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cs228-material

Teaching materials for the probabilistic graphical models and deep learning classes at Stanford

customer-warriors-orahacks

datablockapi-dataflow-tabular

This notebook shows the data transformation from a csv to a dataset and dataloader format that can be sent to Learner. This shows the Fast AI's Datablock API and how it transforms the data in a step-by-step manner for Tabular Data

deep-learning-v2-pytorch

Projects and exercises for the latest Deep Learning ND program https://www.udacity.com/course/deep-learning-nanodegree--nd101

dogbreedimageclassifier

This app can be deployed on Render. It requires atleast 1 GB RAM option. The free option will crash. It uses a deep learning model trained on Resnet50 and can classify 120 breeds of dogs. It used the Stanford Dogs Dataset to train the model.

eda_rossmannkaggledata

This notebook does a Exploratory Data Analysis on the Rossmann data from a Kaggle competition

fruit-classifier

Google App Engine For Fruit Classifier using FastAI

hands-on-ml2

Notebooks from https://github.com/ageron/handson-ml2 as blog posts using fastpages

mrgooey

Turn (almost) any Python command line program into a full GUI application with one line

petclassifier

Pet Classifier using Fast AI for Oxford Pets Dataset

python-3-object-oriented-programming-third-edition

Python 3 Object-Oriented Programming – Third Edition, published by Packt

pythondatasciencehandbook

Python Data Science Handbook: full text in Jupyter Notebooks

simple-lr-model-with-numpy

This notebook gives a simple LR model using only Numpy without using Numpy LinearRegressor

simple-lr-model-with-pytorch

This notebook gives a simple LR model using Pytorch. It explains about Datasets, Dataloaders, Mini Batches, Pytorch classes.

southindiansnackclassifier

This app classifies images into two popular South Indian Snacks i.e. Bajji and Vade. It can take any Vade or Bajji image as input and predict which snack is in the image. This was done just for fun.. This repo can be deployed on Render.com as a webapp

whirlwindtourofpython

The Jupyter Notebooks behind my OReilly report, "A Whirlwind Tour of Python"