Learning AI from scratch– category –

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...

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...

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...

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...

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...

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...

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...

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...

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...

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...

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...

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...

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...

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...

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...