Learning AI from scratch– category –
-
Chapter 12
[AI from Scratch] Episode 336: Basics of Team Development — Role Allocation and Communication Methods
Recap and Today's Theme Hello! In the last episode, we covered data storage and management, introducing efficient ways to store and manage data using databases and data lakes. We learned how selecting the right technology according to pr... -
Chapter 12
[AI from Scratch] Episode 335: Data Storage and Management — Utilizing Databases and Data Lakes
Recap and Today's Theme Hello! In the previous episode, we discussed data annotation, a crucial step in AI model training. We covered the importance of accurately labeling data, which directly impacts model performance. We also looked at... -
Chapter 12
[AI from Scratch] Episode 333: Data Collection Methods — Web Scraping and API Usage
Recap and Today's Theme Hello! In the last episode, we discussed project planning and requirement gathering, focusing on the importance of setting clear goals and gathering the right requirements for an AI project. Today, we’ll explore h... -
Chapter 12
[AI from Scratch] Episode 334: Data Annotation — Importance and Methods of Labeling
Recap and Today's Theme Hello! In the previous episode, we discussed data collection methods, including web scraping and API usage, to gather high-quality data for AI projects. Today, we’ll dive into data annotation, a critical process i... -
Chapter 12
[AI from Scratch] Episode 332: Project Planning and Requirements Definition — How to Set Goals and Clarify Requirements
Recap and Today's Theme Hello! In the previous episode, we discussed the overall process of AI project management, covering everything from problem definition to model deployment, operation, and improvement. We learned that proper decisi... -
Chapter 12
[AI from Scratch] Episode 331: The Flow of an AI Project — From Problem Definition to Deployment
Recap and Today's Theme Hello! In the last episode, we reviewed Chapter 11, focusing on a summary and understanding check of speech recognition and audio processing techniques. Today, we’ll shift gears and look at the flow of an AI proje... -
Chapter 11
[AI from Scratch] Episode 328: Latest Trends in Speech Recognition — End-to-End Models and Large-Scale Pretrained Models
Recap and Today's Theme Hello! In the previous episode, we discussed privacy and security in speech recognition, covering methods like encryption, anonymization, and local processing to ensure data safety. Today, we’ll dive into the late... -
Chapter 11
[AI from Scratch] Episode 329: Challenges and Future of Speech Processing — Current Limitations and Future Outlook
Recap and Today's Theme Hello! In the previous episode, we explored the latest trends in speech recognition, focusing on advancements in end-to-end models and large-scale pre-trained models. These technologies have greatly improved the a... -
Chapter 11
[AI from Scratch] Episode 327: Privacy and Security of Audio Data — How to Protect Speech Information
Recap and Today's Theme Hello! In the previous episode, we explored the practical applications of speech processing in systems like smart speakers and automated response systems. These systems utilize speech recognition, natural language... -
Chapter 11
[AI from Scratch] Episode 325: Speech Recognition in Noisy Environments — Building Robust Models for Real-World Use
Recap and Today's Theme Hello! In the previous episode, we discussed audio codecs, exploring how compression technologies such as MP3, AAC, and Opus efficiently store and transmit audio data. Today, we’ll shift our focus to a critical ch... -
Chapter 11
[AI from Scratch] Episode 326: Applications of Speech Processing — Smart Speakers and Automated Response Systems
Recap and Today's Theme Hello! In the last episode, we discussed speech recognition in noisy environments, covering techniques such as noise reduction and data augmentation to build robust models. Today, we will explore applications of s... -
Chapter 11
[AI from Scratch] Episode 324: Basics of Audio Codecs — Compression Techniques for Audio Data
Recap and Today's Theme Hello! In the previous episode, we explored real-time audio processing, learning how to perform speech recognition and synthesis with low latency. Today, we will shift our focus to audio codecs—technologies that c... -
Chapter 11
[AI from Scratch] Episode 322: Multimodal Learning — Combining Speech, Images, and Text for Enhanced Learning
Recap and Today's Theme Hello! In the previous episode, we explored audio data augmentation, where we enhanced the diversity of audio datasets using techniques like pitch shifting and time-stretching. Today, we will delve into an excitin... -
Chapter 11
[AI from Scratch] Episode 323: Real-Time Speech Processing — Techniques for Low-Latency Speech Recognition and Synthesis
Recap and Today's Theme Hello! In the previous episode, we explored multimodal learning, which combines data from different modalities (audio, images, text) to build more accurate and robust models. This integration of multiple data type... -
Chapter 11
[AI from Scratch] Episode 321: Audio Data Augmentation — Techniques Using Pitch Shift and Time Stretching
Recap and Today's Theme Hello! In the previous episode, we covered speaker recognition, a technique used to identify individual speakers based on voice patterns. Speaker recognition plays a key role in voice assistants and security syste...
