NumPy, a library for high-speed numerical computation in Python. NumPy enables efficient operations like array manipulation, matrix calculations, and stati... -
Chapter 8
[AI from Scratch] Episode 216: Reading and Saving Data — Handling CSV, Excel, JSON Files
Recap and Today's Theme Hello! In the previous episode, we learned the basics of the Pandas library for data manipulation. We explored how Pandas makes it easy to work with data frames for tasks like filtering, aggregation, and modificat... -
Chapter 8
[AI from Scratch] Episode 213: How to Use Jupyter Notebook — Basic Operations of an Interactive Development Tool
Recap and Today's Theme Hello! In the previous episode, we covered the setup of Python development environments using Anaconda, making it easy to create virtual environments and manage Python and libraries efficiently. Today, we will lea... -
Chapter 8
[AI from Scratch] Episode 214: Introduction to NumPy — Numerical Computation Library
Recap and Today's Theme Hello! In the previous episode, we explored the basic operations of Jupyter Notebook. By using Jupyter Notebook, you can run Python code interactively and immediately check the results, making data analysis and AI... -
Chapter 8
[AI from Scratch] Episode 212: Installing and Setting Up Anaconda — Building a Development Environment
Recap and Today's Theme Hello! In the previous episode, we explored the basics of Python, covering essential knowledge for AI development such as Python syntax, data types, lists, conditional statements, loops, and functions. Today, we w... -
Chapter 8
[AI from Scratch] Episode 211: Python Basics — An Introduction to Python for AI Development
Recap and Today's Theme Hello! In the previous episode, we reviewed and conducted a knowledge check for Chapter 7, reflecting on and deepening our understanding of the concepts we covered. Today, we begin Chapter 8 and explore the basics...
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