GithubHelp home page GithubHelp logo

Time Series Prediction

Simple time series prediction using LSTM implemented with Pytorch.

  • RNN_sine_wave - This notebook deals with the methodology of Time Series prediction for a sine wave, a manually created synthetic dataset, using LSTM. (Residual)

  • RNN_sales - This notebook deals with predicting sales of alcohol in the next year as a time series pattern. (Seasonal)

  • RNN_energy_production - This notebook deals with predicting production of energy in the next year as a time series pattern. (Seasonal + Linear)

Requirements

Python 3 is required.

Pytorch

Follow the steps for installation given in the official website of Pytorch.

Other Libraries

Install the required libraries using the pip package manager and requirements.txt file.

Install the required libraries using the pip package manager.

For pip version 19.1 or above:

pip install -r requirements.txt --user

or

pip3 install -r requirements.txt --user

Akshay's Projects

act.ai icon act.ai

A river cleaning trash bot for India based on Artificial Intelligence and Computer Vision

beacon-rd icon beacon-rd

Product developed for Ministry of Coal (Government of India) aiming Coal mine Rescue. © Rogue Daemons.

brain_tumor_detection icon brain_tumor_detection

Brain Tumor Detection using concepts of Image Processing and Machine Learning implemented using Python and TensorFlow.

cipher_decryptor icon cipher_decryptor

A cipher decryption algorithm using Natural Language Processing techniques and Genetic Algorithm

dcgan icon dcgan

Deep Convolutional Generative Adversarial Network (DCGAN) for generating human faces using Neural Networks with Tensorflow

deep-dream icon deep-dream

Dream with Neural Networks - An implementation of Deep Dream using Tensorflow.

desktop-assistant icon desktop-assistant

A simple desktop assistant using python and google speech recognition library.

dl-tutorial icon dl-tutorial

Materials, code and scripts related to my workshops, tutorials & E-Live streams on Deep Learning using Pytorch

dl_sess icon dl_sess

Code and reference notes for my workshop on Deep Learning using Tensorflow

drive-ai icon drive-ai

A complete Warning System for Drivers using Artificial Intelligence and Computer Vision for India.

dsa icon dsa

A repository containing implementations of Data Structures & Algorithms

exploit_and_tools_dev icon exploit_and_tools_dev

Projects and tools based on Exploitation/Penetration Testing techniques to use for my workshops and e-learning live streams.

gan_for_digits icon gan_for_digits

Generative Adversarial Network (GAN) to generate photo-realistic handwritten digits using Neural Networks

gm_sess icon gm_sess

Generative Modelling webinar series hands-on

image-super-resolution icon image-super-resolution

Photo-Realistic single image super-resolution using Generative Adversarial Network (SRGAN) implemented using PyTorch.

knn_projects icon knn_projects

Projects based on K-Nearest Neighbors developed as a practice.

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.