Advanced-Machine-Learning - Notebooks

Hey guys!

This is a collection of python notebooks with implementation of many machine learning algorithms (mainly neural nets).

I use 2 python packages for ML:

Keras
Tensorflow

I use keras for the high-level APIs to build the neural nets faster - designing the neural net architecture. I like this, but what is interesting in ML is to know whats happening under the hood.

Hence, I use low-level tensorflow APIs to understand the algorithms better by coding in the inner workings of algorithms (layer by layer).

This repo is made as a learning activity, and if you land up here, I hope the notebooks help you understand the "black box" of ML.

I am open to suggestions/code-edits/ideas for other notebooks!

Thanks!

Name		Name	Last commit message	Last commit date
Latest commit History 4 Commits
.ipynb_checkpoints		.ipynb_checkpoints
Kaggle		Kaggle
MNIST Data set		MNIST Data set
log		log
tmp/log		tmp/log
.gitignore		.gitignore
0. Introduction to TensorFlow.ipynb		0. Introduction to TensorFlow.ipynb
1. Linear Regression using TensorFlow.ipynb		1. Linear Regression using TensorFlow.ipynb
2. Logistic Classifier using TensorFlow.ipynb		2. Logistic Classifier using TensorFlow.ipynb
3. Linear SVM Classifier using sklearn.ipynb		3. Linear SVM Classifier using sklearn.ipynb
4. Soft-margin SVM Classifier with Kernels using sklearn.ipynb		4. Soft-margin SVM Classifier with Kernels using sklearn.ipynb
5. Multi-class SVM Classifier using sklearn.ipynb		5. Multi-class SVM Classifier using sklearn.ipynb
6. SVM Classifier for Digit Classification using sklearn.ipynb		6. SVM Classifier for Digit Classification using sklearn.ipynb
7. Spam Detection using SVM.ipynb		7. Spam Detection using SVM.ipynb
8. Regression using SVM.ipynb		8. Regression using SVM.ipynb
Fashion - MNIST classification - CNN Model - Keras.ipynb		Fashion - MNIST classification - CNN Model - Keras.ipynb
Fashion - MNIST classification - CNN Model - TensorFlow.ipynb		Fashion - MNIST classification - CNN Model - TensorFlow.ipynb
Fashion - MNIST classification - RNN LSTM Model - TensorFlow.ipynb		Fashion - MNIST classification - RNN LSTM Model - TensorFlow.ipynb
IMDB movie reviews sentiment classification - CNN Model - Keras.ipynb		IMDB movie reviews sentiment classification - CNN Model - Keras.ipynb
IMDB movie reviews sentiment classification - CNN Model - TensorFlow.ipynb		IMDB movie reviews sentiment classification - CNN Model - TensorFlow.ipynb
IMDB movie reviews sentiment classification - RNN LSTM Model - Keras.ipynb		IMDB movie reviews sentiment classification - RNN LSTM Model - Keras.ipynb
IMDB movie reviews sentiment classification - RNN LSTM Model - TensorFlow.ipynb		IMDB movie reviews sentiment classification - RNN LSTM Model - TensorFlow.ipynb
LR.csv		LR.csv
README.md		README.md
imdb.npz		imdb.npz
multi_class_svm.csv		multi_class_svm.csv
soft_margin_svm_data.csv		soft_margin_svm_data.csv
spam_nospam.csv		spam_nospam.csv
svm_data.csv		svm_data.csv

NikhilHeda/Advanced-Machine-Learning---Notebooks

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