awesome-list classification image-classification series-forecasting forecasting multi-label-classification Deep learning Machine learning Awesome Lists dataset
Need help with awesome-project-ideas?
Click the “chat” button below for chat support from the developer who created it, or find similar developers for support.
NirantK

Description

Curated list of Machine Learning, NLP, Vision, Recommender Systems Project Ideas

5.3K Stars 1.0K Forks MIT License 47 Commits 0 Opened issues

Services available

Need anything else?

Awesome Deep Learning Project Ideas

Awesome

A curated list of practical deep learning and machine learning project ideas

  • 30+ ideas
  • Relevant to both the academia and industry
  • Ranges from beginner friendly to research projects

Contents

  • Text - With some topics about Natural language processing

  • Forecasting - Most of the topics in this section is about Time Series and similar forecasting challenges

  • Recommendation Systems

  • Vision - With topics about image and video processing

  • Covid19 - Multi or Single Domain ideas from the Covid19 theme

  • Music and Audio - These topics are about combining ideas from language and audio to understand music

  • Conclusion


Covid19

  • Bing Coronavirus

    • Classify Bing Queries as either specific (e.g. about a specific location) or generic. You might have to figure out a more exact definition of specific or generic though
    • Dataset: BingCoronavirusQuerySet
  • Covid Clinical Data

    • Rank and sort high risk patients using clinical data. Pick an interpretable approach if you can.
    • Dataset: CovidClinicalData

If you haven't already, checkout Kaggle's Covid19 Section as well. It has datasets and ideas both.

Text

Natural Language Understanding

  • Automated essay grading

    • The purpose of this project is to implement and train machine learning algorithms to automatically assess and grade essay responses.
    • Dataset: Essays with human graded scores
  • Sentence to Sentence semantic similarity

    • Can you identify question pairs that have the same intent or meaning?
    • Dataset: Quora question pairs with similar questions marked
  • Fight online abuse

  • Open Domain question answering

  • Social Chat/Conversational Bots

  • Automatic text summarization

    • Can you create a summary with the major points of the original document?
    • Abstractive (write your own summary) and Extractive (select pieces of text from original) are two popular approaches
    • Dataset: CNN and DailyMail News Pieces by Google DeepMind
  • Copy-cat Bot

Check mlm/blog for some hints.

Forecasting

  • Univariate Time Series Forecasting

  • Multi-variate Time Series Forecasting

    • How polluted will your town's air be? Pollution Level Forecasting
    • Dataset: Air Quality dataset
  • Demand/load forecasting

  • Predict Blood Donation

    • We're interested in predicting if a blood donor will donate within a given time window.
    • More on the problem statement at Driven Data.
    • Dataset: UCI ML Datasets Repo

Recommendation systems

  • Movie Recommender

    • Can you predict the rating a user will give on a movie?
    • Do this using the movies that user has rated in the past, as well as the ratings similar users have given similar movies.
    • Dataset: Netflix Prize and MovieLens Datasets
  • Search + Recommendation System

    • Predict which Xbox game a visitor will be most interested in based on their search query
    • Dataset: BestBuy
  • Can you predict Influencers in the Social Network?

    • How can you predict social influencers?
    • Dataset: PeerIndex

Vision

  • Image classification

  • Bone X-Ray competition

    • Can you identify if a hand is broken from a X-ray radiographs automatically with better than human performance?
    • Stanford's Bone XRay Deep Learning Competition with MURA Dataset
  • Image Captioning

    • Can you caption/explain the photo a way human would?
    • Dataset: MS COCO
  • Image Segmentation/Object Detection

  • Large-Scale Video Understanding

    • Can you produce the best video tag predictions?
    • Dataset: YouTube 8M
  • Video Summarization

  • Style Transfer

    • Can you recompose images in the style of other images?
    • Dataset: fzliu on GitHub shared target and source images with results
  • Chest XRay

    • Can you detect if someone is sick from their chest XRay? Or guess their radiology report?
    • Dataset: MIMIC-CXR at Physionet
  • Face Recognition

  • Clinical Diagnostics: Image Identification, classification & segmentation

    • Can you help build an open source software for lung cancer detection to help radiologists?
    • Link: Concept to clinic challenge on DrivenData
  • Satellite Imagery Processing for Socioeconomic Analysis

    • Can you estimate the standard of living or energy consumption of a place from night time satellite imagery?
    • Reference for Project details: Stanford Poverty Estimation Project
  • Satellite Imagery Processing for Automated Tagging

    • Can you automatically tag satellite images with human features such as buildings, roads, waterways and so on?
    • Help free the manual effort in tagging satellite imagery: Kaggle Dataset by DSTL, UK

Music

  • Music/Audio Recommendation Systems

  • Music Genre recognition using neural networks

    • Can you identify the musical genre using their spectrograms or other sound information?
    • Datasets: FMA or GTZAN on Keras
    • Get started with Librosa for feature extraction

FAQ

  • Can I use the ideas here for my thesis? Yes, totally! I'd love to know how it went.

  • Do you have any advice before I start my project? Advice for Short Term Machine Learning Projects by Tim R. is a pretty good starting point!

  • Would you like to share my solution/code to a problem here? Sure - why not?

Go to the GitHub issues tab in this repository and let me know there.

  • How can I add my ideas here? Just send a pull request and we'll discuss?

  • Hey, something is wrong here! Yikes, I am sorry. Please tell me by raising a GitHub issue.

I'll fix it as soon as possible.

Acknowledgements

Problems are motivated by the ones shared at:

Credit

Built with lots of keyboard smashing and copy-pasta love by NirantK. Find me on Twitter!

Receive New & Exclusive Ideas right in your Inbox

These ideas have been seen by hit count people in last few months!

If you are interested in seeing exclusive machine learning and deep learning project ideas, share your e-mail address here!

License

This repository is licensed under the MIT License. Please see the LICENSE file for more details.

We use cookies. If you continue to browse the site, you agree to the use of cookies. For more information on our use of cookies please see our Privacy Policy.