Project_plan.rtf

{\rtf1\adeflang1025\ansi\ansicpg1252\uc1\adeff0\deff0\stshfdbch31505\stshfloch31506\stshfhich31506\stshfbi0\deflang1033\deflangfe1033\themelang1033\themelangfe0\themelangcs0{\fonttbl{\f0\fbidi \froman\fcharset0\fprq2{\*\panose 02020603050405020304}Times New Roman;}{\f34\fbidi \froman\fcharset0\fprq2{\*\panose 02040503050406030204}Cambria Math;}
{\f43\fbidi \fswiss\fcharset0\fprq2{\*\panose 00000000000000000000}Bahnschrift;}{\flomajor\f31500\fbidi \froman\fcharset0\fprq2{\*\panose 02020603050405020304}Times New Roman;}
{\fdbmajor\f31501\fbidi \froman\fcharset0\fprq2{\*\panose 02020603050405020304}Times New Roman;}{\fhimajor\f31502\fbidi \fswiss\fcharset0\fprq2{\*\panose 020f0302020204030204}Calibri Light;}
{\fbimajor\f31503\fbidi \froman\fcharset0\fprq2{\*\panose 02020603050405020304}Times New Roman;}{\flominor\f31504\fbidi \froman\fcharset0\fprq2{\*\panose 02020603050405020304}Times New Roman;}
{\fdbminor\f31505\fbidi \froman\fcharset0\fprq2{\*\panose 02020603050405020304}Times New Roman;}{\fhiminor\f31506\fbidi \fswiss\fcharset0\fprq2{\*\panose 020f0502020204030204}Calibri;}
{\fbiminor\f31507\fbidi \froman\fcharset0\fprq2{\*\panose 02020603050405020304}Times New Roman;}{\f44\fbidi \froman\fcharset238\fprq2 Times New Roman CE;}{\f45\fbidi \froman\fcharset204\fprq2 Times New Roman Cyr;}
{\f47\fbidi \froman\fcharset161\fprq2 Times New Roman Greek;}{\f48\fbidi \froman\fcharset162\fprq2 Times New Roman Tur;}{\f49\fbidi \froman\fcharset177\fprq2 Times New Roman (Hebrew);}{\f50\fbidi \froman\fcharset178\fprq2 Times New Roman (Arabic);}
{\f51\fbidi \froman\fcharset186\fprq2 Times New Roman Baltic;}{\f52\fbidi \froman\fcharset163\fprq2 Times New Roman (Vietnamese);}{\f384\fbidi \froman\fcharset238\fprq2 Cambria Math CE;}{\f385\fbidi \froman\fcharset204\fprq2 Cambria Math Cyr;}
{\f387\fbidi \froman\fcharset161\fprq2 Cambria Math Greek;}{\f388\fbidi \froman\fcharset162\fprq2 Cambria Math Tur;}{\f391\fbidi \froman\fcharset186\fprq2 Cambria Math Baltic;}{\f392\fbidi \froman\fcharset163\fprq2 Cambria Math (Vietnamese);}
{\f474\fbidi \fswiss\fcharset238\fprq2 Bahnschrift CE;}{\f475\fbidi \fswiss\fcharset204\fprq2 Bahnschrift Cyr;}{\f477\fbidi \fswiss\fcharset161\fprq2 Bahnschrift Greek;}{\f478\fbidi \fswiss\fcharset162\fprq2 Bahnschrift Tur;}
{\f481\fbidi \fswiss\fcharset186\fprq2 Bahnschrift Baltic;}{\f482\fbidi \fswiss\fcharset163\fprq2 Bahnschrift (Vietnamese);}{\flomajor\f31508\fbidi \froman\fcharset238\fprq2 Times New Roman CE;}
{\flomajor\f31509\fbidi \froman\fcharset204\fprq2 Times New Roman Cyr;}{\flomajor\f31511\fbidi \froman\fcharset161\fprq2 Times New Roman Greek;}{\flomajor\f31512\fbidi \froman\fcharset162\fprq2 Times New Roman Tur;}
{\flomajor\f31513\fbidi \froman\fcharset177\fprq2 Times New Roman (Hebrew);}{\flomajor\f31514\fbidi \froman\fcharset178\fprq2 Times New Roman (Arabic);}{\flomajor\f31515\fbidi \froman\fcharset186\fprq2 Times New Roman Baltic;}
{\flomajor\f31516\fbidi \froman\fcharset163\fprq2 Times New Roman (Vietnamese);}{\fdbmajor\f31518\fbidi \froman\fcharset238\fprq2 Times New Roman CE;}{\fdbmajor\f31519\fbidi \froman\fcharset204\fprq2 Times New Roman Cyr;}
