hand_on_data_science

Traditional Machine Learning Model, Data Structures, Algorithms (Sort, Filter, Search)

setup

pip install torch
nvidia-smi
pip install tensorflow
nvcc --version
sudo apt install nvidia-cuda-toolkit

Name		Name	Last commit message	Last commit date
Latest commit History 53 Commits
C3W2_Vanishing_Gradients.ipynb		C3W2_Vanishing_Gradients.ipynb
LICENSE		LICENSE
ML_C1_W1_Lab03_Cost_function_Soln.ipynb		ML_C1_W1_Lab03_Cost_function_Soln.ipynb
ML_C1_W2_Linear_Regression.ipynb		ML_C1_W2_Linear_Regression.ipynb
ML_C2_W1_Assignment.ipynb		ML_C2_W1_Assignment.ipynb
ML_C2_W2_Assignment.ipynb		ML_C2_W2_Assignment.ipynb
ML_C2_W3_Assignment.ipynb		ML_C2_W3_Assignment.ipynb
ML_C2_W4_Decision_Tree_with_Markdown.ipynb		ML_C2_W4_Decision_Tree_with_Markdown.ipynb
ML_C3_W1_Anomaly_Detection.ipynb		ML_C3_W1_Anomaly_Detection.ipynb
ML_C3_W1_KMeans_Assignment.ipynb		ML_C3_W1_KMeans_Assignment.ipynb
ML_C3_W2_Collaborative_RecSys_Assignment.ipynb		ML_C3_W2_Collaborative_RecSys_Assignment.ipynb
ML_C3_W3_A1_Assignment.ipynb		ML_C3_W3_A1_Assignment.ipynb
NLP_C1_W1.pdf		NLP_C1_W1.pdf
NLP_C1_W1_Assignment.ipynb		NLP_C1_W1_Assignment.ipynb
NLP_C1_W1_lecture_nb_01_preprocessing.ipynb		NLP_C1_W1_lecture_nb_01_preprocessing.ipynb
NLP_C1_W1_lecture_nb_02_word frequencies.ipynb		NLP_C1_W1_lecture_nb_02_word frequencies.ipynb
NLP_C1_W1_lecture_nb_03_logistic_regression_model.ipynb		NLP_C1_W1_lecture_nb_03_logistic_regression_model.ipynb
NLP_C1_W2.pdf		NLP_C1_W2.pdf
NLP_C1_W2_Assignment.ipynb		NLP_C1_W2_Assignment.ipynb
NLP_C1_W2_lecture_nb_01_visualizing_naive_bayes.ipynb		NLP_C1_W2_lecture_nb_01_visualizing_naive_bayes.ipynb
NLP_C1_W3.pdf		NLP_C1_W3.pdf
NLP_C1_W3_Assignment.ipynb		NLP_C1_W3_Assignment.ipynb
NLP_C1_W3_lecture_nb_01_linear_algebra.ipynb		NLP_C1_W3_lecture_nb_01_linear_algebra.ipynb
NLP_C1_W3_lecture_nb_02_manipulating_word_embeddings.ipynb		NLP_C1_W3_lecture_nb_02_manipulating_word_embeddings.ipynb
NLP_C1_W3_lecture_nb_03_pca.ipynb		NLP_C1_W3_lecture_nb_03_pca.ipynb
NLP_C1_W4.pdf		NLP_C1_W4.pdf
NLP_C1_W4_Assignment.ipynb		NLP_C1_W4_Assignment.ipynb
NLP_C1_W4_lecture_nb_01_vector_manipulation.ipynb		NLP_C1_W4_lecture_nb_01_vector_manipulation.ipynb
NLP_C1_W4_lecture_nb_02_hash_functions_and_multiplanes.ipynb		NLP_C1_W4_lecture_nb_02_hash_functions_and_multiplanes.ipynb
NLP_C2_W1.pdf		NLP_C2_W1.pdf
NLP_C2_W1_Assignment.ipynb		NLP_C2_W1_Assignment.ipynb
NLP_C2_W1_lecture_nb_01_building_the_vocabulary_model.ipynb		NLP_C2_W1_lecture_nb_01_building_the_vocabulary_model.ipynb
NLP_C2_W1_lecture_nb_02_candidates_from_edits.ipynb		NLP_C2_W1_lecture_nb_02_candidates_from_edits.ipynb
NLP_C2_W2.pdf		NLP_C2_W2.pdf
NLP_C2_W2_Assignment.ipynb		NLP_C2_W2_Assignment.ipynb
