/AdvanceDeeplearning-CMPE-297

This repository contains some assignments and solutions as a part of course -CMPE 297 Sec-49, Special Topics - Emerging Technologies in ML, Fall 2020

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AdvanceDeeplearning-CMPE-297Sec-49-

This repository contains some assignments and solutions as a part of course -CMPE 297 Sec-49, Special Topics - Emerging Technologies in ML, Fall 2020

Extra Credit Assignments:

This https://github.com/s-c-soma/AdvanceDeeplearning-CMPE-297/tree/master/ExtraCredit folder contains all the extracredit assignments from Assignment: 3, 4,5,6, and 7. Extracredit assignments are also avaliable in the respective assignment folders.

Extra Credit Assignments-3:

  1. ExtraCredit_Assignment_3_Part_A.ipynb
  2. ExtraCredit_Assignment_3_Part_B.ipynb
  3. ExtraCredit_Assignment_3_Part_D.ipynb

Extra Credit Assignments-4:

  1. ExtraCredit_Assignment_4d.ipynb
  2. ExtraCredit_Assignment_4e_Reptile_Fomaml.ipynb
  3. ExtraCredit_Assignment_4f_MMOE.ipynb
  4. ExtraCredit_Assignment_4g_BERT_MTL_Framework.ipynb
  5. ExtraCredit_Assignment_4j_Multi_Task_NLP_Framework.ipynb

Extra Credit Assignments-5:

  1. ExtraCredit_Assignment_5a_Semantic_Similarity_with_Bert.ipynb
  2. ExtraCredit_Assignment_5b_Pretrained_Word_Embeddings.ipynb
  3. ExtraCredit_Assignment_5c_Text_Extraction_with_Bert.ipynb
  4. ExtraCredit_Assignment_5d_Paraphrasing_for_Data_Augmentation.ipynb

Extra Credit Assignments-6:

  1. ExtraCredit_Assignment_6_TFX_End2End_Pipeline_ChicagoTaxi.ipynb
  2. ExtraCredit_Assignment_6_TFX_End2End_Pipeline_IRIS.ipynb
  3. ExtraCredit_Assignment_6_TFX_End2End_Pipeline_IMDB.ipynb
  4. ExtraCredit_Assignment_6_TFX_End2End_Pipeline_MNIST.ipynb

Extra Credit Assignments-7:

  1. ExtraCredit_Assignment_7a_xgboost_hyperparams.ipynb
  2. ExtraCredit_Assignment_7b_catboost_hyperparams.ipynb
  3. ExtraCredit_Assignment_7c_lightGBM_hyperparams.ipynb
  4. ExtraCredit_Assignment_7d_TensorflowBoostedTrees(TFBT).ipynb
  5. ExtraCredit_Assignment_7e_XGBoost_SparkML.ipynb