{\fdbmajor\f31521\fbidi \froman\fcharset161\fprq2 Times New Roman Greek;}{\fdbmajor\f31522\fbidi \froman\fcharset162\fprq2 Times New Roman Tur;}{\fdbmajor\f31523\fbidi \froman\fcharset177\fprq2 Times New Roman (Hebrew);}
{\fdbmajor\f31524\fbidi \froman\fcharset178\fprq2 Times New Roman (Arabic);}{\fdbmajor\f31525\fbidi \froman\fcharset186\fprq2 Times New Roman Baltic;}{\fdbmajor\f31526\fbidi \froman\fcharset163\fprq2 Times New Roman (Vietnamese);}
{\fhimajor\f31528\fbidi \fswiss\fcharset238\fprq2 Calibri Light CE;}{\fhimajor\f31529\fbidi \fswiss\fcharset204\fprq2 Calibri Light Cyr;}{\fhimajor\f31531\fbidi \fswiss\fcharset161\fprq2 Calibri Light Greek;}
{\fhimajor\f31532\fbidi \fswiss\fcharset162\fprq2 Calibri Light Tur;}{\fhimajor\f31533\fbidi \fswiss\fcharset177\fprq2 Calibri Light (Hebrew);}{\fhimajor\f31534\fbidi \fswiss\fcharset178\fprq2 Calibri Light (Arabic);}
{\fhimajor\f31535\fbidi \fswiss\fcharset186\fprq2 Calibri Light Baltic;}{\fhimajor\f31536\fbidi \fswiss\fcharset163\fprq2 Calibri Light (Vietnamese);}{\fbimajor\f31538\fbidi \froman\fcharset238\fprq2 Times New Roman CE;}
{\fbimajor\f31539\fbidi \froman\fcharset204\fprq2 Times New Roman Cyr;}{\fbimajor\f31541\fbidi \froman\fcharset161\fprq2 Times New Roman Greek;}{\fbimajor\f31542\fbidi \froman\fcharset162\fprq2 Times New Roman Tur;}
{\fbimajor\f31543\fbidi \froman\fcharset177\fprq2 Times New Roman (Hebrew);}{\fbimajor\f31544\fbidi \froman\fcharset178\fprq2 Times New Roman (Arabic);}{\fbimajor\f31545\fbidi \froman\fcharset186\fprq2 Times New Roman Baltic;}
{\fbimajor\f31546\fbidi \froman\fcharset163\fprq2 Times New Roman (Vietnamese);}{\flominor\f31548\fbidi \froman\fcharset238\fprq2 Times New Roman CE;}{\flominor\f31549\fbidi \froman\fcharset204\fprq2 Times New Roman Cyr;}
{\flominor\f31551\fbidi \froman\fcharset161\fprq2 Times New Roman Greek;}{\flominor\f31552\fbidi \froman\fcharset162\fprq2 Times New Roman Tur;}{\flominor\f31553\fbidi \froman\fcharset177\fprq2 Times New Roman (Hebrew);}
{\flominor\f31554\fbidi \froman\fcharset178\fprq2 Times New Roman (Arabic);}{\flominor\f31555\fbidi \froman\fcharset186\fprq2 Times New Roman Baltic;}{\flominor\f31556\fbidi \froman\fcharset163\fprq2 Times New Roman (Vietnamese);}
{\fdbminor\f31558\fbidi \froman\fcharset238\fprq2 Times New Roman CE;}{\fdbminor\f31559\fbidi \froman\fcharset204\fprq2 Times New Roman Cyr;}{\fdbminor\f31561\fbidi \froman\fcharset161\fprq2 Times New Roman Greek;}
{\fdbminor\f31562\fbidi \froman\fcharset162\fprq2 Times New Roman Tur;}{\fdbminor\f31563\fbidi \froman\fcharset177\fprq2 Times New Roman (Hebrew);}{\fdbminor\f31564\fbidi \froman\fcharset178\fprq2 Times New Roman (Arabic);}
{\fdbminor\f31565\fbidi \froman\fcharset186\fprq2 Times New Roman Baltic;}{\fdbminor\f31566\fbidi \froman\fcharset163\fprq2 Times New Roman (Vietnamese);}{\fhiminor\f31568\fbidi \fswiss\fcharset238\fprq2 Calibri CE;}
{\fhiminor\f31569\fbidi \fswiss\fcharset204\fprq2 Calibri Cyr;}{\fhiminor\f31571\fbidi \fswiss\fcharset161\fprq2 Calibri Greek;}{\fhiminor\f31572\fbidi \fswiss\fcharset162\fprq2 Calibri Tur;}
