Abstract: Provided are techniques for identifying and correcting model focus drift during model training. A model is trained using an original dataset with data, and the is classified into clusters. A representation is assigned to each of the clusters. A first visualization dashboard with visualizations is generated, where each visualization represents a first data distribution of an associated cluster using the representation assigned to that cluster. The model is fine-tuned using a fine-tune dataset. A second visualization dashboard is generated by updating each visualization, where each visualization represents a second data distribution of the associated cluster. It is determined that a cluster of the clusters has focus drift based on changes between the first data distribution and the second data distribution. The focus drift is corrected by: adding the data of the cluster to the fine-tune dataset to form a combined dataset and fine-tuning the model using the combined dataset.

Abstract: A network device having an embedded router (eRouter) providing connections for a plurality of client devices in a local area network, and an embedded cable modem (eCM) bridging communication between a wide area network (WAN) network and the eRouter. The network device also includes a memory, and at least one processor configured to execute instructions stored on said memory to cause said network device to implement an eRouter physical interface and an eCM physical interface according to a configuration file, and to transmit a generic routing encapsulation (GRE) domain name system (DNS) query to a DNS server from the eRouter physical interface or the eCM physical interface.

Abstract: A network device having an embedded router (eRouter) providing connections for a plurality of client devices in a local area network, and an embedded cable modem (eCM) bridging communication between a wide area network (WAN) network and the eRouter. The network device also includes a memory, and at least one processor configured to execute instructions stored on said memory to cause said network device to implement an eRouter physical interface and an eCM physical interface according to a configuration file, and to transmit a generic routing encapsulation (GRE) domain name system (DNS) query to a DNS server from the eRouter physical interface or the eCM physical interface.

Abstract: A network device having an embedded router (eRouter) providing connections for a plurality of client devices in a local area network, and an embedded cable modem (eCM) bridging communication between a wide area network (WAN) network and the eRouter. The network device also includes a memory, and at least one processor configured to execute instructions stored on said memory to cause said network device to implement an eRouter physical interface and an eCM physical interface according to a configuration file, and to transmit a generic routing encapsulation (GRE) domain name system (DNS) query to a DNS server from the eRouter physical interface or the eCM physical interface.

Abstract: A network device having an embedded router (eRouter) providing connections for a plurality of client devices in a local area network, and an embedded cable modem (eCM) bridging communication between a wide area network (WAN) network and the eRouter. The network device also includes a memory, and at least one processor configured to execute instructions stored on said memory to cause said network device to implement an eRouter physical interface and an eCM physical interface according to a configuration file, and to transmit a generic routing encapsulation (GRE) domain name system (DNS) query to a DNS server from the eRouter physical interface or the eCM physical interface.

Abstract: Methods, systems, and computer readable media may be operable to wireless hotspot activity of one or more access points supporting multiple radios. A DHCP relay agent may receive a DHCP request from a device seeking to join a hotspot service provided through a gateway. If the number of currently connected devices is less than the maximum connected device limit, then the agent may increase the number of currently connected devices by one, and relay the encapsulated DHCP request over a GRE tunnel. If the number of connected devices already meets or exceeds the allowed limit, then the DHCP relay agent may instruct the gateway or its access point to disconnect the new device.

Abstract: Methods, systems, and computer readable media may be operable to wireless hotspot activity of one or more access points supporting multiple radios. A DHCP relay agent may receive a DHCP request from a device seeking to join a hotspot service provided through a gateway. If the number of currently connected devices is less than the maximum connected device limit, then the agent may increase the number of currently connected devices by one, and relay the encapsulated DHCP request over a GRE tunnel. If the number of connected devices already meets or exceeds the allowed limit, then the DHCP relay agent may instruct the gateway or its access point to disconnect the new device.

Abstract: A network device adjusts a bandwidth of a conference call according to a mode of the network device. The network device detects whether the mode of the network device during the conference call is in a silent mode or in a conversation mode according to a conversation condition of the network device. The network device decreases the bandwidth of the conference call in the silent mode, and increases the bandwidth of the conference call in the conversation mode.