Curated List of Practical Deep Learning, Machine learning project Ideas
- 30+ ideas
- Relevant to academia and industry both
- Range from beginner friendly to research projects
- Text - including natural language under this section
- Forecasting - mostly Time Series and similar forecasting challenges
- Recommender Systems
- Vision - includes image and video processing
- Music and Audio - combine ideas from language, and audio to understand music
Autonomous Tagging of Stack Overflow Questions
- Make a multi-label classification system that automatically assigns tags for questions posted on a forum such as Stackoverflow or Quora
- Dataset: StackLite or 10% sample
Keyword/Concept Identification
- Identify keywords from millions of text questions
- Dataset: StackOverflow Questions Sample by Facebook
Topics Identification
- Multi-label classification of printed media articles to topics
- Dataset: Greek Media Monitoring Multilabel Classification
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 sentences that have the same meaning?
- Dataset: Quora Question Pairs with similar questions marked
Fight online abuse
- Can you confidently and accurately tell via a particular is abusive?
- Dataset: Toxic Comments on Kaggle
Open Domain Question Answering
- Can you build a bot which answers questions according to the student's age or her curriculum?
- Facebook's FAIR built similar for Wikipedia
- Dataset: NCERT books for K-12/school students in India, NarrativeQA by Google DeepMind and SQuAD by Stanford
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
- Generate plausible new text which looks like some other text
- Obama Speeches? For instance, you can create a bot which writes new speeches in Obama's style
- Trump Bot? Or a Twitter bot which mimics @realDonaldTrump
- Narendra Modi bot saying doston? Start by scrapping off his Hindi speeches from his personal website
- Example Dataset: English Transcript of Modi speeches
Check mlm/blog for hints
Sentiment Analysis
- Do Twitter Sentiment Analysis on tweets sorted by geography and timestamp
- Dataset: Tweets sentiment tagged by humans
De-anonymization
- Can you classify the text of an e-mail message to decide who sent it?
- Dataset: 150,000 Enron emails
Univariate Time Series Forecasting
- How much will it rain this year?
- Dataset: 45 years of rainfall data
Multi-variate Time Series Forecasting
- How polluted will your town air be? Pollution Level Forecasting
- Dataset: Air Quality dataset
Demand/load forecasting
- Find a short term forecast on electricity consumption of a single home
- Dataset: Electricity Consumption of a household
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
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
Image Classification
- Object recognition or image classification task is how Deep Learning shot up to it's present-day resurgence
- Datasets:
- CIFAR-10
- ImageNet
- MS COCO is the modern replacement to the ImageNet challenge
- MNIST Handwritten Digit Classification Challenge is the classic entry point
- Character recognition (digits) is the good old Optical Character Recognition problem
- Bird Species Identification from an Image using the Caltech-UCSD Birds dataset dataset
- Diagnosing and Segmenting Brain Tumors and Phenotypes using MRI Scans
- Dataset: MICCAI Machine Learning Challenge aka MLC 2014
- Identify endangered right whales in aerial photographs
- Dataset: MOAA Right Whale
- Can computer vision spot distracted drivers?
- Dataset: State Farm Distracted Driver Detection on Kaggle
Bone XRay Competition
- Can you identify if the hand is broken from a X-ray radiographs automatically with better than human performance?
- Stanford's Bone XRay Deep Learning Compeition with MURA Dataset
Image Captioning
- Can you caption/explain the photo a way human would?
- Dataset: MS COCO
Image Segmentation/Object Detection
- Can you extract an object of interest from an image?
- Dataset: MS COCO, Carvana Image Masking Challenge on Kaggle
Large-Scale Video Understanding
- Can you produce the best video tag predictions?
- Dataset: Youtube 8M
Video Summarization
- Can you select the semantically relevant/important parts from the video?
- Example: Fast-Forward Video Based on Semantic Extraction
- Dataset: Unaware of any standard dataset or agreed upon metrics, Youtube 8M might be good starting point
Style Transfer
- Can you recompose images in the style of other images?
- Dataset: fzliu on Github shared target and source images with results
Face Recognition
- Can you identify whose photo is this? Similar to Facebook's photo tagging or Apple's FaceId
- Dataset: face-rec.org, or facedetection.com
Clinical Diagnostics: Image Idenitification, 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/Audio Recommendation Systems
- Can you tell if two songs are similar using their sound or lyrics?
- Dataset: Million Songs Dataset and it's 1% sample. Example: Anusha et al
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
Can I use the ideas here for my thesis? Yeah, 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!
Do you want to share my solution/code to a problem here? Yeah, sure - why not? Go to Github issues in the 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.
Problems are motivated by the ones shared at:
Built with lots of keyboard smashing and copy-pasta love by NirantK, find me on (Twitter)!
These ideas have been see by 
If you are interested in seeing exclusive machine learning and deep learning project ideas, share your email id here