{\fhiminor\f31573\fbidi \fswiss\fcharset177\fprq2 Calibri (Hebrew);}{\fhiminor\f31574\fbidi \fswiss\fcharset178\fprq2 Calibri (Arabic);}{\fhiminor\f31575\fbidi \fswiss\fcharset186\fprq2 Calibri Baltic;}
{\fhiminor\f31576\fbidi \fswiss\fcharset163\fprq2 Calibri (Vietnamese);}{\fbiminor\f31578\fbidi \froman\fcharset238\fprq2 Times New Roman CE;}{\fbiminor\f31579\fbidi \froman\fcharset204\fprq2 Times New Roman Cyr;}
{\fbiminor\f31581\fbidi \froman\fcharset161\fprq2 Times New Roman Greek;}{\fbiminor\f31582\fbidi \froman\fcharset162\fprq2 Times New Roman Tur;}{\fbiminor\f31583\fbidi \froman\fcharset177\fprq2 Times New Roman (Hebrew);}
{\fbiminor\f31584\fbidi \froman\fcharset178\fprq2 Times New Roman (Arabic);}{\fbiminor\f31585\fbidi \froman\fcharset186\fprq2 Times New Roman Baltic;}{\fbiminor\f31586\fbidi \froman\fcharset163\fprq2 Times New Roman (Vietnamese);}}
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{\pntxtb (}{\pntxta )}}{\*\pnseclvl9\pnlcrm\pnstart1\pnindent720\pnhang {\pntxtb (}{\pntxta )}}\pard\plain \ltrpar\ql \li0\ri0\sa200\sl276\slmult1\nowidctlpar\wrapdefault\faauto\rin0\lin0\itap0 \rtlch\fcs1 \af0\afs22\alang1025 \ltrch\fcs0 
\fs22\lang1033\langfe1033\loch\af31506\hich\af31506\dbch\af31505\cgrid\langnp1033\langfenp1033 {\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\langnp9\insrsid15741624 \hich\af43\dbch\af31505\loch\f43 Project Goal:
\hich\af43\dbch\af31505\loch\f43  Develop a machine learning application and pipeline for a data product (Web or API application) and deploy it in the cloud.
\par 
\par }{\rtlch\fcs1 \ab\af43\afs28 \ltrch\fcs0 \b\f43\fs28\lang9\langfe1033\langnp9\insrsid15741624 \hich\af43\dbch\af31505\loch\f43 Requirements for Project Implementation:
\par }{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\langnp9\insrsid15741624 
\par \hich\af43\dbch\af31505\loch\f43     1. Source Code Management:
\par \hich\af43\dbch\af31505\loch\f43         }{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\highlight4\langnp9\insrsid15741624 \hich\af43\dbch\af31505\loch\f43 The project source codes must be in a Git repository.
\par }{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\langnp9\insrsid15741624 \hich\af43\dbch\af31505\loch\f43         }{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\highlight4\langnp9\insrsid15741624 
\hich\af43\dbch\af31505\loch\f43 The Git repository must be hosted on GitHub.}{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\langnp9\insrsid15741624 
\par \hich\af43\dbch\af31505\loch\f43         }{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\highlight4\langnp9\insrsid15741624 \hich\af43\dbch\af31505\loch\f43 The GitHub repository must have CI processes configured.}{\rtlch\fcs1 
\af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\langnp9\insrsid15741624 
\par 
\par \hich\af43\dbch\af31505\loch\f43     }{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\highlight4\langnp9\insrsid15741624\charrsid11484452 \hich\af43\dbch\af31505\loch\f43 2. Continuous Integration (CI):
\par \hich\af43\dbch\af31505\loch\f43         CI processes must include executing uni\hich\af43\dbch\af31505\loch\f43 t tests.
