Top 10 Jupyter Notebook Mathematic Projects
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ML-foundations
Machine Learning Foundations: Linear Algebra, Calculus, Statistics & Computer Science
As others have said, you won't need calculus immediately, but it's important that you make a good attempt at learning up to Calc3. I also didn't have a math heavy undergrad so it took a lot of self-study for me, but it's possible. Simulation has a great math boot camp at the beginning to review everything but you'll want to be prepped with Calc before that because that class is all calculus based probability. Some other good resources are the 3Blue1Brown videos on YouTube. They have a great series for both calc & linear algebra to talk through all the intuition with visuals. I also really like John Krohns series because you code through the math which is very applicable for us in this program. I only did his linear Algebra, but he has a whole series with Calc and probability, too. https://github.com/jonkrohn/ML-foundations
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Linear-Algebra-With-Python
Lecture Notes for Linear Algebra Featuring Python. This series of lecture notes will walk you through all the must-know concepts that set the foundation of data science or advanced quantitative skillsets. Suitable for statistician/econometrician, quantitative analysts, data scientists and etc. to quickly refresh the linear algebra with the assistance of Python computation and visualization.
Project mention: Python for Econometrics for Practitioners [Free Online Courses] | /r/CompSocial | 2023-08-24Linear Algebra with Python: This training will walk you through all the must-know concepts that set the foundation of data science or advanced quantitative skill sets. Suitable for statisticians, econometricians, quantitative analysts, data scientists, etc. to quickly refresh linear algebra with the assistance of Python computation and visualization. Core concepts covered are: linear combination, vector space, linear transformation, eigenvalues and -vector, diagnolization, singular value decomposition, etc.
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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
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tutorials
AI-related tutorials. Access any of them for free → https://towardsai.net/editorial (by towardsai)
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Basic-Mathematics-for-Machine-Learning
The motive behind Creating this repo is to feel the fear of mathematics and do what ever you want to do in Machine Learning , Deep Learning and other fields of AI
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EverythingCrypto
(Still exploring) My cryptography journey: A collection of notebooks covering different algorithms and concepts from cryptography
Project mention: BGV fully homomorphic encryption scheme, a toy implementation in Python | /r/cryptography | 2023-07-06Code: https://github.com/zademn/EverythingCrypto/blob/master/E3-Homomorphic-Encryption/BGV.ipynb
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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linear-regression-from-scratch
A data science project for part II physics project E (surveying using stars)
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collatz-conjecture
A calculator as Jupyter Lab notebook for Collatz Conjecture or commonly known as 3x+1 problem.
Project mention: Show HN: A Collatz Conjecture Calculator as Jupyter Notebook | news.ycombinator.com | 2023-05-29
Jupyter Notebook Mathematics related posts
Index
What are some of the best open-source Mathematic projects in Jupyter Notebook? This list will help you:
Project | Stars | |
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1 | ML-foundations | 2,859 |
2 | Linear-Algebra-With-Python | 2,098 |
3 | tutorials | 959 |
4 | Basic-Mathematics-for-Machine-Learning | 567 |
5 | EverythingCrypto | 195 |
6 | r-place-blender | 172 |
7 | Python-Mathematics-Handbook | 161 |
8 | 60-Days-of-Data-Science-and-ML | 22 |
9 | linear-regression-from-scratch | 7 |
10 | collatz-conjecture | 3 |