awesome-google-colab
Google Colaboratory Notebooks and Repositories (by @firmai)
https://github.com/firmai/awesome-google-colab
Last synced: 2 days ago
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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
- 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
- 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
- JAX - Composable transformations of Python+NumPy programs
- OpenSpiel - Collection of environments and algorithms for research in general reinforcement learning and search/planning in games.
- DeepPavlov Tutorials - An open source library for deep learning end-to-end dialog systems and chatbots.
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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
- TensorTrade - An open source reinforcement learning framework for robust trading agents
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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
- MIT 6.S191 - Lab Materials for MIT 6.S191: Introduction to Deep Learning
- MIT 6.S191 - Lab Materials for MIT 6.S191: Introduction to Deep Learning
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deep-learning
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tensorflow
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machine-learning
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pytorch
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python
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nlp
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natural-language-processing
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jupyter-notebooks
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