README.md

Open-Source CI/CD for ML teams

Eliminate AI bias in production. Deliver ML products, better & faster

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Giskard demo notebooks

We have built this repository to help you in the process of integrating Giskard by providing multiple notebooks. This repository has various notebooks which will help you to:

1. Create an ML model using open data
2. Create a project on Giskard
3. Upload the model & data in Giskard

How to navigate through this repository:

Here are the tags that we use to describe the content of each notebook:

1. Model libraries:
   1. #pytorch #tensorflow #scikit-learn #logistic_regression #random_forest #knn #transformers #huggingface #bert #roberta
2. How the prediction function is called:
   1. #pipeline: Models are created using
   2. #wrapped_function: Models use the traditional way of the whole process of data transformation and prediction using python
3. Data Types:
   1. #category_data
   2. #numeric_data
   3. #text_data
4. Model Type:
   1. #classification
   2. #regression

Example Database:

Notebook	Tags
Credit Scoring Classification Model	#scikit-learn #logistic_regression #random_forest #classification #category_data #numeric_data #pipeline
Email Classification Model	#scikit-learn #nltk #transformers #huggingface #pytorch #bert #classification #text_data #category_data #numeric_data #pipeline #wrapped_function
House Pricing Regression Model	#scikit-learn #random_forest #catboost #regression #category_data #numeric_data #pipeline
Sentiment Analysis For Twitter Data	#transformers #huggingface #roberta #tweepy #datasets #classification #text_data #wrapped_function
Iris Classification Using KNN	#scikit-learn #knn #classification #numeric_data #category_data #wrapped_function #wrapped_function
Newspaper Data Classification	#pytorch #torchtext #dataloader #classification #text_data #wrapped_function
Text Classification Using Tensorflow Neural Network	#tensorflow #neural_network #classification #text_data #wrapped_function
Churn Telco Kaggle With pipeline	#scikit-learn #KNeighborsClassifier #LogisticRegression #RandomForestClassifier #GradientBoostingClassifier #classification #numeric_data #category_data #pipeline
Churn Telco Kaggle Without pipeline	#scikit-learn #KNeighborsClassifier #LogisticRegression #RandomForestClassifier #GradientBoostingClassifier #classification #numeric_data #category_data #wrapped_function