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Depth-monster / awesome-colab-notebooks

Collection of google colaboratory notebooks for fast and easy experiments

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Awesome colab notebooks collection for ML experiments

Research

name description authors links colaboratory update
CutLER Simple approach for training unsupervised object detection and segmentation models Open In Colab 18.01.2023
Instant-NGP Instant Neural Graphics Primitives with a Multiresolution Hash Encoding Open In Colab 18.01.2023
Fourier Feature Networks Fourier Features Let Networks Learn High Frequency Functions in Low Dimensional Domains Open In Colab 17.01.2023
AlphaFold Highly accurate protein structure prediction Open In Colab 12.01.2023
YOLOv5 You Only Look Once Glenn Jocher Open In Colab 06.01.2023
HybrIK Hybrid Analytical-Neural Inverse Kinematics Solution for 3D Human Pose and Shape Estimation Open In Colab 01.01.2023
Disco Diffusion A frankensteinian amalgamation of notebooks, models and techniques for the generation of AI Art and Animations
  • git
  • youtube, youtube, youtube
 Open In Colab 01.01.2023
LaMa Resolution-robust Large Mask Inpainting with Fourier Convolutions Open In Colab 28.12.2022
YOLOv3 You Only Look Once Glenn Jocher Open In Colab 27.12.2022
Stable Dreamfusion Using a pretrained 2D text-to-image diffusion model to perform text-to-3D synthesis Open In Colab 09.12.2022
First Order Motion Model for Image Animation Transferring facial movements from video to image Aliaksandr Siarohin Open In Colab 08.12.2022
DFL-Colab This project provides you IPython Notebook to use DeepFaceLab chervonij Open In Colab 04.12.2022
FILM A frame interpolation algorithm that synthesizes multiple intermediate frames from two input images with large in-between motion Open In Colab 26.11.2022
Demucs Hybrid Spectrogram and Waveform Source Separation Alexandre Défossez
  • arxiv, arxiv, arxiv, arxiv
  • git, git, git, git
 Open In Colab 21.11.2022
OWL-ViT Simple Open-Vocabulary Object Detection with Vision Transformers
  • arxiv
  • huggingface
 Open In Colab 21.11.2022
ESM Evolutionary Scale Modeling: Pretrained language models for proteins Open In Colab 02.11.2022
Musika Music generation system that can be trained on hundreds of hours of music using a single consumer GPU, and that allows for much faster than real-time generation of music of arbitrary length on a consumer CPU Open In Colab 29.10.2022
ICON Given a set of images, method estimates a detailed 3D surface from each image and then combines these into an animatable avatar Open In Colab 25.10.2022
MotionDiffuse The first diffusion model-based text-driven motion generation framework, which demonstrates several desired properties over existing methods Open In Colab 13.10.2022
VToonify Leverages the mid- and high-resolution layers of StyleGAN to render high-quality artistic portraits based on the multi-scale content features extracted by an encoder to better preserve the frame details Open In Colab 07.10.2022
PyMAF Pyramidal Mesh Alignment Feedback loop in regression network for well-aligned body mesh recovery and extend it for the recovery of expressive full-body models Open In Colab 06.10.2022
AlphaTensor Discovering faster matrix multiplication algorithms with reinforcement learning Open In Colab 04.10.2022
Swin2SR Novel Swin Transformer V2, to improve SwinIR for image super-resolution, and in particular, the compressed input scenario
  • arxiv, arxiv, arxiv, arxiv
  • git, git, git
  • huggingface
  • kaggle, kaggle, kaggle
 Open In Colab 03.10.2022
Thin-Plate Spline Motion Model End-to-end unsupervised motion transfer framework Open In Colab 30.09.2022
Functa From data to functa: Your data point is a function and you can treat it like one
  • arxiv
  • git, git
  • tf
 Open In Colab 24.09.2022
DeOldify (video) Colorize your own videos! Jason Antic Open In Colab 19.09.2022
DeOldify (photo) Colorize your own photos! Open In Colab 19.09.2022
Real-ESRGAN Extend the powerful ESRGAN to a practical restoration application, which is trained with pure synthetic data
  • arxiv
