Sentence Auto Completion added

[ashis2004]

Pull Request for DL-Simplified 💡

Issue Title : Sentence Auto Completion using Deep learning Algorithm

• Info about the related issue (Aim of the project) : The main goal of this project is to develop a deep learning-based auto-complete system that can predict the next word or phrase in a sentence. The purpose of this system is to enhance user typing experience by providing contextually relevant suggestions as the user types.
• Name: Ashish Kumar Patel
• GitHub ID: <!-- Mention your GitHub ID -->
• Email ID: [email protected]
• Idenitfy yourself: (Mention in which program you are contributing in. Eg. For a JWOC 2022 participant it's, JWOC Participant) Gssoc'24 contributor

Closes: #840

Describe the add-ons or changes you've made 📃

The LSTM and GRU models both achieved the highest accuracy of 87.41%, making them the best-performing models for the auto-complete sentence task. The BiLSTM model did not perform as well, with a final accuracy of 8.33%. The choice of LSTM and GRU is justified by their high accuracy in predicting the next word in a sentence, making them suitable for this auto-complete application.

Type of change ☑️

What sort of change have you made:

• Bug fix (non-breaking change which fixes an issue)
• [☑️ ] New feature (non-breaking change which adds functionality)
• Code style update (formatting, local variables)
• Breaking change (fix or feature that would cause existing functionality to not work as expected)
• This change requires a documentation update

How Has This Been Tested? ⚙️

Describe how it has been tested
Describe how have you verified the changes made

Checklist: ☑️

• [☑️ ] My code follows the guidelines of this project.
• I have performed a self-review of my own code.
• I have commented my code, particularly wherever it was hard to understand.
• I have made corresponding changes to the documentation.
• My changes generate no new warnings.
• I have added things that prove my fix is effective or that my feature works.
• Any dependent changes have been merged and published in downstream modules.

[github-actions]

Our team will soon review your PR. Thanks @ashis2004 :)

[ashis2004]

@abhisheks008 pls check it

[abhisheks008]

1. Try to achieve at least 90% in any one of the implemented models.
2. readme.md files should be renamed as README.md.
3. Folder names should be renamed as Images, Models. Use title case.
4. Add images inside the Model/README.md file, under the Visualization tag.

@ashis2004