\par \hich\af43\dbch\af31505\loch\f43         CI processes must include checking code style for PEP8 compliance.
\par \hich\af43\dbch\af31505\loch\f43         The CI/CD pipeline should be orchestrated using Jenkins or GitLab.
\par \hich\af43\dbch\af31505\loch\f43         The pipeline should be version-controlled.}{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\langnp9\insrsid15741624 
\par 
\par \hich\af43\dbch\af31505\loch\f43     }{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\highlight4\langnp9\insrsid15741624\charrsid11484452 \hich\af43\dbch\af31505\loch\f43 3. Development Workflow:
\par \hich\af43\dbch\af31505\loch\f43         Developm\hich\af43\dbch\af31505\loch\f43 ent of application features should be carried out in separate branches.
\par \hich\af43\dbch\af31505\loch\f43         Separate branches should be created for feature sets and data versions.
\par \hich\af43\dbch\af31505\loch\f43         When merging a branch into the main repository, a Code Review must be performed.}{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\langnp9\insrsid15741624 
\par 
\par \hich\af43\dbch\af31505\loch\f43     }{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\highlight4\langnp9\insrsid15741624\charrsid11484452 \hich\af43\dbch\af31505\loch\f43 4. Code St\hich\af43\dbch\af31505\loch\f43 yle and Quality:
\par \hich\af43\dbch\af31505\loch\f43         Application code must follow PEP8 style and clean code rules.}{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\langnp9\insrsid15741624 
\par \hich\af43\dbch\af31505\loch\f43         }{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\highlight4\langnp9\insrsid15741624\charrsid8929116 \hich\af43\dbch\af31505\loch\f43 
The pipeline should run not only unit tests but also data quality tests.}{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\langnp9\insrsid15741624 
\par 
\par \hich\af43\dbch\af31505\loch\f43     }{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\highlight4\langnp9\insrsid15741624\charrsid9523881 \hich\af43\dbch\af31505\loch\f43 5. Data Versioning and Synchronization:
\par \hich\af43\dbch\af31505\loch\f43         Datasets must be versioned using DV\hich\af43\dbch\af31505\loch\f43 C (Data Version Control).
\par \hich\af43\dbch\af31505\loch\f43         Datasets should be synchronized with remote storage.}{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\langnp9\insrsid15741624 
\par 
\par \hich\af43\dbch\af31505\loch\f43     }{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\highlight4\langnp9\insrsid15741624\charrsid8929116 \hich\af43\dbch\af31505\loch\f43 6. Containerization:
\par \hich\af43\dbch\af31505\loch\f43         The final application must be implemented as a Docker image.
\par \hich\af43\dbch\af31505\loch\f43        \hich\af43\dbch\af31505\loch\f43  The Docker image should be assembled in a conveyor belt-like fashion.}{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\langnp9\insrsid15741624 
\par 
\par \hich\af43\dbch\af31505\loch\f43     }{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\highlight4\langnp9\insrsid15741624\charrsid9523881 \hich\af43\dbch\af31505\loch\f43 7. Machine Learning Model:
\par \hich\af43\dbch\af31505\loch\f43         The project can use a pre-trained machine learning model; there's no need to train your own model.}{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\langnp9\insrsid15741624 
\par 
\par \hich\af43\dbch\af31505\loch\f43     8. Deployment:
\par \hich\af43\dbch\af31505\loch\f43         Configure applicat\hich\af43\dbch\af31505\loch\f43 ion deployment to the Huggingface Spaces cloud platform.
\par 
\par \hich\af43\dbch\af31505\loch\f43     9. Documentation:
\par \hich\af43\dbch\af31505\loch\f43         Create documentation for the developed application in the GitHub repository.
\par 
\par 
\par 
\par 
\par }{\rtlch\fcs1 \ab\af43\afs28 \ltrch\fcs0 \b\f43\fs28\lang9\langfe1033\langnp9\insrsid15741624 \hich\af43\dbch\af31505\loch\f43 Revised Project Plan: }{\rtlch\fcs1 \af43\afs28 \ltrch\fcs0 \f43\fs28\lang9\langfe1033\langnp9\insrsid15741624 
\hich\af43\dbch\af31505\loch\f43 Developing a Machine Learning Application and Pipeline}{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\langnp9\insrsid15741624 
\par 
\par \hich\af43\dbch\af31505\loch\f43 Phase 1: \hich\af43\dbch\af31505\loch\f43 Project Setup
\par 
\par }{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\highlight4\langnp9\insrsid15741624 \hich\af43\dbch\af31505\loch\f43     Set Up GitHub Repository
\par \hich\af43\dbch\af31505\loch\f43         Create a new GitHub repository for the project.