  • git, git, git, git, git
 Open In Colab 18.09.2022
IDE-3D Interactive Disentangled Editing for High-Resolution 3D-aware Portrait Synthesis
  • git, git, git, git
  • youtube
 Open In Colab 08.09.2022
Decision Transformers An architecture that casts the problem of RL as conditional sequence modeling Open In Colab 06.09.2022
Dream Fields Zero-Shot Text-Guided Object Generation Open In Colab 06.09.2022
GANgealing Framework for learning discriminative models and their GAN-generated training data jointly end-to-end Open In Colab 01.09.2022
Wav2Lip A Lip Sync Expert Is All You Need for Speech to Lip Generation In the Wild Open In Colab 19.08.2022
Make-A-Scene Scene-Based Text-to-Image Generation with Human Priors
  • arxiv
  • youtube
 Open In Colab 12.08.2022
StyleGAN-NADA Zero-Shot non-adversarial domain adaptation of pre-trained generators Open In Colab 09.08.2022
Anycost GAN Interactive natural image editing Open In Colab 20.07.2022
UniFormer Unified Transformer for Efficient Spatiotemporal Representation Learning
  • arxiv, arxiv, arxiv, arxiv
  • git, git, git, git, git, git, git, git, git
  • huggingface, huggingface, huggingface, huggingface
 Open In Colab 15.07.2022
GFPGAN Towards Real-World Blind Face Restoration with Generative Facial Prior Open In Colab 13.07.2022
EPro-PnP Generalized End-to-End Probabilistic Perspective-n-Points for Monocular Object Pose Estimation Open In Colab 12.07.2022
VQ-Diffusion Based on a VQ-VAE whose latent space is modeled by a conditional variant of the recently developed Denoising Diffusion Probabilistic Model
  • arxiv, arxiv
  • git, git
 Open In Colab 30.06.2022
DALL·E Mini Generate images from a text prompt Open In Colab 29.06.2022
OPT Open Pre-trained Transformers is a family of NLP models trained on billions of tokens of text obtained from the internet Open In Colab 29.06.2022
GPEN GAN Prior Embedded Network for Blind Face Restoration in the Wild Open In Colab 26.06.2022
Customizing a Transformer Encoder We will learn how to customize the encoder to employ new network architectures Chen Chen
  • arxiv
  • git
 Open In Colab 22.06.2022
MTTR End-to-End Referring Video Object Segmentation with Multimodal Transformers
  • arxiv, arxiv, arxiv
  • git
  • huggingface
  • youtube
 Open In Colab 20.06.2022
SwinIR Image Restoration Using Swin Transformer
  • arxiv, arxiv
  • git, git, git
 Open In Colab 17.06.2022
VRT A Video Restoration Transformer
  • arxiv
  • git, git, git
 Open In Colab 15.06.2022
Omnivore A single model which excels at classifying images, videos, and single-view 3D data using exactly the same model parameters Open In Colab 14.06.2022
Detic Detecting Twenty-thousand Classes using Image-level Supervision
  • arxiv
  • git
 Open In Colab 07.06.2022
AMARETTO Multiscale and multimodal inference of regulatory networks to identify cell circuits and their drivers shared and distinct within and across biological systems of human disease Open In Colab 01.06.2022
T0 Multitask Prompted Training Enables Zero-Shot Task Generalization
  • arxiv
  • youtube, youtube
 Open In Colab 29.05.2022
Parallel WaveGAN State-of-the-art non-autoregressive models to build your own great vocoder Tomoki Hayashi Open In Colab 16.05.2022
AvatarCLIP A zero-shot text-driven framework for 3D avatar generation and animation Open In Colab 15.05.2022
Text2Mesh Text-Driven Neural Stylization for Meshes Open In Colab 14.05.2022
T5 Text-To-Text Transfer Transformer
  • arxiv
  • git
  • tf
 Open In Colab 11.05.2022
XLS-R Self-supervised Cross-lingual Speech Representation Learning at Scale Open In Colab 10.05.2022
Panini-Net GAN Prior based Degradation-Aware Feature Interpolation for Face Restoration
  • arxiv
  • git, git
 Open In Colab 13.04.2022
Deep Painterly Harmonization Algorithm produces significantly better results than photo compositing or global stylization techniques and that it enables creative painterly edits that would be otherwise difficult to achieve
  • arxiv, arxiv
  • git, git, git
 Open In Colab 07.04.2022
E2FGVI An End-to-End framework for Flow-Guided Video Inpainting through elaborately designed three trainable modules, namely, flow completion, feature propagation, and content hallucination modules Open In Colab 06.04.2022
