About this Repo

This Repo consists of Machine Learning based projects that are build on opensource frameworks like scikit-learn, keras , tensorflow.

from_stratch

Folder from_stratch consists of ML projects that are build from scratch .

1. Neural Networks from scratch ,

   This project was build with the intent of gaining more insighst about neural networks , Stochastic-gradient-descent , Logistic regresssion

2. Kmeans ,

   Mimicks the scikit-learn's kmeans clustering algorithm from scratch using just numpy.

3. Gradient-Descent,

   Implementation of gradient-descent without using any ML frameworks , just using numpy for computation and matplotlib for visualization.

4. Logistic Regression,

   Implementation of Newtons-method ( Second-order-Optimisation ) from scratch & using numpy for computation and matplotlib for visualization.

supervised

Folder supervised consists of Real-time-applications / Projects based on supervised Learning.

1. best_gender_classifier,

   This provides some insights about comparing the classifiers , basic hyperparameters for a particular dataset.

2. twitter_sentiment_analysis,

   A Realtime twitter-api which fetches tweets based on topic , performs sentiment analysis.

3. stock_price_prediction,

   Time-series based problem , build using keras api .

4. recommendation_systems,

   With grouplens dataset , providing collaborative + content based recommendations.

5. deep_dream_generator,

   Using tensorflow's convnet to perform deep dream , gradient-descent on images , video (under-development).

6. humane_or_not,

   Recognising whether the given image is humane or not ,using convnet built on keras.

7. genetic_programming, (under-developement)

   Using genetic programming to find the hyperparameters for a given dataset.

8. emnist, (under-developement)

   Project to recognise handwritten alphanumeric character with dataset using emnist (extention of mnist).

unsupervised

Folder unsupervised consists of Real-time-usecases / Projects based on unsupervised Learning.

1. RGB-Grey,

   Converting Images of one color system (RGB) to another color system (Grey) using Autoencoders.

2. color_quantization,

   Finding the dorminant colors present in the picture , frequency of occurance.

3. wordvec, (under-developement)

   A simple service that lets you find related words that is related to "Arts" industry.

datamining

Folder datamining consists of data-mining based projects.

11. orthonearme, (under-development)

    Web-app that lets you find the Ortho specialist near your proximity , based on rating / comments.

Credits:

Thanks to siraj raval.