https://github.com/aritrakar/ai-projects
🤖A centralized collection of links to my AI projects roughly divided by topic.
https://github.com/aritrakar/ai-projects
numpy pandas python pytorch tensorflow
Last synced: 8 months ago
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🤖A centralized collection of links to my AI projects roughly divided by topic.
- Host: GitHub
- URL: https://github.com/aritrakar/ai-projects
- Owner: aritrakar
- Created: 2023-06-07T13:48:03.000Z (over 2 years ago)
- Default Branch: main
- Last Pushed: 2024-06-04T00:57:04.000Z (over 1 year ago)
- Last Synced: 2025-01-01T22:30:52.512Z (9 months ago)
- Topics: numpy, pandas, python, pytorch, tensorflow
- Homepage:
- Size: 21.5 KB
- Stars: 0
- Watchers: 2
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
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README
# AI Projects portfolio
A centralized collection of links to my A.I. projects roughly divided by topic.
## Reinforcement Learning
1. (WIP) DOOM Agent: [Link](https://github.com/aritrakar/doom)
1. (WIP) StarCraft II Agent: [Link](https://github.com/aritrakar/starcraft2)
2. Atari Pong: [Link](https://github.com/aritrakar/rl-exp/tree/main/Pong)
1. Snake game: [Link](https://github.com/aritrakar/rl-exp/tree/main/Snake)
1. Lunar Lander: [Link](https://github.com/aritrakar/rl-exp/blob/main/lunar_lander.py)
## Text/NLP
1. News summarizer: [Link](https://github.com/aritrakar/news-summarizer)
1. Transformer from scratch: [Link](https://github.com/aritrakar/ml-from-scratch/blob/main/transformers_from_scratch.ipynb)
1. Glassdoor job-rating prediction by sentiment analysis of company reviews: Please ask me.
1. PDF-GPT: [Link](https://github.com/aritrakar/pdf-gpt)
1. Sarcasm detection from news headlines: [Link](https://github.com/aritrakar/nlp-experiments)
1. (Incoherent) Song generation: [Link](https://github.com/aritrakar/nlp-experiments)
1. N.A.R.V.I.S (Not A Rather Very Intelligent System): [Link](https://github.com/aritrakar/Python-Projects/tree/master/Chatbot/Speech%20To%20Text)
## Images & Videos
1. CNN implementation for CIFAR-10 image classification: [Link](https://github.com/aritrakar/ml-from-scratch/blob/main/cnn_from_scratch.ipynb)
1. Denoising Diffusion Probabilistic Models: [Link](https://github.com/aritrakar/ml-from-scratch/blob/main/ddpm_from_scratch.ipynb)
1. Generative Adversarial Networks (GANs): [Link](https://github.com/aritrakar/ml-from-scratch/blob/main/ddpm_from_scratch.ipynb)
1. Lane Detection: Simple (white) lane detection using Canny Hough transform. [Link](https://colab.research.google.com/drive/12gaDO2JxAtwXTWs23SJBBd6ckqii2yAo?usp=sharing)
1. Traffic Sign Detection: [Link](https://github.com/aritrakar/TrafficSignDetection)
1. Random Image Generator (GPT-3.5 connected to DALL-E 2): [Link](https://github.com/aritrakar/randomImageGen1)
## Other
1. Adversarial training of ResNet18 image classifier: [Link](https://github.com/aritrakar/ml-from-scratch/blob/main/adversarial_training_from_scratch.ipynb)
1. Learning to drive via behavioural cloning: [Link](https://github.com/aritrakar/behavioral-cloning-car)
1. Genetic algorithm neural networks simulation using C++: [Link](https://github.com/aritrakar/genetic-driving)
1. Sudoku Solver (CSP): [C++](https://github.com/aritrakar/sudoku-csp) [Python](https://github.com/aritrakar/Python-Projects/tree/main/Sudoku)
1. Bayesian Network: Please ask me.
1. Decision Trees: Please ask me.
1. Car price prediction using regression (NN and XGBR): Done, to upload.
1. Car price classification using KNN: Done, to upload.
1. Real-estate price prediction using decision trees: Done, to upload.
1. Crew size prediction: [Link](https://github.com/aritrakar/Data-Science-Projects/tree/master/Crew_Size)
1. Loan grant prediction: [Link](https://github.com/aritrakar/Data-Science-Projects/tree/master/Loan_Prediction)