LSTMs (Long Short Term Memory) RNN for prediction of price trends

Overview

Price Prediction with Recurrent Neural Networks LSTMs

BTC-USD price prediction with deep learning algorithm. Artificial Neural Networks specifically LSTMs(Long Short Term Memory) RNN algorithm was implimented with pytorch deep learning framework and trained on BTC-USD dataset with data samples dating from 2014 up to 2020.

Pictorial View of the Test Result


Libraries Used

  • pandas
  • Numpy
  • Pickle
  • Sci-KitLearn
  • Matplotlib
  • tqdm
  • Pytorch Deep Learning Framework

  • Install Requirement Files

    clone the repository or download the 'requirement.txt' files, then open terminal in the working directory and type
    'pip install -r requirements.txt'
    to install all the requirements for this project.
    All the code and files related to the MI-Lab of UE19CS305 course in sem 5

    Machine-Intelligence-Lab-CS305 The compilation of all the code an drelated files from MI-Lab UE19CS305 (of batch 2019-2023) offered by PES University

    Arvind Krishna 3 Nov 10, 2022
    Tutorial: Introduction to Graph Machine Learning, with Jupyter notebooks

    GraphMLTutorialNLDL22 Tutorial NLDL22: Introduction to Graph Machine Learning, with Jupyter notebooks This tutorial takes place during the conference

    UiT Machine Learning Group 3 Jan 10, 2022
    Proof of concept GnuCash Webinterface

    Proof of Concept GnuCash Webinterface This may one day be a something truly great. Milestones [ ] Browse accounts and view transactions [ ] Record sim

    Josh 14 Dec 28, 2022
    Hand tracking demo for DIY Smart Glasses with a remote computer doing the work

    CameraStream This is a demonstration that streams the image from smartglasses to a pc, does the hand recognition on the remote pc and streams the proc

    Teemu Laurila 20 Oct 13, 2022
    PyTorch Implementation of NCSOFT's FastPitchFormant: Source-filter based Decomposed Modeling for Speech Synthesis

    FastPitchFormant - PyTorch Implementation PyTorch Implementation of FastPitchFormant: Source-filter based Decomposed Modeling for Speech Synthesis. Qu

    Keon Lee 63 Jan 02, 2023
    Programming with Neural Surrogates of Programs

    Programming with Neural Surrogates of Programs

    0 Dec 12, 2021
    In Search of Probeable Generalization Measures

    In Search of Probeable Generalization Measures Exciting News! In Search of Probeable Generalization Measures has been accepted to the International Co

    Mahdi S. Hosseini 6 Sep 11, 2022
    ServiceX Transformer that converts flat ROOT ntuples into columnwise data

    ServiceX_Uproot_Transformer ServiceX Transformer that converts flat ROOT ntuples into columnwise data Usage You can invoke the transformer from the co

    Vis 0 Jan 20, 2022
    Code for Learning to Segment The Tail (LST)

    Learning to Segment the Tail [arXiv] In this repository, we release code for Learning to Segment The Tail (LST). The code is directly modified from th

    47 Nov 07, 2022
    Pytorch domain adaptation package

    DomainAdaptation This package is created to tackle the problem of domain shifts when dealing with two domains of different feature distributions. In d

    Institute of Computational Perception 7 Oct 22, 2022
    Tutorial to set up TensorFlow Object Detection API on the Raspberry Pi

    A tutorial showing how to set up TensorFlow's Object Detection API on the Raspberry Pi

    Evan 1.1k Dec 26, 2022
    Towards Fine-Grained Reasoning for Fake News Detection

    FinerFact This is the PyTorch implementation for the FinerFact model in the AAAI 2022 paper Towards Fine-Grained Reasoning for Fake News Detection (Ar

    Ahren_Jin 15 Dec 15, 2022
    SARS-Cov-2 Recombinant Finder for fasta sequences

    Sc2rf - SARS-Cov-2 Recombinant Finder Pronounced: Scarf What's this? Sc2rf can search genome sequences of SARS-CoV-2 for potential recombinants - new

    Lena Schimmel 41 Oct 03, 2022
    Fine-tuning StyleGAN2 for Cartoon Face Generation

    Cartoon-StyleGAN 🙃 : Fine-tuning StyleGAN2 for Cartoon Face Generation Abstract Recent studies have shown remarkable success in the unsupervised imag

    Jihye Back 520 Jan 04, 2023
    Code for the IJCAI 2021 paper "Structure Guided Lane Detection"

    SGNet Project for the IJCAI 2021 paper "Structure Guided Lane Detection" Abstract Recently, lane detection has made great progress with the rapid deve

    Jinming Su 27 Dec 08, 2022
    This is the official pytorch implementation for the paper: Instance Similarity Learning for Unsupervised Feature Representation.

    ISL This is the official pytorch implementation for the paper: Instance Similarity Learning for Unsupervised Feature Representation, which is accepted

    19 May 04, 2022
    A map update dataset and benchmark

    MUNO21 MUNO21 is a dataset and benchmark for machine learning methods that automatically update and maintain digital street map datasets. Previous dat

    16 Nov 30, 2022
    A Pytree Module system for Deep Learning in JAX

    Treex A Pytree-based Module system for Deep Learning in JAX Intuitive: Modules are simple Python objects that respect Object-Oriented semantics and sh

    Cristian Garcia 216 Dec 20, 2022
    [CVPR 2022 Oral] Crafting Better Contrastive Views for Siamese Representation Learning

    Crafting Better Contrastive Views for Siamese Representation Learning (CVPR 2022 Oral) 2022-03-29: The paper was selected as a CVPR 2022 Oral paper! 2

    249 Dec 28, 2022
    The sixth place winning solution (6/220) in 2021 Gaofen Challenge.

    SwinTransformer + OBBDet The sixth place winning solution (6/220) in the track of Fine-grained Object Recognition in High-Resolution Optical Images, 2

    ming71 46 Dec 02, 2022