MLops_iCodeGuru

Within this digital space, I have meticulously curated a treasure trove of golden tips, insightful words, and illuminating lectures.

Host

Sir Zafar Shahid

speakers 🗣	Moderators 🌟
Ma'am Rehmana Younius	Ma'am Asia Hassan
Sir AqibRehman PirZada	Sir Muhammad Talha

Week 1

Summery as learn about baic of machine learning operations, importance from business and indusrial point of view. Stages of machine learning operations:

• Data collection
  • Warehouse, Apis, CSV files etc.
• Model Development
  • Alogrithms
  • Hyperparameters
• Model validation
  • With respect to ML pipeline feature includes: f1-m1=====m2-f2
  • Modularization of code
  • tracking all experiments including change in code, configuration and parameters
  • CI approach to automate pipeplines includes initiatem reviews and approve process.
• Model Development
• Model Monitoring
  • Resource monitoring
  • alerts
• Model Updating
• Governace and Compliance
  • Model Transdepancy
  • Data privacy etc.

.

Week 2

VCS (Version control system) in GitHub, bacis commands, and importance of github for every coder/programmer.

• Set username and email globally

  git config –global user.email “Your email”
  
  git config –global user.user “Your user”
  

• Initializes a new Git repository in the current directory.

  git init
  

• Creates a new Git repository in the specified directory

  git init <directory>
  

• Clones a repository from a remote server to your local machine.

  git clone "URL repo"
  

• Adds all modified and new files to the staging area

  git add .
  

• Shows the current state of your repository, including tracked and untracked files, modified files, and branch information.

  git status
  

• Creates a new commit with the changes in the staging area and specifies the commit message inline

  git commit -m "message"  
  

• Pushes local commits to the specified remote repository

  git push origin main
  

About git more

Directory Flow

(Main folder) proj_name
  - (sub-folder) configuration

      config.py -> there are 2 functions written init: f1, f2

      init.py # this is cruial. for Linking to other files

  - (sub-folder) Processing

      data_hand.py
      init.py # this is cruial. for Linking to other files

  - (sub-folder) Model Training

      init.py		# this is cruial. for Linking to other files

  - (sub-folder) Test

      init.py		# this is cruial. for Linking to other files

  - (file) model.py

      model.py link to configuration file by like: (from configuration.config imoprt f1)

Project Flow

Through the different stages like

• Reading-file,
• Preprocessing,
• Visualiztion,
• Feature-Engineering,
• Split-data,model-train,
• Model-evaluation

YAML

Berife intro about YAML and usecase, importance and syntax.

Week 3

Uni-testing see the file Sir AqibRehman-file.ipynb

• Docker Engin
• Docker compoents
• Kubeneretes
• Cluster (Master & worker node)
• Pods

Week 4

Presentations and Discuss on errors.

Deployment on web application using

• Streamlit

Berife explaination on

• Libraries
  • Streamlit
  • Gradio
• Framworks
  • Flask
  • Django
  • FlastApi

Week 5

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If this repo helpful to take initial step so give it star ⭐.