List: FinRL contributions | Curated by Astarag Mohapatra

May 26, 2023
11 stories
FinRL contributions
Astarag Mohapatra
SENTIMENT ANALYSIS OF SEC FILINGS USING Loughran-McDonald Master DictionaryThis article covers the sentiment analysis of SEC filings like 10-K (filed annually) and 10-Q (filed quarterly) using the Loughran-McDonald…
May 1, 2023
2
May 1, 2023
2
Astarag Mohapatra
Ray tune user guide for hyperparameter optimizationThis tutorial details the use of the Ray tune for hyperparameter optimization. There have been a lot of changes in the Ray ecosystem after…
Dec 25, 2022
Dec 25, 2022
Astarag Mohapatra
FinRL: Financial Reinforcement learning explainability using Shapley ValuesIn this article, we will be discussing the explainability and interpretability of financial reinforcement learning using Shapley values…
Sep 19, 2022
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Sep 19, 2022
4
Astarag Mohapatra
FinRL: Population-Based algorithms implementation using Ray tune and RLlibIn the previous article, I summarized the papers on Population-based training and population-based bandit optimization algorithms and…
Jul 15, 2022
Jul 15, 2022
Astarag Mohapatra
Population-Based Algorithms for Hyperparameter Optimization in Reinforcement learningDeep learning promises to provide accurate and robust automated systems to perform human-level intelligent tasks. But in this race…
Apr 7, 2022
1
Apr 7, 2022
1
In
Analytics Vidhya
by
Astarag Mohapatra
Financial Data Streaming using Alpaca and StreamlitThis tutorial aims to stream financial data, particularly Open, High, Low, Close, and Volume data using Alpaca stream API, and plot them…
Feb 23, 2022
2
Feb 23, 2022
2
Astarag Mohapatra
Hyperparameter Optimization using Ray tune for FinRL modelsIn the previous articles on hyperparameter optimization using Optuna and Hyperparameter Sweep from Weights and Biases, we have gone through…
Jan 6, 2022
2
Jan 6, 2022
2
In
Analytics Vidhya
by
Astarag Mohapatra
A hitchhikers guide to FinRL: A Deep Reinforcement Learning Framework for Quantitative FinanceFinRL is a deep RL library that aims to provide a framework to implement Quantitative finance with RL. So in this beginner's guide, we will…
Sep 8, 2021
2
Sep 8, 2021
2
In
Analytics Vidhya
by
Astarag Mohapatra
Hyperparameter tuning using optuna for FinRLMachine learning and Deep learning algorithms are function approximators, They map the inputs to the outputs and build an encoder that can…
Oct 5, 2021
1
Oct 5, 2021
1
In
Analytics Vidhya
by
Astarag Mohapatra
Weights and Biases-ify FinRL with Stable Baselines3 modelsWeights and Biases (W&B) is a developer-first ML platform that will help you to keep track of experiments and it provides a clean interface…
Nov 6, 2021
1
Nov 6, 2021
1
Astarag Mohapatra
Google Trends Data for automated stock trading using Reinforcement learning.Due to COVID-19, most people got stuck at their homes in lockdown. They turned to investment and there was a rise in retail investment…
Nov 10, 2021
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Nov 10, 2021
2