LDM High-Resolution Image Synthesis with Latent Diffusion Models
  • arxiv, arxiv, arxiv
  • git, git, git, git
  • huggingface
 Open In Colab 04.04.2022
GP-UNIT Novel framework, Generative Prior-guided UNsupervised Image-to-image Translation, to improve the overall quality and applicability of the translation algorithm Open In Colab 02.04.2022
DualStyleGAN More challenging exemplar-based high-resolution portrait style transfer by introducing a novel DualStyleGAN with flexible control of dual styles of the original face domain and the extended artistic portrait domain Open In Colab 24.03.2022
CLIPasso Semantically-Aware Object Sketching Open In Colab 21.03.2022
StyleSDF A high resolution, 3D-consistent image and shape generation technique Open In Colab 05.03.2022
BLIP VLP framework which transfers flexibly to both vision-language understanding and generation tasks Open In Colab 02.03.2022
VideoGPT A conceptually simple architecture for scaling likelihood based generative modeling to natural videos Open In Colab 02.03.2022
Disentangled Lifespan Face Synthesis LFS model is proposed to disentangle the key face characteristics including shape, texture and identity so that the unique shape and texture age transformations can be modeled effectively Open In Colab 22.02.2022
Mask2Former Masked-attention Mask Transformer for Universal Image Segmentation Open In Colab 09.02.2022
SpecVQGAN Taming the visually guided sound generation by shrinking a training dataset to a set of representative vectors Open In Colab 03.02.2022
JoJoGAN One Shot Face Stylization
  • arxiv
  • git, git
 Open In Colab 02.02.2022
Pose with Style Detail-Preserving Pose-Guided Image Synthesis with Conditional StyleGAN Open In Colab 19.01.2022
ConvNeXt A pure ConvNet model constructed entirely from standard ConvNet modules
  • arxiv
  • git, git, git
  • huggingface
  • youtube, youtube, youtube
 Open In Colab 19.01.2022
diffsort Differentiable Sorting Networks
  • arxiv, arxiv
  • youtube
 Open In Colab 17.01.2022
Taming Transformers for High-Resolution Image Synthesis We combine the efficiancy of convolutional approaches with the expressivity of transformers by introducing a convolutional VQGAN, which learns a codebook of context-rich visual parts, whose composition is modeled with an autoregressive transformer Open In Colab 13.01.2022
FuseDream Training-Free Text-to-Image Generation with Improved CLIP+GAN Space Optimization
  • arxiv
 Open In Colab 02.01.2022
GLIDE Towards Photorealistic Image Generation and Editing with Text-Guided Diffusion Models
  • arxiv
  • youtube
 Open In Colab 22.12.2021
Music Composer Synthesizing symbolic music in MIDI format using the Music Transformer model bazanovvanya Open In Colab 20.12.2021
PoolFormer MetaFormer Is Actually What You Need for Vision
  • arxiv
  • git, git, git
  • huggingface
 Open In Colab 05.12.2021
HyperStyle A hypernetwork that learns to modulate StyleGAN's weights to faithfully express a given image in editable regions of the latent space Open In Colab 03.12.2021
encoder4editing Designing an Encoder for StyleGAN Image Manipulation
  • arxiv
  • git
 Open In Colab 02.12.2021
StyleCariGAN Caricature Generation via StyleGAN Feature Map Modulation Open In Colab 30.11.2021
CartoonGAN The implementation of the cartoon GAN model with PyTorch Tobias Sunderdiek Open In Colab 24.11.2021
SimSwap An efficient framework, called Simple Swap, aiming for generalized and high fidelity face swapping
  • arxiv
  • git
 Open In Colab 24.11.2021
RVM Robust High-Resolution Video Matting with Temporal Guidance Open In Colab 24.11.2021
AnimeGANv2 An improved version of AnimeGAN - it prevents the generation of high-frequency artifacts by simply changing the normalization of features in the network Open In Colab 17.11.2021
SOAT StyleGAN of All Trades: Image Manipulation with Only Pretrained StyleGAN
  • arxiv
  • git, git
  • huggingface
 Open In Colab 13.11.2021
Arnheim Generative Art Using Neural Visual Grammars and Dual Encoders
  • arxiv, arxiv, arxiv, arxiv, arxiv
