ML Cheatshet

collection of random bits of code for future reference as well as useful resources to improve results

Interview related stuff

Deep Learning Interviews: Hundreds of fully solved job interview questions from a wide range of key topics in AI

Name		Name	Last commit message	Last commit date
Latest commit History 879 Commits
ML tips		ML tips
images		images
optimizers		optimizers
Contextualized_Topic_Models.ipynb		Contextualized_Topic_Models.ipynb
GPT_J_6B_Topic_Modelling.ipynb		GPT_J_6B_Topic_Modelling.ipynb
Gradient_Accumulation_tests.ipynb		Gradient_Accumulation_tests.ipynb
Kaggle_Disaster_Transformers.ipynb		Kaggle_Disaster_Transformers.ipynb
Numpy_ML_implementation.ipynb		Numpy_ML_implementation.ipynb
Pytorch_BERT_Huggingface_w_SAM_+_EMA.ipynb		Pytorch_BERT_Huggingface_w_SAM_+_EMA.ipynb
Pytorch_Lightning_BERT_Huggingface.ipynb		Pytorch_Lightning_BERT_Huggingface.ipynb
Pytorch_Lightning_BERT_Huggingface_w_SAM.ipynb		Pytorch_Lightning_BERT_Huggingface_w_SAM.ipynb
Pytorch_Lightning_BERT_Huggingface_w_SAM_+_EMA.ipynb		Pytorch_Lightning_BERT_Huggingface_w_SAM_+_EMA.ipynb
README.md		README.md
Topic-modelling-NMF-freedom-June18.ipynb		Topic-modelling-NMF-freedom-June18.ipynb
Topic-modelling-SBERT-freedom-June18.ipynb		Topic-modelling-SBERT-freedom-June18.ipynb
fast_ai_cifar_v3.ipynb		fast_ai_cifar_v3.ipynb
fast_ai_lesson_2.ipynb		fast_ai_lesson_2.ipynb
fastai_+_blurr_+_deberta_classification.ipynb		fastai_+_blurr_+_deberta_classification.ipynb
fastai_callbacks.py		fastai_callbacks.py
fastai_cnn_learner.py		fastai_cnn_learner.py
fastai_hf_self_distillation.ipynb		fastai_hf_self_distillation.ipynb
fastai_lesson_1.ipynb		fastai_lesson_1.ipynb
fastai_v3_lesson3_imdb_new.ipynb		fastai_v3_lesson3_imdb_new.ipynb
full_twitter_sentiment_transformers.ipynb		full_twitter_sentiment_transformers.ipynb
gbm_experiments.ipynb		gbm_experiments.ipynb
generate_data_gpt.py		generate_data_gpt.py
hyperband.py		hyperband.py
hyperband_test.ipynb		hyperband_test.ipynb
imagenette - 5 epochs.ipynb		imagenette - 5 epochs.ipynb
imagenette_distillation.ipynb		imagenette_distillation.ipynb
imagenette_with_pytorch.ipynb		imagenette_with_pytorch.ipynb
imagewang_01_train_supervised_teacher_model_and_generate_pseudolabels.ipynb		imagewang_01_train_supervised_teacher_model_and_generate_pseudolabels.ipynb
imagewang_02_use_pseudolabels_to_train_student_model.ipynb		imagewang_02_use_pseudolabels_to_train_student_model.ipynb
imagewang_03_train_supervised_teacher_model_and_generate_SOFT_pseudolabels.ipynb		imagewang_03_train_supervised_teacher_model_and_generate_SOFT_pseudolabels.ipynb
notebook2script.py		notebook2script.py
ranger.png		ranger.png
useful_loss_functions.py		useful_loss_functions.py

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