Skip to main content

MLOps - Day 10

Today's learning :-
  • Started with a quick revision of feature selection.
  • Tried to understand Wrapper method - OLS(Ordinary Least Squares)one again.
  • This time we used 'gretl' tool for model creation and getting summaries.
  • In gretl we tried to find profit of 50_startup_companies using OLS
  • Also understood how to create visuals using 'gretl' tool
  • It is the same example which we have done using python program last day.
  • After that switched on DL(Deep Learning), Why we need DL?
  • Since traditional ML(Old ML) is great for limited data (features & observation).
  • But if we have huge(Big) data in that case traditional ML won't give us accurate results.
  • Big Data - Volume, Variety and Velocity(3V's) of data is very high. We have 4V's and 5V's as well.
  • Traditional ML is a manual process hence it is always a slow and also there will be chances of mistake. While New ML(DL) quickly select features automatically and help us to get accurate results.
  • That's one of the top reason of using DL a lot in NN(Neural Network)
  • Then we run a program which not only detect the human face but also recognize it.
  • After face recognition used this program to automatically launch 'https://google.com' in web browser, also enabled authentication and run an application.

Labels

Labels:

Comments

Post a Comment

Please share your experience.....

Popular posts from this blog

error: db5 error(11) from dbenv->open: Resource temporarily unavailable

If rpm command is not working in your system and it is giving an error message( error: db5 error(11) from dbenv->open: Resource temporarily unavailable ). What is the root cause of this issue? How to fix this issue?   just a single command- [root@localhost rpm]# rpm --rebuilddb Detailed error message- [root@localhost rpm]# rpm -q firefox ^Cerror: db5 error(11) from dbenv->open: Resource temporarily unavailable error: cannot open Packages index using db5 - Resource temporarily unavailable (11) error: cannot open Packages database in /var/lib/rpm ^Cerror: db5 error(11) from dbenv->open: Resource temporarily unavailable error: cannot open Packages database in /var/lib/rpm package firefox is not installed [root@localhost rpm]# RPM manage a database in which it store all information related to packages installed in our system. /var/lib/rpm, this is directory where this information is available. [root@localhost rpm]# cd /var/lib/rpm ...
2 comments
Read more

Failed to get D-Bus connection: Operation not permitted

" Failed to get D-Bus connection: Operation not permitted " - systemctl command is not working in Docker container. If systemctl command is not working in your container and giving subjected error message then simple solution of this error is, create container with -- privileged option and also provide init file full path  /usr/sbin/init [root@server109 ~]# docker container run -dit --privileged --name systemctl_not_working_centos1 centos:7 /usr/sbin/init For detailed explanation and understanding I am writing more about it, please have look below. If we have a daemon based program(httpd, sshd, jenkins, docker etc.) running inside a container and we would like to start/stop or check status of daemon inside docker then it becomes difficult for us to perform such operations , because by default systemctl and service  commands don't work inside docker. Normally we run below commands to check services status in Linux systems. [root@server109 ~]# systemctl status ...
4 comments
Read more

call to function "map" failed: the "map" function was deprecated in Terrafrom

How to change map method to tomap method? Let's say you have multiple tags in your code which was written quite back and that time it was working fine on old Terraform version before v0.12 but if the same code you execute on updated/latest Terrafrom you get subjected error while try to run Terrafrom plan command. Then this article will help you to fix your issue. What is simple solution to fix this issue? Just replace " map " method to " tomap " and just to little bit formatting for the same. Syntax:- map ({"Name", "My_Name"), map("AppName", "My_App")}) tomap ({"Name"  =   "My_Name",  "App_Name"  =   "My_App"}) or tomap ({     "Name"  =   "My_Name",     "App_Name"  =   "My_App" }) #Code with " map " method resource "aws_instance" "My_instance"   ami   =   my_ami   instance_type =   my_type   tags  =   merge(var.tag...
1 comment
Read more