  • git
  • wiki
  • youtube, youtube, youtube, youtube
 Open In Colab 11.11.2021
StyleGAN 2 Generation of faces, cars, etc. Mikael Christensen
  • arxiv
 Open In Colab 05.11.2021
ruDALL·E Generate images from texts in Russian Alex Shonenkov Open In Colab 03.11.2021
ByteTrack Multi-Object Tracking by Associating Every Detection Box Open In Colab 30.10.2021
StyleGAN3 Alias-Free Generative Adversarial Networks Open In Colab 19.10.2021
GPT-2 Retrain an advanced text generating neural network on any text dataset using gpt-2-simple! Max Woolf Open In Colab 18.10.2021
ConvMixer An extremely simple model that is similar in spirit to the ViT and the even-more-basic MLP-Mixer in that it operates directly on patches as input, separates the mixing of spatial and channel dimensions, and maintains equal size and resolution throughout the network
  • arxiv
  • git, git
  • medium
  • youtube
 Open In Colab 05.10.2021
IC-GAN Instance-Conditioned GAN Open In Colab 01.10.2021
Skillful Precipitation Nowcasting Using Deep Generative Models of Radar Open-sourced dataset and model snapshot for precipitation nowcasting Open In Colab 29.09.2021
Live Speech Portraits Real-Time Photorealistic Talking-Head Animation Open In Colab 26.09.2021
StylEx Training a GAN to explain a classifier in StyleSpace Open In Colab 25.08.2021
Open-Unmix A deep neural network reference implementation for music source separation, applicable for researchers, audio engineers and artists Open In Colab 23.07.2021
Bringing Old Photo Back to Life Restoring old photos that suffer from severe degradation through a deep learning approach Open In Colab 13.07.2021
PTI Pivotal Tuning Inversion enables employing off-the-shelf latent based semantic editing techniques on real images using StyleGAN
  • arxiv
  • git, git
 Open In Colab 01.07.2021
TediGAN Framework for multi-modal image generation and manipulation with textual descriptions
  • arxiv, arxiv
  • git, git, git, git
  • youtube
 Open In Colab 30.06.2021
GANs N' Roses Stable, Controllable, Diverse Image to Image Translation
  • arxiv, arxiv
  • git, git
  • youtube
 Open In Colab 19.06.2021
Rethinking Style Transfer: From Pixels to Parameterized Brushstrokes A method to stylize images by optimizing parameterized brushstrokes instead of pixels Open In Colab 02.06.2021
Pixel2Style2Pixel Encoding in Style: A StyleGAN Encoder for Image-to-Image Translation Open In Colab 01.06.2021
Fine-tuning a BERT We will work through fine-tuning a BERT model using the tensorflow-models PIP package
  • arxiv
  • tf
 Open In Colab 24.05.2021
ReStyle A Residual-Based StyleGAN Encoder via Iterative Refinement Open In Colab 21.05.2021
Motion Representations for Articulated Animation Novel motion representations for animating articulated objects consisting of distinct parts Open In Colab 29.04.2021
SAM Age Transformation Using a Style-Based Regression Model Open In Colab 26.04.2021
SkinDeep Remove Body Tattoo Using Deep Learning Vijish Madhavan
  • arxiv, arxiv, arxiv, arxiv
  • git
 Open In Colab 24.04.2021
Geometry-Free View Synthesis Is a geometric model required to synthesize novel views from a single image? Open In Colab 22.04.2021
NeRViS An algorithm for full-frame video stabilization by first estimating dense warp fields Open In Colab 11.04.2021
NeX View synthesis based on enhancements of multiplane image that can reproduce NeXt-level view-dependent effects in real time Open In Colab 25.03.2021
Score SDE Score-Based Generative Modeling through Stochastic Differential Equations
  • arxiv, arxiv, arxiv, arxiv
  • git, git
  • youtube
 Open In Colab 18.03.2021
Big Sleep Text to image generation, using OpenAI's CLIP and a BigGAN Phil Wang
  • arxiv, arxiv
  • git
  • reddit, reddit
 Open In Colab 17.03.2021
Deep Daze Text to image generation using OpenAI's CLIP and Siren Phil Wang
  • arxiv, arxiv
  • git
  • reddit
 Open In Colab 17.03.2021
Talking Head Anime from a Single Image The network takes as input an image of an anime character's face and a desired pose, and it outputs another image of the same character in the given pose Pramook Khungurn Open In Colab 23.02.2021
