Your data should be cleaned, normalized, and deduped to guarantee consistency and eliminate noise. Use CNNs for images, speech-to-text for audio, and natural language processing (NLP) for text (entity extraction, summarization). Convert everything to Markdown or JSON, which are structured formats. Use feature extraction after that, and refine models on both labeled and unlabeled data.
