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Top 23 Jupyter Notebook Tutorial Projects
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digital_video_introduction
A hands-on introduction to video technology: image, video, codec (av1, vp9, h265) and more (ffmpeg encoding). Translations: 🇺🇸 🇨🇳 🇯🇵 🇮🇹 🇰🇷 🇷🇺 🇧🇷 🇪🇸
Project mention: A Hands-On Introduction to Video Codec Technology and FFmpeg | news.ycombinator.com | 2023-07-21 -
Onboard AI
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pandas notebook
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"deep neural network" https://github.com/Hvass-Labs/TensorFlow-Tutorials
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pytorch-seq2seq
Tutorials on implementing a few sequence-to-sequence (seq2seq) models with PyTorch and TorchText.
Project mention: A Good Github Repo to Look at (CS388 Natural Language Processing) | /r/MSDSO | 2022-10-29I don't know how many people are taking CS388 NLP in Fall 2022, but the assignment is really putting lots of stress on me. I was searching some good materials to prepare for NLP class, and a really good resource to look at is this github repo: https://github.com/bentrevett/pytorch-seq2seq.
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pytorch-sentiment-analysis
Tutorials on getting started with PyTorch and TorchText for sentiment analysis.
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notebooks
Examples and tutorials on using SOTA computer vision models and techniques. Learn everything from old-school ResNet, through YOLO and object-detection transformers like DETR, to the latest models like Grounding DINO and SAM. (by roboflow)
Project mention: Roboflow Notebooks: 30+ tutorials on using SOTA models and vision techniques | /r/computervision | 2023-08-31We (the Roboflow open source team) actively write open source Google Colab notebooks showing how to use new SOTA models. Our library covers SAM, CLIP, Detectron2, YOLOv8, RTMDet, DINOv2, and more. These notebooks helped me cross the chasm from "how do I use X model?" to being able to both write and understand inference code.
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100-plus-Python-programming-exercises-extended
The repository is about 100+ python programming exercise problem discussed, explained, and solved in different ways
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DeepLearningForNLPInPytorch
An IPython Notebook tutorial on deep learning for natural language processing, including structure prediction.
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uvadlc_notebooks
Repository of Jupyter notebook tutorials for teaching the Deep Learning Course at the University of Amsterdam (MSc AI), Fall 2022/Spring 2022
Project mention: I miss the old days where people asked me to recreate “Facebook” or “Twitter” | /r/ProgrammerHumor | 2023-06-04So, I don’t have anything simple that’s readily available, and I don’t know how much you’d get from the code itself without some background. But I would recommend the UVA Deep Learning tutorials. Particularly, I’d recommend trying the autoencoder as a good start (tutorial 9). Autoencoders are very easy and fast models to train.
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tutorials
AI-related tutorials. Access any of them for free → https://towardsai.net/editorial (by towardsai)
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reinforcement_learning_course_materials
Lecture notes, tutorial tasks including solutions as well as online videos for the reinforcement learning course hosted by Paderborn University
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pytorch-image-classification
Tutorials on how to implement a few key architectures for image classification using PyTorch and TorchVision.
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JustEnoughScalaForSpark
A tutorial on the most important features and idioms of Scala that you need to use Spark's Scala APIs.
Project mention: Which tutorial to learn functional programming without going in depth ? | /r/scala | 2023-02-09- https://github.com/deanwampler/JustEnoughScalaForSpark
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To be clear on this: DataFrames, like most of the Julia ecosystem, follows SemVer. DataFrames 1.0 was released over two years ago (March 2021), and the API has been stable ever since.
Furthermore, Bogumil Kaminski, one of the main developers behind DataFrames, makes sure that the DataFrames tutorials he has created here (https://github.com/bkamins/Julia-DataFrames-Tutorial) are updated on every new release.
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get-started-with-JAX
The purpose of this repo is to make it easy to get started with JAX, Flax, and Haiku. It contains my "Machine Learning with JAX" series of tutorials (YouTube videos and Jupyter Notebooks) as well as the content I found useful while learning about the JAX ecosystem.
Project mention: How to stay up-to-date with the latest AI company announcements and events? | /r/singularity | 2023-05-12 -
Project mention: [OC] Counting People in the Zones with YOLOv8, OpenCV, and Supervision | /r/dataisbeautiful | 2023-02-21
I actually have a project where I did exactly that: https://github.com/SkalskiP/sport. Maybe I'll upload it here next week ;)
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Project mention: Ask HN: Tell us about your project that's not done yet but you want feedback on | news.ycombinator.com | 2023-08-16
I'm in the process of creating a deep learning course called Zero to GPT - https://github.com/VikParuchuri/zero_to_gpt .
It teaches you everything you need to train your own LLM, including the basics of deep learning and linear algebra. You learn the theory and the application, so you have a strong grounding in what you're doing. It includes written explanations, diagrams, and videos.
I'm up to transformers now - only a few more lessons to go. It's been fun to write, but balancing time spent training models with writing the course has been hard. Hopefully I will get the time to finish it soon.
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InfluxDB
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- Which tutorial to learn functional programming without going in depth ?
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A note from our sponsor - Revelo Payroll
try.revelo.com | 3 Oct 2023
Index
What are some of the best open-source Tutorial projects in Jupyter Notebook? This list will help you:
Project | Stars | |
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1 | TensorFlow-Examples | 42,978 |
2 | digital_video_introduction | 14,264 |
3 | nlp-tutorial | 13,020 |
4 | pandas_exercises | 9,352 |
5 | TensorFlow-Tutorials | 9,216 |
6 | pytorch-seq2seq | 4,796 |
7 | pytorch-sentiment-analysis | 4,025 |
8 | notebooks | 3,144 |
9 | 100-plus-Python-programming-exercises-extended | 2,479 |
10 | DeepLearningForNLPInPytorch | 1,862 |
11 | uvadlc_notebooks | 1,647 |
12 | JuliaTutorials | 1,151 |
13 | tutorials | 945 |
14 | reinforcement_learning_course_materials | 867 |
15 | pytorch-image-classification | 841 |
16 | intro-to-python | 754 |
17 | JustEnoughScalaForSpark | 668 |
18 | Julia-DataFrames-Tutorial | 500 |
19 | get-started-with-JAX | 440 |
20 | sport | 367 |
21 | psi4numpy | 293 |
22 | zero_to_gpt | 292 |
23 | feature-engineering-tutorials | 242 |