UNIT 016 h allocated
Audio representations
- Sampling
- spectrograms
- segmentation
- transcription data
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LANGUAGE & GENERATIVE AI / SPECIALIST
AI360Audio, speech & multimodal learning
24 h productive allocation9 h 36 m learning + 14 h 24 m training4 units · 1 assessed practical brief
Detailed course plan and training brief. A complete taught course pack is in preparation. The linked foundation module, where shown, is a smaller available resource.
BEFORE YOU BEGIN
A clear starting point.
Specialist studio; environment and faculty must be confirmed before scheduling
WHAT YOU SHOULD BE ABLE TO DEMONSTRATE
- Explain the assumptions and failure modes in audio representations.
- Complete the practical: evaluate a permitted audio or image-text model across documented failure slices.
- Defend the resulting consent/licence record with reproducible evidence.
THE SUBJECTS / FOUR CONNECTED UNITS
What you will study.
UNIT 026 h allocated
Speech tasks
- Recognition
- diarisation concepts
- word error rate
- speaker leakage
UNIT 036 h allocated
Multimodal systems
- Image-text representations
- fusion
- alignment
- missing modalities
UNIT 046 h allocated
Evaluation
- Accent and language slices
- transcription errors
- grounding
- privacy
THE TRAINING STUDIO
Make the subject
visible in your work.
Evaluate a permitted audio or image-text model across documented failure slices.
Evidence to produce
- Consent/licence record
- task baseline
- slice report
- limitation card
Training brief for supervised delivery. Code, datasets, answer keys and environment acceptance must be completed in the full course pack before delivery is confirmed.
ASSESS THE REASONING
A question you
should be able to answer.
Why should overall word error rate be broken down by relevant conditions?
Review dimensions
Technical correctness · reproducibility · interpretation of results · failure analysis · individual explanation. Course-level rubric and faculty moderation form part of the final adopted teaching pack.
External reference access, hardware, cloud accounts and paid services are separate. No third-party certification is included by implication.