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https://github.com/nicofilips/cs50ai-harvard
Harvard University Online Course | CS50-AI | Artificial Intelligence with Python | Project Solution
https://github.com/nicofilips/cs50ai-harvard
artificial-intelligence harvardcs50 natural-language-processing neuronal-network nltk python scikit-learn tensorflow
Last synced: 24 days ago
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Harvard University Online Course | CS50-AI | Artificial Intelligence with Python | Project Solution
- Host: GitHub
- URL: https://github.com/nicofilips/cs50ai-harvard
- Owner: NicoFilips
- Created: 2024-04-19T09:01:18.000Z (7 months ago)
- Default Branch: main
- Last Pushed: 2024-04-23T06:23:38.000Z (7 months ago)
- Last Synced: 2024-04-23T10:59:15.869Z (7 months ago)
- Topics: artificial-intelligence, harvardcs50, natural-language-processing, neuronal-network, nltk, python, scikit-learn, tensorflow
- Language: Python
- Homepage:
- Size: 1.03 MB
- Stars: 0
- Watchers: 2
- Forks: 0
- Open Issues: 1
-
Metadata Files:
- Readme: README.md
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README
Source: DALL-E 3
## What's this all about?
Hello everyone!
These are my solutions for the CS50's Introduction to Artificial Intelligence with Python course.
They are categorized in 7 weeks featuring the following severall units:week-0 - Search: Depth-First Search, Breadth-First Search, A* Search, Adversarial Search
week-1 - Knowledge: Propositional Logic, First-Order Logic, Inference in Knowledge Bases
week-2 - Uncertainty: Probability Theory, Bayes' Rule, Bayesian Networks, Markov Models
week-3 - Optimization: Hill-Climbing, Simulated Annealing, Linear Programming
week-4 - Learning: Supervised Learning, Unsupervised Learning, Reinforcement Learning, Decision Trees
week-5 - Neural Networks: Perceptrons, Backpropagation, Convolutional Neural Networks
week-6 - Language: Natural Language Processing, Context-Free Grammars, Parsing Techniques, Language Models## Certificate
Finishing it got me a certificate at the Harvard University which can be seen here:
https://certificates.cs50.io/68fca6c4-932c-45af-ba5b-b492ea78ce20.png?size=letter## Repository structure
Includes:
Projects solutions
Quizzes answers
Course info: https://pll.harvard.edu/course/cs50s-introduction-artificial-intelligence-python
Name: CS50's Introduction to Artificial Intelligence with Python
University: Harvard University
WWW: https://cs50.harvard.edu/ai/2020/## License
Distributed under the MIT License. See `LICENSE` for more information.
## Feedback
Looking forward to your feedback and contributions! 🙌Warning : before visiting this repo files, please read about CS50's Academic Honesty rules.