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Chapter 10
[AI from Scratch] Episode 279: Template Matching
Recap and Today's Theme Hello! In the previous episode, we discussed image binarization, a fundamental technique for converting images into two-tone (black and white) representations. This method is widely used in applications such as ob... -
Chapter 10
[AI from Scratch] Episode 277: Image Histograms
Recap and Today's Theme Hello! In the previous episode, we discussed edge detection techniques, including the Sobel and Canny methods. Today, we will focus on image histograms, an essential tool in image processing that visually represen... -
Chapter 10
[AI from Scratch] Episode 278: Image Binarization
Recap and Today's Theme Hello! In the previous episode, we discussed image histograms and how to visualize the distribution of brightness and color in an image. This time, we’ll cover image binarization, a fundamental operation in image ... -
Chapter 10
[AI from Scratch] Episode 275: Basics of Convolution
Recap and Today's Theme Hello! In the previous episode, we discussed image preprocessing, where we learned how to resize, normalize, filter, and augment images. Today, we will delve into the foundational operation in image processing and... -
Chapter 10
[AI from Scratch] Episode 276: Edge Detection
Recap and Today's Theme Hello! In the previous episode, we explained the basics of convolution and how filters are used in image processing. This time, we will introduce an important technique in image processing: edge detection. Edge de... -
Chapter 10
[AI from Scratch] Episode 274: Image Preprocessing
Recap and Today's Theme Hello! In the previous episode, we introduced OpenCV and learned how to perform basic operations like loading, displaying, resizing, and color space conversion. Today, we will discuss the important topic of image ... -
Chapter 10
[AI from Scratch] Episode 273: Introduction to OpenCV
Recap and Today's Theme Hello! In the previous episode, we explained how to handle image data. We covered the basics of pixel data and learned how to load images using Python. In this episode, we will introduce OpenCV, a powerful library... -
Chapter 10
[AI from Scratch] Episode 272: How to Handle Image Data
Recap and Today's Theme Hello! In the previous episode, we introduced the concept of Computer Vision and discussed how to extract information from images and videos. Today, we will learn about how to handle image data, focusing on the co... -
Chapter 10
[AI from Scratch] Episode 271: What is Computer Vision?
Recap and Today's Theme Hello! In the previous episode, we reviewed Chapter 9 and conducted a knowledge check to deepen our understanding of Natural Language Processing (NLP). Now, we’re entering Chapter 10, where we will start learning ... -
Chapter 7
[AI from Scratch] Episode 269: Latest NLP Trends
Recap and Today's Theme Hello! In the previous episode, we discussed the challenges unique to Japanese NLP, such as structural features, tokenization difficulties, and the polysemy of Kanji. Today, we will explore the latest trends in NL... -
Chapter 7
[AI from Scratch] Episode 268: Challenges Unique to Japanese NLP
Recap and Today's Theme Hello! In the previous episode, we discussed the challenges and limitations of NLP, such as ambiguity, context understanding difficulties, and the lack of world knowledge in models. Today, we will focus on the uni... -
Chapter 7
[AI from Scratch] Episode 266: Practical Text Generation
Recap and Today's Theme Hello! In the previous episode, we explained spell correction, detailing how to automatically fix typographical errors using methods like edit distance and language models. Today, we will delve into practical text... -
Chapter 7
[AI from Scratch] Episode 267: Challenges and Limitations of Natural Language Processing (NLP)
Recap and Today's Theme Hello! In the previous episode, we explored practical text generation using GPT-2 and other large language models, covering implementation and applications. Today, we will discuss the challenges and limitations of... -
Chapter 7
[AI from Scratch] Episode 265: Spell Correction
Recap and Today's Theme Hello! In the previous episode, we explained N-gram models, which predict the next word based on the sequence of previous words. N-gram models are simple yet powerful for tasks like text generation and spell corre... -
Chapter 7
[AI from Scratch] Episode 263: Evaluation Methods for Language Models
Recap and Today's Theme Hello! In the previous episode, we discussed the basics of text summarization, exploring both extractive and abstractive methods to efficiently grasp the key points of long texts such as news articles and reports....
