Data-Science

Python codes for data science.

Directories

● covid19: analysis of covid19 cases.
● gold: analysis of gold prices.
● resale_flat_prices: analysis and modelling of Singapore resale flat prices.

Files

● auto_regression.py: scripts to create auto regression data.
● bayes_opt_hyperparams_search.ipynb: example showing how to use the bayes_opt library to do a model hyperparameter search.
● create_lstm_data.py: scripts to create data for LSTM neural network modelling.
● download_stock_data.py: wrapper function to download stock data from Yahoo Finance using the yfinance library.
● linear_inversion.py: codes to perform linear inversion/regression using several different methods.

Name		Name	Last commit message	Last commit date
Latest commit History 247 Commits
GiveMeSomeCredit		GiveMeSomeCredit
MNIST		MNIST
Survey_of_Consumer_Finances		Survey_of_Consumer_Finances
covid19		covid19
fonts		fonts
gold		gold
sg_weather		sg_weather
Autoencoder + image classifier.ipynb		Autoencoder + image classifier.ipynb
BERT Fine Tuning.ipynb		BERT Fine Tuning.ipynb
CTC Loss OCR.ipynb		CTC Loss OCR.ipynb
Central Limit Theorem.ipynb		Central Limit Theorem.ipynb
DeepFace.ipynb		DeepFace.ipynb
DeiT.ipynb		DeiT.ipynb
FIR filter demonstration.ipynb		FIR filter demonstration.ipynb
Introduction to computer vision with deep learning.ipynb		Introduction to computer vision with deep learning.ipynb
KerasCV Obj Det Inference.ipynb		KerasCV Obj Det Inference.ipynb
KerasCV Obj Det Training.ipynb		KerasCV Obj Det Training.ipynb
LICENSE		LICENSE
Laser_bayes_opt.ipynb		Laser_bayes_opt.ipynb
PeekngDuck.ipynb		PeekngDuck.ipynb
PyTorch vs TensorFlow MNIST.ipynb		PyTorch vs TensorFlow MNIST.ipynb
Q-learning.ipynb		Q-learning.ipynb
README.md		README.md
Summarization with HuggingFace.ipynb		Summarization with HuggingFace.ipynb
Torch Vision Vision Transformers.ipynb		Torch Vision Vision Transformers.ipynb
YOLOv4 Kaggle Safety Helmet Detection on Colab.ipynb		YOLOv4 Kaggle Safety Helmet Detection on Colab.ipynb
YOLOv4-Mini Kaggle Safety Helmet Detection on Colab.ipynb		YOLOv4-Mini Kaggle Safety Helmet Detection on Colab.ipynb
auto_regression.py		auto_regression.py
bounding boxes and keypoints.ipynb		bounding boxes and keypoints.ipynb
create_lstm_data.py		create_lstm_data.py
data_loader.py		data_loader.py
dog_cat_detection_torch.ipynb		dog_cat_detection_torch.ipynb
download_stock_data.py		download_stock_data.py
higgs_boson.ipynb		higgs_boson.ipynb
hyper_parameter_optimization.ipynb		hyper_parameter_optimization.ipynb
hypothesis_test.py		hypothesis_test.py
k_means_image.ipynb		k_means_image.ipynb
linear_inversion.py		linear_inversion.py
python-mip-HR-optimization.ipynb		python-mip-HR-optimization.ipynb
pytorch-fasterrcnn.ipynb		pytorch-fasterrcnn.ipynb
torchvision_norfair_video_tracking.ipynb		torchvision_norfair_video_tracking.ipynb

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