Top 23 Jupyter Notebook Python Projects
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A linear regression model
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Project mention: If you had to learn python as a total beginner from all start, how would you proceed learning it? | reddit.com/r/learnprogramming | 2021-11-21
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Standing recommendation for beginners (we should eventually make a wiki) is https://madewithml.com/
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Project mention: Looking for buddy/mentor to study ML/datascience, with some focus on practical skills like cloud training and deployment | reddit.com/r/ProgrammingBuddies | 2021-11-29
I’m looking for a buddy to study the materials from these 2 Microsoft courses (or at least similar topics): - DS4Beginners - ML4Beginners
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Project mention: D I Refuse To Use Pytorch Because Its A Facebook | reddit.com/r/MachineLearning | 2020-12-29
Also, not a single docstring to document any code in the library - https://github.com/fastai/fastai/blob/master/fastai/vision/learner.py
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homemade-machine-learning
🤖 Python examples of popular machine learning algorithms with interactive Jupyter demos and math being explained
Project mention: Python examples of popular machine learning algorithms with interactive Jupyter demos and math being explained | reddit.com/r/MachineLearning | 2021-10-27 -
Project mention: What could I implement for this year's Advent in advance? | reddit.com/r/adventofcode | 2021-11-23
Peter's Norvig repo contains solutions from last year, 'Day 0' from 2020 contains utils functions etc. https://github.com/norvig/pytudes/blob/main/ipynb/Advent-2020.ipynb
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Scout APM
Scout APM: A developer's best friend. Try free for 14-days. Scout APM uses tracing logic that ties bottlenecks to source code so you know the exact line of code causing performance issues and can get back to building a great product faster.
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Project mention: What is the most useful free course you have taken? | reddit.com/r/learnmachinelearning | 2021-11-23
fastai https://www.fast.ai/ it was a game changer for me also there is a lot of additional blogs from students that flesh the material even more, pretty active community with forums and discord server and very useful book that is great as reference (the book available as jupyter notebooks https://github.com/fastai/fastbook)
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Project mention: Probabilistic Machine Learning, Kevin Murphy (2nd edition, 2021) | news.ycombinator.com | 2020-12-31
It's a regression as far as code readability goes for fairly straightforward reasons: almost everything in Matlab is a matrix. Matrices are not first class citizens in Python, and it matters. I use Python a hell of a lot more than Matlab, but for examining how an algorithm works, Matlab wins. Go look at these PRML collections in Python and Matlab and see if you disagree:
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Project mention: Would you rather use coding to analyze your data or use software (Tableau, PowerBI) that can do it for you? | reddit.com/r/datascience | 2021-10-30
A lot of good things said here about right tool for the job. One I really dig for certain scenarios are Pandas Profiling.
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Project mention: Help on creating a Federated Recommender System | reddit.com/r/MLQuestions | 2021-08-17
Or do I have to actually simulate the whole client server thing because thats how these frameworks do it - Flower and Pysyft .
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Project mention: Looking for buddy/mentor to study ML/datascience, with some focus on practical skills like cloud training and deployment | reddit.com/r/ProgrammingBuddies | 2021-11-29
I’m looking for a buddy to study the materials from these 2 Microsoft courses (or at least similar topics): - DS4Beginners - ML4Beginners
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H2O
H2O is an Open Source, Distributed, Fast & Scalable Machine Learning Platform: Deep Learning, Gradient Boosting (GBM) & XGBoost, Random Forest, Generalized Linear Modeling (GLM with Elastic Net), K-Means, PCA, Generalized Additive Models (GAM), RuleFit, Support Vector Machine (SVM), Stacked Ensembles, Automatic Machine Learning (AutoML), etc.
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TTS
:robot: :speech_balloon: Deep learning for Text to Speech (Discussion forum: https://discourse.mozilla.org/c/tts)
Project mention: Free/cheap text to speech voice for public sharing? | reddit.com/r/HelpMeFind | 2021-11-15Mozilla TTS Tacotron
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Take a look at Pycaret python library. https://github.com/pycaret/pycaret
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Project mention: Andrew Ng or more hands-on course? | reddit.com/r/learnmachinelearning | 2021-08-02
I will give it a look into Ng's course, try out some of the resources in this github and look into this website too
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Intel BigDL for Spark which again is for Spark.
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A while back I open sourced a repository implementing fundamental machine learning algorithms in Python, along with the most important theoretical information. I originally created the repository for myself when preparing for AI residency interviews. You can find the original Reddit post here.
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Financial-Models-Numerical-Methods
Collection of notebooks about quantitative finance, with interactive python code.
Project mention: Ask HN: Best Resources on (Computational) Finance | news.ycombinator.com | 2021-01-30I found this collection of Jupyter notebooks really well done. Some basic knowledge in stochastic calculus, financial mathematics and statistics is needed.
https://github.com/cantaro86/Financial-Models-Numerical-Meth...
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Here's a nice blog post which contains references. It uses Q#, and Microsoft has many online resources as well, namely a here and here.
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Looks like a nice project. I just bookmarked it to try sometime.
At a previous job, my boss wanted me to spend time on AutoML. I based my work on Google’s AdaNet [1] that did architecture search inside a single TensorFlow session. Unfortunately that project seems to have been abandoned.
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Project mention: How an ideal IDE for Python notebooks should look like? | reddit.com/r/datascience | 2021-11-15
For creating reusable code in notebook, there is a package nbdev from fastai that makes writing modules/libraries in notebook a good idea.
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Project mention: Ex-Googlers raise $40M to democratize natural-language AI | news.ycombinator.com | 2021-09-07
fast.ai are doing the best work democratizing AI (machine learning and neural networks), including natural language
Can't recommend the course enough and it's incredible that such a quality resource is available for essentially zero cost
https://github.com/fastai/course-nlp
https://www.youtube.com/playlist?list=PLtmWHNX-gukKocXQOkQju...
Jupyter Notebook Python related posts
- This one came out very symmetrical (rudalle)
- "Anatomy of a reddit GPT2 bot" by a Russian artist called ruDALL-E. You guys look weird from the inside
- Advent of Code 2021 Python Solution: Day 2
- ruDALL-E finetuned on Wikihow illustrations
- "Winter in Europe" - generated by Sberbank startup - neural artist bot ruDALL-E Malevich (XL)
- These Pokémon do not exist.
- Looking for buddy/mentor to study ML/datascience, with some focus on practical skills like cloud training and deployment
Index
What are some of the best open-source Python projects in Jupyter Notebook? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | TensorFlow-Examples | 41,447 |
| 2 | PythonDataScienceHandbook | 31,827 |
| 3 | MadeWithML | 29,164 |
| 4 | ML-For-Beginners | 27,641 |
| 5 | fastai | 21,674 |
| 6 | homemade-machine-learning | 18,554 |
| 7 | pytudes | 17,190 |
| 8 | fastbook | 13,945 |
| 9 | PRML | 10,004 |
| 10 | pandas-profiling | 8,274 |
| 11 | PySyft | 7,783 |
| 12 | Data-Science-For-Beginners | 7,450 |
| 13 | H2O | 5,637 |
| 14 | TTS | 5,372 |
| 15 | pycaret | 4,432 |
| 16 | py | 4,083 |
| 17 | BigDL | 3,806 |
| 18 | machine_learning_basics | 3,546 |
| 19 | Financial-Models-Numerical-Methods | 3,511 |
| 20 | Quantum | 3,445 |
| 21 | adanet | 3,342 |
| 22 | nbdev | 3,045 |
| 23 | course-nlp | 3,011 |
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