Multitrack MusicVAE The models in this notebook are capable of encoding and decoding single measures of up to 8 tracks, optionally conditioned on an underlying chord Open In Colab 17.02.2021
NFNet An adaptive gradient clipping technique, a significantly improved class of Normalizer-Free ResNets
  • arxiv, arxiv
  • git
 Open In Colab 17.02.2021
CLIP A neural network which efficiently learns visual concepts from natural language supervision Open In Colab 29.01.2021
Adversarial Patch A method to create universal, robust, targeted adversarial image patches in the real world Tom Brown
  • arxiv
 Open In Colab 27.01.2021
MSG-Net Multi-style Generative Network with a novel Inspiration Layer, which retains the functionality of optimization-based approaches and has the fast speed of feed-forward networks Open In Colab 25.01.2021
HiDT A generative image-to-image model and a new upsampling scheme that allows to apply image translation at high resolution Open In Colab 24.01.2021
Neural Style Transfer Implementation of Neural Style Transfer in Keras 2.0+ Somshubra Majumdar
  • arxiv, arxiv, arxiv
 Open In Colab 22.01.2021
SkyAR A vision-based method for video sky replacement and harmonization, which can automatically generate realistic and dramatic sky backgrounds in videos with controllable styles Zhengxia Zou Open In Colab 18.01.2021
Big GAN Large Scale GAN Training for High Fidelity Natural Image Synthesis Google
  • arxiv
 Open In Colab 12.01.2021
GrooVAE Some applications of machine learning for generating and manipulating beats and drum performances Open In Colab 08.01.2021
MusicXML Documentation The goal of this notebook is to explore one of the magenta libraries for music Open In Colab 08.01.2021
SVG VAE A colab demo for the SVG VAE model Raphael Gontijo Lopes Open In Colab 08.01.2021
PIFuHD Multi-Level Pixel-Aligned Implicit Function for High-Resolution 3D Human Digitization
  • arxiv
  • youtube, youtube
 Open In Colab 05.01.2021
Neural Magic Eye Learning to See and Understand the Scene Behind an Autostereogram Open In Colab 01.01.2021
Flow-edge Guided Video Completion Method first extracts and completes motion edges, and then uses them to guide piecewise-smooth flow completion with sharp edges Open In Colab 30.12.2020
ArtLine A Deep Learning based project for creating line art portraits Vijish Madhavan Open In Colab 24.12.2020
WikiArt (stylegan2-ada) Generation of paintings of different styles and genres Doron Adler
  • arxiv
 Open In Colab 08.12.2020
GANSpace A simple technique to analyze GANs and create interpretable controls for image synthesis, such as change of viewpoint, aging, lighting, and time of day
  • arxiv
  • git, git
  • youtube
 Open In Colab 06.12.2020
SeFa A closed-form approach for unsupervised latent semantic factorization in GANs Open In Colab 06.12.2020
Stylized Neural Painting An image-to-painting translation method that generates vivid and realistic painting artworks with controllable styles Open In Colab 01.12.2020
MakeItTalk A method that generates expressive talking-head videos from a single facial image with audio as the only input Open In Colab 10.11.2020
LaSAFT Latent Source Attentive Frequency Transformation for Conditioned Source Separation Woosung Choi Open In Colab 01.11.2020
Lifespan Age Transformation Synthesis Multi-domain image-to-image generative adversarial network architecture, whose learned latent space models a continuous bi-directional aging process Open In Colab 31.10.2020
HiGAN Semantic Hierarchy Emerges in Deep Generative Representations for Scene Synthesis Open In Colab 14.10.2020
InterFaceGAN Interpreting the Latent Space of GANs for Semantic Face Editing Open In Colab 13.10.2020
Faceswap-GAN A minimum demo for faceswap-GAN v2.2 shaoanlu Open In Colab 12.09.2020
Instance-aware Image Colorization Novel deep learning framework to achieve instance-aware colorization Jheng-Wei Su Open In Colab 30.08.2020
Rewriting a Deep Generative Model We ask if a deep network can be reprogrammed to follow different rules, by enabling a user to directly change the weights, instead of training with a data set Open In Colab 31.07.2020
