Course 2 of 3 part course on timyML Professional certificate- Harvardx tinymachine learning.
Sensor types - 3Vs - Voice, Vision, Vibration
Supervised Learning
Auto Encoder , a special type VAE can be used to generate synthetic data.
RT Anomaly Detection using AutoEncoders. A Walk-Through in Python. https://t.co/fHIbrnHCR5 #Advanced #Autoencoder #DeepLearning #Python #Anomalydetection pic.twitter.com/m9YtC7yu8L
— Reluctant Quant (@DrMattCrowson) May 20, 2021
ML Lifecycle
ML Workflow
tensorflow lite for microcontrollers
Load and run a model in python
Transfer learning saves time as well as makes up for less data by finetuning a pretrained model to detect new classes of objects.
Solve the need of dutch reach - camera or motion sensor, requiring input from inside the car before opening the door.
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