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awesome-google-colab
Google Colaboratory Notebooks and Repositories (by @firmai)
https://github.com/firmai/awesome-google-colab
Last synced: 3 days ago
JSON representation
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Ten Favourite Colab Notebooks
- Traffic Counting with OpenCV
- A collection of 25+ Reinforcement Learning Trading Strategies
- Numerical Solutions for PDEs
- Bankruptcy Prediction with Python
- Facebook Detectron2
- Data Sciencing with Twitter
- Medical Questions and Answers
- BERT Movie Reviews
- Recurrent Neural Networks for Predictive Maintenance
- AirBnB Sydney Rent Evaluation
- Advanced Business Analytics and Mathematics in Python
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Technologies
- TF NLP - Projects, Practice, NLP, TensorFlow 2, Google Colab
- BERT - TensorFlow code and pre-trained models for BERT
- XLNet - XLNet: Generalized Autoregressive Pretraining for Language Understanding
- SparkNLP - State of the Art Natural Language Processing
- Deep Text Recognition - Text recognition (optical character recognition) with deep learning methods.
- BERTScore - Automatic Evaluation Metric for Bert.
- Text Summurisation - Multiple implementations for abstractive text summurization
- GPT-2 Colab - Retrain gpt-2 in colab
- DeepFaceLab - DeepFaceLab is a tool that utilizes machine learning to replace faces in videos.
- CycleGAN and PIX2PIX - Image-to-Image Translation in PyTorch
- DeOldify - A Deep Learning based project for colorizing and restoring old images (and video!)
- Detectron2 - Detectron2 is FAIR's next-generation research platform for object detection and segmentation.
- EfficientNet - PyTorch - A PyTorch implementation of EfficientNet
- Faceswap GAN - A denoising autoencoder + adversarial losses and attention mechanisms for face swapping.
- Neural Style Transfer - Keras Implementation of Neural Style Transfer from the paper "A Neural Algorithm of Artistic Style"
- Compare GAN - Compare GAN code
- hmr - Project page for End-to-end Recovery of Human Shape and Pose
- Spleeter - Deezer source separation library including pretrained models.
- TTS - Deep learning for Text to Speech
- Dopamine - Dopamine is a research framework for fast prototyping of reinforcement learning algorithms.
- TF Agents - TF-Agents is a library for Reinforcement Learning in TensorFlow
- TF Generative Models - mplementations of a number of generative models in Tensorflow
- DQN to Rainbow - A step-by-step tutorial from DQN to Rainbow
- Altair Curriculum - A data visualization curriculum of interactive notebooks.
- bertviz - Tool for visualizing attention in the Transformer model
- TF Graphics - TensorFlow Graphics: Differentiable Graphics Layers for TensorFlow
- deepreplay - Generate visualizations as in my "Hyper-parameters in Action!"
- PySyft - A library for encrypted, privacy preserving machine learning
- Mindsdb - Framework to streamline use of neural networks
- Ranking - Learning to Rank in TensorFlow
- TensorNetwork - A library for easy and efficient manipulation of tensor networks.
- Transfer learning NLP - code for the tutorial on Transfer Learning in NLP held at NAACL 2019
- BDL Benchmarks - Bayesian Deep Learning Benchmarks
- JAX - Composable transformations of Python+NumPy programs
- BentoML - A platform for serving and deploying machine learning models
- bsuite - Collection of carefully-designed experiments that investigate core capabilities of a reinforcement learning (RL) agent
- Altair - Declarative statistical visualization library for Python
- Sonnet - TensorFlow-based neural network library
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Applications
- Photogrammetry - Render Photogrammetry With Colab's Cloud GPU's With Meshroom.
- RLTrader - A cryptocurrency trading environment using deep reinforcement learning and OpenAI's gym
- TF Quant Finance - High-performance TensorFlow library for quantitative finance.
- Rapping NN - Rap song writing recurrent neural network trained on Kanye West's entire discography
- dl4g - Deep Learning for Graphics
- DocProduct - Medical Q&A with Deep Language Models
- LSTM Predictive Maintenance - Example of Multiple Multivariate Time Series Prediction with LSTM
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Course and Tutorial
- Python Data Science Notebook - Python Data Science Handbook: full text in Jupyter Notebooks
- ML and EDA - Functional, data science centric introduction to Python.
- Python Business Analytics - Python solutions to solve practical business problems.
- Deep Learning Examples - Try out deep learning models online on Google Colab
- Hvass-Labs - TensorFlow Tutorials with YouTube Videos
- MIT deep learning - Tutorials, assignments, and competitions for MIT Deep Learning related courses.
- NLP Tutorial - Natural Language Processing Tutorial for Deep Learning Researchers
- DeepSchool.io - Deep Learning tutorials in jupyter notebooks.
- Deep NLP Course - A deep NLP Course
- pyprobml - Python code for "Machine learning: a probabilistic perspective"
- HSE NLP - Resources for "Natural Language Processing" Coursera course
- Real Word NLP - Example code for "Real-World Natural Language Processing"
- Notebooks - Machine learning notebooks in different subjects optimized to run in google collaboratory
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Keywords
deep-learning
19
tensorflow
15
machine-learning
12
nlp
9
pytorch
9
python
8
natural-language-processing
6
artificial-intelligence
5
tutorial
4
reinforcement-learning
4
jupyter-notebook
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bert
4
keras
4
neural-network
3
neural-networks
3
jupyter-notebooks
3
colab-notebook
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ai
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llm
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data-science
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pandas
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dqn
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transformers
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image-manipulation
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google-colaboratory
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google-colab
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deep-neural-networks
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pretrained-models
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gan
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transformer
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deeplearning
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google
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python3
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gans
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timeseries
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generative-adversarial-network
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ml
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iccv2019
1
grcnn
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crnn
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text-classification
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spell-checker
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spark
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sentiment-analysis
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question-answering
1
pyspark
1
part-of-speech-tagger
1
onnx
1
named-entity-recognition
1
machine-translation
1