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Aymar LIGA's Projects

deeplearningproject icon deeplearningproject

An in-depth machine learning tutorial introducing readers to a whole machine learning pipeline from scratch.

deep_trader icon deep_trader

This project uses reinforcement learning on stock market and agent tries to learn trading. The goal is to check if the agent can learn to read tape. The project is dedicated to hero in life great Jesse Livermore.

dfp icon dfp

Reinforcement Learning with Goals

dl4nlp icon dl4nlp

Deep Learning for NLP resources

dnn-speech-recognizer-1 icon dnn-speech-recognizer-1

Built a deep neural network that functions as part of an end-to-end automatic speech recognition (ASR) pipeline.

docker-bench icon docker-bench

Checks whether Docker is deployed according to security best practices as defined in the CIS Docker Benchmark

dog-breed-clasifier icon dog-breed-clasifier

Deep Convolutional Neural Networks - Transfer Learning...Built an algorithm to identify canine breed given an image of a dog. If given image of a human, the algorithm identifies a resembling dog breed.

donor_for_charingml icon donor_for_charingml

Investigated factors that affect the likelihood of charity donations being made based on real census data. Developed a naive classifier to compare testing results to. Trained and tested several supervised machine learning models on preprocessed census data to predict the likelihood of donations. Selected the best model based on accuracy, a modified F-scoring metric, and algorithm efficiency.

dopamine icon dopamine

Dopamine is a research framework for fast prototyping of reinforcement learning algorithms.

dynet icon dynet

DyNet: The Dynamic Neural Network Toolkit

elmo-tutorial icon elmo-tutorial

A short tutorial on Elmo training (Pre trained, Training on new data, Incremental training)

examples icon examples

A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.

fastai icon fastai

The fastai deep learning library, plus lessons and and tutorials

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