NLP_C2_W2_lecture_nb_1_strings_tags.ipynb		NLP_C2_W2_lecture_nb_1_strings_tags.ipynb
NLP_C2_W2_lecture_nb_2_numpy.ipynb		NLP_C2_W2_lecture_nb_2_numpy.ipynb
NLP_C2_W3.pdf		NLP_C2_W3.pdf
NLP_C2_W3_Assignment.ipynb		NLP_C2_W3_Assignment.ipynb
NLP_C2_W3_lecture_nb_01_corpus_preprocessing.ipynb		NLP_C2_W3_lecture_nb_01_corpus_preprocessing.ipynb
NLP_C2_W3_lecture_nb_02_building_the_language_model.ipynb		NLP_C2_W3_lecture_nb_02_building_the_language_model.ipynb
NLP_C2_W3_lecture_nb_03_oov.ipynb		NLP_C2_W3_lecture_nb_03_oov.ipynb
NLP_C2_W4.pdf		NLP_C2_W4.pdf
NLP_C2_W4_Assignment.ipynb		NLP_C2_W4_Assignment.ipynb
NLP_C2_W4_lecture_nb_1_data_prep.ipynb		NLP_C2_W4_lecture_nb_1_data_prep.ipynb
NLP_C2_W4_lecture_nb_2_intro_to_CBOW.ipynb		NLP_C2_W4_lecture_nb_2_intro_to_CBOW.ipynb
NLP_C2_W4_lecture_nb_3_training_the_CBOW.ipynb		NLP_C2_W4_lecture_nb_3_training_the_CBOW.ipynb
NLP_C2_W4_lecture_nb_4_word_embeddings_hands_on.ipynb		NLP_C2_W4_lecture_nb_4_word_embeddings_hands_on.ipynb
NLP_C2_W4_lecture_nb_5_word_embeddings_step_by_step.ipynb		NLP_C2_W4_lecture_nb_5_word_embeddings_step_by_step.ipynb
NLP_C3W1_Assignment.ipynb		NLP_C3W1_Assignment.ipynb
NLP_C3W1_Hidden_State_Activation.ipynb		NLP_C3W1_Hidden_State_Activation.ipynb
NLP_C3W1_Practice_Assignment.ipynb		NLP_C3W1_Practice_Assignment.ipynb
NLP_C3W1_RNNs.ipynb		NLP_C3W1_RNNs.ipynb
NLP_C3W1_TensorFlow_Tutorial.ipynb		NLP_C3W1_TensorFlow_Tutorial.ipynb
NLP_C3W1_perplexity.ipynb		NLP_C3W1_perplexity.ipynb
NLP_C3W2_Assignment.ipynb		NLP_C3W2_Assignment.ipynb
NLP_C3W3_Accuracy.ipynb		NLP_C3W3_Accuracy.ipynb
NLP_C3W3_Assignment.ipynb		NLP_C3W3_Assignment.ipynb
NLP_C3W3_Modified_Triplet_Loss.ipynb		NLP_C3W3_Modified_Triplet_Loss.ipynb
NLP_C3W3_Siamese_Network.ipynb		NLP_C3W3_Siamese_Network.ipynb
NLP_C3_W1.pdf		NLP_C3_W1.pdf
NLP_C3_W2.pdf		NLP_C3_W2.pdf
NLP_C3_W3.pdf		NLP_C3_W3.pdf
NLP_C4W1_Assignment_backup.ipynb		NLP_C4W1_Assignment_backup.ipynb
NLP_C4W1_Basic_Attention.ipynb		NLP_C4W1_Basic_Attention.ipynb
NLP_C4W1_Bleu_Score.ipynb		NLP_C4W1_Bleu_Score.ipynb
NLP_C4W1_QKV_Attention.ipynb		NLP_C4W1_QKV_Attention.ipynb
NLP_C4W2_Assignment_backup.ipynb		NLP_C4W2_Assignment_backup.ipynb
NLP_C4W2_Attention.ipynb		NLP_C4W2_Attention.ipynb
NLP_C4W2_Masking.ipynb		NLP_C4W2_Masking.ipynb
NLP_C4W2_Positional_Encoding.ipynb		NLP_C4W2_Positional_Encoding.ipynb
NLP_C4W3_Assignment_backup.ipynb		NLP_C4W3_Assignment_backup.ipynb
NLP_C4W3_HF_Lab1_QA_BERT.ipynb		NLP_C4W3_HF_Lab1_QA_BERT.ipynb
NLP_C4W3_HF_Lab2_QA_BERT.ipynb		NLP_C4W3_HF_Lab2_QA_BERT.ipynb
NLP_C4W3_SentencePiece_and_BPE.ipynb		NLP_C4W3_SentencePiece_and_BPE.ipynb
NLP_C4_W1.pdf		NLP_C4_W1.pdf
NLP_C4_W2.pdf		NLP_C4_W2.pdf
NLP_C4_W3.pdf		NLP_C4_W3.pdf
README.md		README.md
utils.ipynb		utils.ipynb

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