BERT score An automatic evaluation metric for text generation Tianyi Zhang
  • arxiv
 Open In Colab 17.07.2020
SIREN Implicit Neural Representations with Periodic Activation Functions Open In Colab 24.06.2020
PIFu Pixel-Aligned Implicit Function for High-Resolution Clothed Human Digitization
  • arxiv
  • youtube
 Open In Colab 18.06.2020
3D Ken Burns A reference implementation of 3D Ken Burns Effect from a Single Image using PyTorch - given a single input image, it animates this still image with a virtual camera scan and zoom subject to motion parallax Manuel Romero
  • arxiv
  • youtube
 Open In Colab 13.06.2020
MusicVAE A Hierarchical Latent Vector Model for Learning Long-Term Structure in Music Open In Colab 02.06.2020
HRFAE An encoder-decoder architecture for face age editing Open In Colab 14.05.2020
Jukebox A neural net that generates music, including rudimentary singing, as raw audio in a variety of genres and artist styles Christine Payne Open In Colab 04.05.2020
3D Photo Inpainting Method for converting a single RGB-D input image into a 3D photo, i.e., a multi-layer representation for novel view synthesis that contains hallucinated color and depth structures in regions occluded in the original view Open In Colab 04.05.2020
Global Flow Local Attention Differentiable global-flow local-attention framework to reassemble the inputs at the feature level Open In Colab 30.04.2020
Motion Supervised co-part Segmentation A self-supervised deep learning method for co-part segmentation
  • arxiv
  • git
  • youtube
 Open In Colab 07.04.2020
Onsets and Frames Onsets and Frames is an automatic music transcription framework with piano and drums models Open In Colab 02.04.2020
WikiArt (stylegan2) Generation of paintings of different styles and genres Doron Adler
  • arxiv
 Open In Colab 27.01.2020
Siamese NN Implementation of Siamese Neural Networks built upon multihead attention mechanism for text semantic similarity task Tomasz Latkowski Open In Colab 19.12.2019
Learning to Paint Learning to Paint With Model-based Deep Reinforcement Learning Manuel Romero
  • arxiv
  • reddit
  • youtube
 Open In Colab 17.12.2019
Generating Piano Music with Transformer This Colab notebook lets you play with pretrained Transformer models for piano music generation, based on the Music Transformer Open In Colab 16.09.2019
GMCNN Generative Multi-column Convolutional Neural Networks inpainting model in Keras Tomasz Latkowski Open In Colab 09.08.2019
BERT with TPU Using a free Colab Cloud TPU to fine-tune sentence and sentence-pair classification tasks built on top of pretrained BERT models and run predictions on tuned model Sourabh Bajaj Open In Colab 29.03.2019
GANSynth This notebook is a demo GANSynth, which generates audio with Generative Adversarial Networks Jesse Engel Open In Colab 25.02.2019
Latent Constraints Conditional Generation from Unconditional Generative Models Open In Colab 27.11.2017
Performance RNN This notebook shows you how to generate new performed compositions from a trained model Open In Colab 11.07.2017
NSynth This colab notebook has everything you need to upload your own sounds and use NSynth models to reconstruct and interpolate between them Open In Colab 06.04.2017

Tutorials

name description authors links colaboratory update
High-performance Simulation with Kubernetes This tutorial will describe how to set up high-performance simulation using a TFF runtime running on Kubernetes Jason Roselander Open In Colab 31.01.2023
Building Your Own Federated Learning Algorithm We discuss how to implement federated learning algorithms without deferring to the tff.learning API Zachary Charles Open In Colab 31.01.2023
Federated Learning for Image Classification We use the classic MNIST training example to introduce the Federated Learning API layer of TFF, tff.learning - a set of higher-level interfaces that can be used to perform common types of federated learning tasks, such as federated training, against user-supplied models implemented in TensorFlow Krzysztof Ostrowski Open In Colab 31.01.2023
Federated Learning for Text Generation We start with a RNN that generates ASCII characters, and refine it via federated learning Krzysztof Ostrowski Open In Colab 31.01.2023