\par \hich\af43\dbch\af31505\loch\f43         Initialize the repository with a README.
\par }{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\langnp9\insrsid15741624 
\par }{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\highlight4\langnp9\insrsid15741624 \hich\af43\dbch\af31505\loch\f43     Git Branching Strategy
\par \hich\af43\dbch\af31505\loch\f43         Define a branching strategy, such as Git Flow, for managing code change\hich\af43\dbch\af31505\loch\f43 s.
\par }{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\langnp9\insrsid15741624 
\par }{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\highlight4\langnp9\insrsid15741624 \hich\af43\dbch\af31505\loch\f43     Environment Setup
\par \hich\af43\dbch\af31505\loch\f43         Set up development environments (Python, Docker, DVC, etc.) on your local machine and cloud platform of choice.
\par }{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\langnp9\insrsid15741624 
\par \hich\af43\dbch\af31505\loch\f43 Phase 2: Continuous Integration (CI) Setup
\par 
\par \hich\af43\dbch\af31505\loch\f43     Continuous Integration (CI) Configuration
\par \hich\af43\dbch\af31505\loch\f43         }{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\highlight4\langnp9\insrsid15741624 \hich\af43\dbch\af31505\loch\f43 Configure CI/CD pipelines using Jenkins or GitLab.}{\rtlch\fcs1 \af43\afs24 
\ltrch\fcs0 \f43\fs24\lang9\langfe1033\langnp9\insrsid15741624 
\par \hich\af43\dbch\af31505\loch\f43         }{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\highlight4\langnp9\insrsid15741624\charrsid10763313 \hich\af43\dbch\af31505\loch\f43 
Define CI scripts to execute unit tests and check for PEP8 compliance.}{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\langnp9\insrsid15741624 
\par \hich\af43\dbch\af31505\loch\f43         }{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\highlight4\langnp9\insrsid15741624\charrsid5921191 \hich\af43\dbch\af31505\loch\f43 Ensure CI integrates seamlessly with GitHub.}{\rtlch\fcs1 
\af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\langnp9\insrsid15741624 
\par 
\par \hich\af43\dbch\af31505\loch\f43 Phase 3: Application Development
\par 
\par \hich\af43\dbch\af31505\loch\f43  }{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\highlight4\langnp9\insrsid15741624 \hich\af43\dbch\af31505\loch\f43    Machine Learning Model Integration
\par \hich\af43\dbch\af31505\loch\f43         Choose a pre-trained machine learning model suitable for your application.
\par \hich\af43\dbch\af31505\loch\f43         Integrate this model into your codebase.
\par }{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\langnp9\insrsid15741624 
\par \hich\af43\dbch\af31505\loch\f43     Feature Development
\par \hich\af43\dbch\af31505\loch\f43         }{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\highlight4\langnp9\insrsid15741624\charrsid10763313 \hich\af43\dbch\af31505\loch\f43 Create separate br\hich\af43\dbch\af31505\loch\f43 
anches for developing application features.
\par \hich\af43\dbch\af31505\loch\f43         Implement the required features in these branches.}{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\langnp9\insrsid15741624 
\par 
\par \hich\af43\dbch\af31505\loch\f43 Phase 4: Data Management and Versioning
\par 
\par \hich\af43\dbch\af31505\loch\f43     }{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\highlight4\langnp9\insrsid15741624\charrsid10763313 \hich\af43\dbch\af31505\loch\f43 Data Version Control (DVC) Integration
\par \hich\af43\dbch\af31505\loch\f43         Implement DVC for versioning and managing datasets.
\par \hich\af43\dbch\af31505\loch\f43         \hich\af43\dbch\af31505\loch\f43 Set up DVC to synchronize data with remote storage.}{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\langnp9\insrsid15741624 
\par 
\par \hich\af43\dbch\af31505\loch\f43 Phase 5: Quality Assurance
\par 
\par \hich\af43\dbch\af31505\loch\f43     C}{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\highlight4\langnp9\insrsid15741624\charrsid10763313 \hich\af43\dbch\af31505\loch\f43 ode Review Process
\par \hich\af43\dbch\af31505\loch\f43         Establish a code review process for branch merges into the main repository.
