Home Assistant + Imou camera

'https://github.com/Imou-OpenPlatform/Imou-Home-Assistant No Cloud, No Fees! Full Local Control with this 2K Smart Camera & Home Assistant (2025) 'https://www.youtube.com/watch?v=Ca-zdj-5GRU 'https://open.imoulife.com/book/guide/haDev.html 'https://fixtse.com/blog/imou-ranger-2c We integrate IMOU cameras into Home Assistant via OnVIF 'https://www.youtube.com/watch?v=I0HcVeqwr0E windows viewer 'https://www.imou.com/support/download 'youtube.com/watch?v=57ds1DyGjjQ ONVIF 'https://youtu.be/I0HcVeqwr0E?t=304 type: custom:webrtc-camera url: >- rtsp://admin:{enter your password}@{enter ip address}:554/cam/realmonitor?channel=1&subtype=0&unicast=true&proto=Onvif mode: webrtc ptz: service: onvif.ptz data_left: entity_id: button._ptz_left distance: 0.5 …

MLFlow

MLFlow: opensource platform for managing the end-to-end ML lifecycle components: 1.Tracking, 2.projects, 3.Models, 4.Model Registry. 1.MLflow Tracking: API and UI for logging parameter, metrics and artifacts a)Runs: individual executions of ML code b)Experiments: collection of related runs for comparison. c)Parameters: Key-value input to code d)Metrics: Numerical values that can be updated e)Artifacts: output files (models) …

Linear Regression

How to calculate linear regression using least square method 'https://www.youtube.com/watch?v=JvS2triCgOY How to Calculate R Squared Using Regression Analysis 'https://www.youtube.com/watch?v=w2FKXOa0HGA Standard Error of the Estimate used in Regression Analysis (Mean Square Error) 'https://www.youtube.com/watch?v=r-txC-dpI-E

kind Kubernetes k8s

Kubernetes in Docker (KIND) Tutorial 'https://www.youtube.com/watch?v=eKr75oClPZ4 Your First Kubernetes Cluster in Minutes! Docker Desktop + KIND 'https://www.youtube.com/watch?v=CkB4px47aVQ How to run local multi-node Kubernetes clusters using kind 'https://www.youtube.com/watch?v=C0v5gJSWuSo Infocommandcreate single node clusterkind create cluster --name my-single-clusterlist the containerdocker container lslist of nodeskubectl get nodesload images into nodekind load --helpdelete clusterkind delete cluster --name my-single-clustercreate multi-node kind …

MLops

ML team = Data Scientist, AI Engineer, AI Architect etc Ops team = Admin, Network engg, security engg etc MLops = ML + DevOps is a set of practice that combines ML and DevOps to automate and streamline the deployment, monitoring and management of ML models in production env. It bridges the gap between the …

Google Cloud – Basics

'https://www.youtube.com/watch?v=f5G3801luts&list=PL7iMyoQPMtAM0HcLxKp2N8IkJImVk-TFn

VS Code + Sqlite

SQLite in VSCode (open db, run query, view results) demo 'https://www.youtube.com/watch?v=VKg1Dnz7GN0