Google CloudKubernetes Clusters "What's a cluster? It's a set of master components that control the system as a whole and a set of nodes that run containers. In Kubernetes, a node represents a computing instance. In Google Cloud, nodes are virtual machines running in Compute Engine. " - Google Cloud
Service group pods together. Each pod usually contains one container.
Public IP: allows outside visitors to access Google Cloud resources.
Deep Learning Neural Networks
- Inpspired by neural networks
- These are artificial neural networks
- Connected nodes, with edges
- Model sued to estimate and or approximate functions
- Need large number of inputs
What function turns products into sums? Choices: Sin, Cos, Log, Exp. Answer log. Log will turn products into sum. [Deep Learning math tricks]
Secured & Private AI
Startup devtools: Marvel, VideoScribe, Youtube shorts, grapheneDB, graph adjacency matrix,
"Discourse is an open source discussion platform with built-in moderation and governance systems that let discussion communities protect themselves from bad actors even without official moderators." - Google Cloud market place. Discourse smartly manages who can post and how often they can post. Advanced features are only available for reputable and situated community members. Bitnami provides some security measures.
FAQ for Machine Learning
Standard Scaler versus MinMaxScaler. Standard Scaler MinMaxScaler strength and weakness.
http://rajeshmahajan.com/standard-scaler-v-min-max-scaler-machine-learning/ MinMaxScaler takes into X.max and X.min so it is sensitive to outliers.
Pysyft tutorial, Andrew Trask in Slack