Abhyuday Desai's repositories
rt_text_class_base_distilbert_hf
DistilBert-Base-Uncased Huggingface Transformer for text (document/sentence) classification, implemented as per Ready Tensor Text Classification - Base specifications.
rt_reg_base_simple_ann_pytorch_shapley
ANN-based Regressor in PyTorch for Regression-Base problem
random_forest_regressor_app
Random Forest Regressor inference service using Scikit-Learn+FastAPI on Diamond dataset.
random_forest_regressor_app_starter
Random Forest Regressor using Scikit-Learn on Diamond dataset
rt_bin_class_base_decision_tree_sklearn
Decision Tree Classifier in SKLearn for Binary Classification - Base problem category as per Ready Tensor specifications.
rt_bin_class_base_random_forest_R
Random Forest Binary Classifier in R
rt_bin_class_base_simple_ann_fastapi_hyperopt_shapley
Simple ANN Classifier in PyTorch with Shapley explanations for Binary Classification - Base problem category as per Ready Tensor specifications.
rt_clustering_base_agglomerative_sklearn
Agglomerative Model build in Sklearn for Clustering - Base problem category as per Ready Tensor specifications.
rt_clustering_base_birch_sklearn
BIRCH Model in Sklearn for Clustering - Base problem category as per Ready Tensor specifications.
rt_clustering_base_dbscan_sklearn
DBSCAN Model build in Sklearn for Clustering - Base problem category as per Ready Tensor specifications.
rt_clustering_base_meanshift_sklearn
Mean Shift Model build in Sklearn for Clustering - Base problem category as per Ready Tensor specifications.
rt_clustering_base_minibatch_kmeans
K-Means clustering in Sklearn for Clustering - Base problem category as per Ready Tensor specifications.
rt_clustering_base_optics_sklearn
OPTICS Model build in Sklearn for Clustering - Base problem category as per Ready Tensor specifications.
rt_clustering_base_spectral_sklearn
Spectral clustering model built in Sklearn for Clustering - Base problem category as per Ready Tensor specifications.
rt_mc_class_base_xgb_lime
XGB Classifier in SciKitLearn with LIME explanations for Multi-class Classification
rt_text_class_base_ann_trainable_act
ANN with Trainable Activation Layer in TensorFlow/Keras for Text Classification - Base problem category as per Ready Tensor specifications.
rt_text_class_base_boosted_trees_sklearn
Boosted Trees (GradientBoosting) Classifier in SciKitLearn Using Tf-IDF preprocessing for Text Classification - Base problem category as per Ready Tensor specifications.
rt_text_class_base_cnn_tf_keras
Convolutional Neural Network in TensorFlow/Keras for Text Classification - Base problem category as per Ready Tensor specifications.
rt_text_class_base_decision_tree_sklearn
Decision Tree Classifier in SciKitLearn Using Tf-IDF preprocessing for Text Classification - Base problem category as per Ready Tensor specifications.
rt_text_class_base_fasttext
FastText Classifier for Text Classification - Base problem category as per Ready Tensor specifications.
rt_text_class_base_lightgbm
LightGBM Classifier Using Tf-IDF preprocessing for Text Classification - Base problem category as per Ready Tensor specifications.
rt_text_class_base_naive_bayes_gaussian_classifier_sklearn
Naive Bayes Classifier in SciKitLearn Using Tf-IDF preprocessing for Text Classification - Base problem category as per Ready Tensor specifications.
rt_text_class_base_random_forest_sklearn
Random Forest Classifier in SciKitLearn Using Tf-IDF preprocessing for Text Classification - Base problem category as per Ready Tensor specifications.
rt_text_class_base_rnn_pytorch
Bidirectional RNN in PyTorch for Text Classification - Base problem category as per Ready Tensor specifications. Both LSTM and GRU are supported. Hyperparameter tuning picks the better choice for given dataset. Uses custom-built preprocessor to tokenize and pad/truncate date to fixed sequence length.
rt_text_class_base_rnn_tf_keras
Bidirectional RNN in TensorFlow/Keras for Text Classification - Base problem category as per Ready Tensor specifications. Both LSTM and GRU are supported. Hyperparameter tuning picks the better choice for given dataset.
rt_text_class_base_rnn_tf_keras2
Bidirectional RNN model in Tensorflow/Keras for Text Classification
rt_text_class_base_svc_sklearn
Support Vector Classifier for Text Classification with tf-idf and SVD preprocessing
rt_text_class_base_xgboost
XGB Classifier Using Tf-IDF preprocessing for Text Classification - Base problem category as per Ready Tensor specifications.
text_class_base_word2vec_rnn_tf_keras
Text classification tensorflow pretrained word2vec embedding bidirectional RNN model