Python data processing
About
howto
matplotlib
0_polinomials.ipynb
animation.ipynb
Drawing tangents
numpy
1-loading-data.ipynb
2-generate-data.ipynb
3-slice-reshape-select.ipynb
4-vectors-operations.ipynb
5-matrices.ipynb
6-diagonals.ipynb
7-scan-ndarray.ipynb
8-cartesian.ipynb
pandas
Queries1
Queries2
tutorial.ipynb
ml
Introduction
Back propagation
chain_rule.ipynb
Circle boundary classification
Cross Entropy Loss - relation with NLLLoss and LogSoftmax
Linear regression
Binary classification
Logistic regression
Logistic regression(II)
Neural network example 1
Neural network example 2
Logistic regression(custom functions)(pytorch)
Linear regression(pytorch)
Non-linear boundary(1 layer NN PyTorch)
Non-linear boundary(2 layer NN PyTorch
Logistic regression - 3 classes
MNIST - training fully-connected NN (I)
MNIST (II)
MNIST - Accuracy (training vs test data sets)
MNIST - save/load NN state
Logistic_regression
0_gradients.html
1-logistic-py-secvential.ipynb
2-logistic-numpy-vectorial.ipynb
3-logistic-torch.ipynb
4-logistic-tf.ipynb
logistic_regression
Pytorch
00_nn_defs.html
01-manage-networks.ipynb
02-network-weights-and-shapes.ipynb
03-network-weights-and-shapes.ipynb
04-network-weights-and-shapes.ipynb
05-network-weights-and-shapes.ipynb
1a-2inputs-1output.ipynb
1b-2inputs-1output.ipynb
1c-2inputs-1output.ipynb
1d-2inputs-1output.ipynb
2a-2inputs-2outputs.ipynb
2b-2inputs-2outputs.ipynb
2c-2inputs-2outputs.ipynb
2d-2inputs-2outputs.ipynb
3a-2inputs-3outputs.ipynb
3b-2inputs-3outputs.ipynb
3c-2inputs-3outputs.ipynb
3d-2inputs-3outputs.ipynb
4a-3inputs-2output.ipynb
4b-3inputs-2outputs.ipynb
4c-3inputs-2-outpus.ipynb
4d-3inputs-2outputs.ipynb
5a-2in-2-1-n-1out.ipynb
5b-2in-2-1-n-1out.ipynb
5c-2in-2-1-n-1out.ipynb
5d-2in-2-1-n-1out.ipynb
6a-3in-3-1-n-1out.ipynb
6b-3in-3-1-n-1out.ipynb
6c-3in-3-1-n-1out.ipynb
6d-3in-3-1-n-1out.ipynb
neuron.ipynb
nn_img
statistics
0-descriptive-statistics.ipynb
Central limit theorem
Introduction
Linear regression with gradient descent
Correlation coefficient
Linear regression
var-covar-std-corr.ipynb
Web development
Django/Python & front-end
Corciu Mihai - Oltenita - 2021 - mc200520052005@yahoo.com