\par \hich\af43\dbch\af31505\loch\f43         Ensu\hich\af43\dbch\af31505\loch\f43 re code adheres to PEP8 style and clean code standards.}{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\langnp9\insrsid15741624 
\par 
\par \hich\af43\dbch\af31505\loch\f43     }{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\highlight4\langnp9\insrsid15741624\charrsid1268789 \hich\af43\dbch\af31505\loch\f43 Data Quality Testing
\par \hich\af43\dbch\af31505\loch\f43         Develop data quality tests to run as part of the CI/CD pipeline.
\par \hich\af43\dbch\af31505\loch\f43         Ensure data integrity and quality throughout the pipeline.}{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\langnp9\insrsid15741624 
\par 
\par \hich\af43\dbch\af31505\loch\f43 Phase 6: Containerization and Dep\hich\af43\dbch\af31505\loch\f43 loyment
\par 
\par \hich\af43\dbch\af31505\loch\f43     }{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\highlight4\langnp9\insrsid15741624\charrsid4593591 \hich\af43\dbch\af31505\loch\f43 Dockerization
\par \hich\af43\dbch\af31505\loch\f43         Create a Dockerfile to containerize your application.
\par \hich\af43\dbch\af31505\loch\f43         Set up a Docker registry for image storage.}{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\langnp9\insrsid15741624 
\par 
\par \hich\af43\dbch\af31505\loch\f43     Continuous Deployment (CD)
\par \hich\af43\dbch\af31505\loch\f43         Configure CD pipelines to automate the assembly and deployment of Docker im\hich\af43\dbch\af31505\loch\f43 ages.
\par \hich\af43\dbch\af31505\loch\f43         Deploy the application to the Huggingface Spaces cloud platform.
\par 
\par \hich\af43\dbch\af31505\loch\f43 Phase 7: Documentation
\par 
\par \hich\af43\dbch\af31505\loch\f43     Documentation Creation
\par \hich\af43\dbch\af31505\loch\f43         Create comprehensive documentation for the project.
\par \hich\af43\dbch\af31505\loch\f43         Include information on setup, usage, and troubleshooting.
\par \hich\af43\dbch\af31505\loch\f43         Host documentation in the GitHub repository.
\par 
\par \hich\af43\dbch\af31505\loch\f43 Phase 8: Testing and Validation
\par 
\par \hich\af43\dbch\af31505\loch\f43     Testing and Validation
\par \hich\af43\dbch\af31505\loch\f43         Thoroughly test the deployed application and pipeline.
\par \hich\af43\dbch\af31505\loch\f43         Validate that data quality checks, CI/CD processes, and the applicatio\hich\af43\dbch\af31505\loch\f43 n work as expected.
\par 
\par \hich\af43\dbch\af31505\loch\f43 Phase 9: Finalization and Optimization
\par 
\par \hich\af43\dbch\af31505\loch\f43     Optimization
\par \hich\af43\dbch\af31505\loch\f43         Optimize code, containers, and processes for efficiency.
\par 
\par \hich\af43\dbch\af31505\loch\f43     Project Finalization
\par \hich\af43\dbch\af31505\loch\f43         Ensure all project requirements are met.
\par \hich\af43\dbch\af31505\loch\f43         Conduct a final review of code, documentation, and deployment.
\par 
\par \hich\af43\dbch\af31505\loch\f43 Phase 10: Project Completion
\par 
\par \hich\af43\dbch\af31505\loch\f43     Project Completion and Handover
\par \hich\af43\dbch\af31505\loch\f43         Prepare for the handover of the project to relevant stakehold\hich\af43\dbch\af31505\loch\f43 ers.
\par \hich\af43\dbch\af31505\loch\f43         Ensure all project goals are achieved.}{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\langnp9\insrsid4593591 \line \line \line \line \line \line \line \line \line \line \line \line \line }{
\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 \f43\fs24\lang9\langfe1033\langnp9\insrsid4593591\charrsid4593591 \hich\af43\dbch\af31505\loch\f43 ssh -R 80:localhost:8080 serveo.net}{\rtlch\fcs1 \af43\afs24 \ltrch\fcs0 
\f43\fs24\lang9\langfe1033\langnp9\insrsid15741624 
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