MLOPs-Production-Ready-Machine-Learning-Project
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File Explorer
- aws.yaml
- model.yaml
- schema.yaml
- Data Ingestion.png
- Data Transformation.png
- Data Validation.png
- folder structure.png
- Model Evaluation.png
- Model Pusher.png
- Model Trainer.png
- 1_EDA_US_visa.ipynb
- 2_Feature_Engineering_and_Model_Training.ipynb
- boston_data_drift_report.html
- data_drift_demo_evidently.ipynb
- mongodb_demo.ipynb
- Visadataset.csv
- style.css
- usvisa.html
- __init__.py
- aws_storage.py
- __init__.py
- data_ingestion.py
- data_transformation.py
- data_validation.py
- model_evaluation.py
- model_pusher.py
- model_trainer.py
- __init__.py
- aws_connection.py
- mongo_db_connection.py
- __init__.py
- __init__.py
- usvisa_data.py
- __init__.py
- artifact_entity.py
- config_entity.py
- estimator.py
- s3_estimator.py
- __init__.py
- __init__.py
- __init__.py
- prediction_pipeline.py
- training_pipeline.py
- __init__.py
- main_utils.py
- __init__.py
- .dockerignore
- .gitignore
- app.py
- demo.py
- Dockerfile
- LICENSE
- README.md
- requirements.txt
- setup.py
- template.py
# Use via CDN
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Command Glossary
Commands referenced in this DOCs, explained below.
conda activate
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conda activate
Activate a conda environment.
See also: `conda deactivate`.
conda activate myenv
Activate an existing environment named `myenv`:
conda activate {{path/to/myenv}}
Activate an existing environment located at custom path:
conda activate --stack myenv
Stack `myenv` environment on top of a previous environment making libraries/commands/variables from both accessible:
conda create
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conda create
Create new conda environments.
conda create {{[-y|--yes]}} {{[-n|--name]}} py39 python=3.9 "numpy>=1.11" scipy
Create a new environment named `py39`, install Python 3.9, NumPy v1.11 or above in it, and the latest stable version of SciPy. Say yes to all confirmations:
conda create {{[-n|--name]}} myenv --file {{file1.yml}} --file {{file2.yml}}
Create a new environment named `myenv` and install packages listed in files:
conda create {{[-p|--prefix]}} {{path/to/myenv}}
Create a new environment at a custom path (i.e. prefix):
git add
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git add
Stage changed files for a commit.
git add {{path/to/file}}
Stage a file for a commit:
git add {{[-A|--all]}}
Add all files (tracked and untracked):
git add .
Add all files recursively starting from the current folder:
git commit
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git commit
Commit files to the repository.
git commit
Open an editor to write a message and commit staged files to the repository:
git commit {{[-m|--message]}} "{{message}}"
Commit staged files to the repository with the specified message:
git commit {{[-F|--file]}} {{path/to/commit_message_file}}
Commit staged files with a message read from a file:
git push
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git push
Push commits to a remote repository.
git push
Send local changes in the current branch to its default remote counterpart:
git push {{remote_name}} {{local_branch}}
Send changes from a specific local branch to its remote counterpart:
git push {{[-u|--set-upstream]}} {{remote_name}} {{local_branch}}
Send changes from a specific local branch to its remote counterpart, and set the remote one as the default push/pull target of the local one:
pip install
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pip install
Install Python packages.
pip install {{package1 package2 ...}}
Install one or more packages:
pip install {{package1 package2 ...}} {{[-U|--upgrade]}}
Upgrade all specified packages to the latest version, installing any that are not already present:
pip install {{package}}=={{version}}
Install a specific version of a package:
apt-get
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apt-get
Debian and Ubuntu package management utility.
Search for packages using `apt-cache`.
It is recommended to use `apt` when used interactively in Ubuntu versions 16.04 and later.
sudo apt-get update
Update the list of available packages and versions (it's recommended to run this before other `apt-get` commands):
sudo apt-get install {{package}}
Install a package, or update it to the latest available version:
sudo apt-get remove {{package}}
Remove a package:
newgrp
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newgrp
Switch primary group membership.
newgrp {{group_name}}
Change user's primary group membership:
newgrp
Reset primary group membership to user's default group in `/etc/passwd`:
usermod
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usermod
Modify a user account.
See also: `users`, `useradd`, `userdel`.
sudo usermod {{[-l|--login]}} {{new_username}} {{username}}
Change a username:
sudo usermod {{[-u|--uid]}} {{id}} {{username}}
Change a user ID:
sudo usermod {{[-s|--shell]}} {{path/to/shell}} {{username}}
Change a user shell: