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TraderNet-CRv2 - Combining Deep Reinforcement Learning with Technical Analysis and Trend Monitoring on Cryptocurrency Markets

Python 11.99% Jupyter Notebook 88.01%
cryptocurrency-trading deep-neural-networks deep-reinforcement-learning explainability google-trends machine-learning proximal-policy-optimization python risk-adjusted-return technical-analysis

tradernet-crv2's Introduction

Header Image

I am a graduated student of University of Ioannina with a master in Computer Science & Engineering. I am passionate about creating AI models to make predicitons and solve real-world problems. Some of the technologies that I enjoy working with include Tensorflow & Keras framework for deploying state-of-the-art DNNs and CNNs, as well as cutting-edge DRL agents. Also, I've become quite familiar with OpenCV and SKlearn libraries for Computer Vision and Data Processing after having done a lot of projects in my class, in my own and in Kaggle's competetions. Currently, I am doing research in Autonomous Vehicles, in which I deploy DRL algorithms to build self-driving cars in Carla simulator.

Skills

  • Programming Languages (R, Python, Java, C, C++)
  • Software Development in Multiple Platforms (JavaFX)
  • Networking, Multi-Threading & Parallel Programming (Java, C)
  • Web Development (HTML, CSS, JavaScript, Bootstrap, Spring Boot)
  • Android Development (Android Studio)
  • SQLite, PostgreSQL, Lucene & Database Algorithms (Java, Python)
  • Graphs & Advanced Data Structures (Java)
  • Data Mining (Scikit Learn, NumPy, Pandas, Matplotlib, Seaborn)
  • Big Data Algorithms (Python, Numpy)
  • Computer Vision (Python NumPy, OpenCV)
  • Machine Learning Neural Networks (MLPs & CNN) with Tensorflow & Keras
  • Generative Adversarial Networks (GANs) with low-level Tensorflow
  • Deep Reinforcement Learning (TF-Agents, RLLib)
  • Autonomous Vehicle Algorithms
  • Differential Equations Solvers with Neural Networks
  • Proficiency in English (ECPE)

I Love

  1. Talking about my work.
  2. Working with people in a team.
  3. Meeting new people and creating new experiences.
  4. Working in a friendly environment.
  5. Discovering & Learning new things.
  6. Using my knowledge to solve challenging tasks.
  7. Conducting Research - Analyzing problems & suggesting solutions.
  8. Publishing my Code online, in order to help the scientific community.

tradernet-crv2's People

Contributors

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tradernet-crv2's Issues

critical file not exist

Hi, Vasileios, firstly thanks a lot for sharing this repo.
When I'm trying to run your code, there is a critical file database.datasets.targets missing as below:

from database.datasets.targets.market_limit_orders_builder import MarketLimitOrdersBuilder

Would you please check this file, and upload it, thanks again!

Response Status: 404 - Not Found

1 step . download_datasets.py
Using apikey: 27E5E40C-7A6B-45EB-A5C8-8311B049A741
Response Status: 404 - Not Found
Using apikey: 8F6252DE-0AD7-478F-91C7-141141E8BE8B
Response Status: 404 - Not Found
Using apikey: 3B49210E-100B-4F8D-9011-2BA5D38274BA
Response Status: 404 - Not Found
Using apikey: BF6BF46F-B44B-416E-9656-2D2AAFBC058B
Response Status: 404 - Not Found
Using apikey: B21A98A2-C953-4C73-84CF-CFFB6F712200
Response Status: 404 - Not Found
Using apikey: 51667E99-7686-4496-B23D-6DA54F7E37AE
Response Status: 401 - Unauthorized
Using apikey: 0921F87B-BF55-4B78-B8B0-E023B4D7A2E2
Response Status: 401 - Unauthorized
Using apikey: 3F9E3251-029C-457A-9ADA-7F21A440AAF9
Response Status: 401 - Unauthorized
Using apikey: 41EBEA2D-1A4B-4654-8A41-186639B9AB9F
Response Status: 401 - Unauthorized
Using apikey: 6B93AEC2-910C-4064-80FB-91AED487AB97
Response Status: 401 - Unauthorized
Using apikey: 83049379-23DE-4CB0-8299-7137BB836D48
Response Status: 401 - Unauthorized
Using apikey: B08FCA1F-F454-4C34-AC01-42F16354BCBC
Response Status: 401 - Unauthorized
Using apikey: 12E5D72C-25A6-4ED6-8384-7C291EC43768
Response Status: 401 - Unauthorized
Using apikey: 4F287859-5A00-47EF-AC91-8A2629F8C6A1

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