Custom Federated Algorithms, Part 1: Introduction to the Federated Core This tutorial is the first part of a two-part series that demonstrates how to implement custom types of federated algorithms in TensorFlow Federated using the Federated Core - a set of lower-level interfaces that serve as a foundation upon which we have implemented the Federated Learning layer Krzysztof Ostrowski
  • arxiv
  • paperswithcode
  • tf, tf
 Open In Colab 31.01.2023
Custom Federated Algorithms, Part 2: Implementing Federated Averaging This tutorial is the second part of a two-part series that demonstrates how to implement custom types of federated algorithms in TFF using the Federated Core, which serves as a foundation for the Federated Learning layer Krzysztof Ostrowski
  • paperswithcode
  • tf, tf
 Open In Colab 31.01.2023
TFF for Federated Learning Research: Model and Update Compression We use the EMNIST dataset to demonstrate how to enable lossy compression algorithms to reduce communication cost in the Federated Averaging algorithm Weikang Song Open In Colab 31.01.2023
High-performance simulations with TFF This tutorial will describe how to setup high-performance simulations with TFF in a variety of common scenarios Krzysztof Ostrowski
  • paperswithcode
 Open In Colab 31.01.2023
Stable Diffusion 2 New stable diffusion model at 768x768 resolution. Same number of parameters in the U-Net as 1.5, but uses OpenCLIP-ViT/H as the text encoder and is trained from scratch
  • arxiv, arxiv, arxiv, arxiv, arxiv, arxiv
  • git, git, git, git, git
  • huggingface, huggingface, huggingface, huggingface
  • youtube
 Open In Colab 30.01.2023
Anomalib Deep learning library that aims to collect state-of-the-art anomaly detection algorithms for benchmarking on both public and private datasets Open In Colab 26.01.2023
DALL·E Flow An interactive workflow for generating high-definition images from text prompt
  • git, git
  • huggingface
  • youtube, youtube
 Open In Colab 26.01.2023
TorchGeo PyTorch domain library that provides datasets, transforms, samplers, and pre-trained models specific to geospatial data Open In Colab 23.01.2023
Petals Run 100B+ language models at home, BitTorrent-style BigScience Open In Colab 18.01.2023
Stable Baselines3 Set of reliable implementations of reinforcement learning algorithms in PyTorch Open In Colab 17.01.2023
RL Baselines3 Zoo Training Framework for Stable Baselines3 Reinforcement Learning Agents Antonin Raffin
  • arxiv
  • docs
  • git, git, git
  • huggingface
 Open In Colab 17.01.2023
Diffusers Provides pretrained diffusion models across multiple modalities, such as vision and audio, and serves as a modular toolbox for inference and training of diffusion models Hugging Face
  • arxiv, arxiv, arxiv, arxiv, arxiv
  • git, git, git, git
  • huggingface, huggingface, huggingface, huggingface, huggingface
  • medium
  • youtube
 Open In Colab 17.01.2023
Sample Factory One of the fastest RL libraries focused on very efficient synchronous and asynchronous implementations of policy gradients Open In Colab 17.01.2023
Image segmentation This tutorial focuses on the task of image segmentation, using a modified U-Net Billy Lamberta Open In Colab 13.01.2023
CleanRL Deep Reinforcement Learning library that provides high-quality single-file implementation with research-friendly features
  • arxiv, arxiv, arxiv, arxiv, arxiv, arxiv, arxiv
  • docs
  • git, git, git, git
  • huggingface
  • paper
  • youtube, youtube
 Open In Colab 12.01.2023
NeMo A conversational AI toolkit built for researchers working on automatic speech recognition, natural language processing, and text-to-speech synthesis Open In Colab 05.01.2023
BANMo Given multiple casual videos capturing a deformable object, BANMo reconstructs an animatable 3D model, including an implicit canonical 3D shape, appearance, skinning weights, and time-varying articulations, without pre-defined shape templates or registered cameras Open In Colab 30.12.2022
Simple audio recognition This tutorial will show you how to build a basic speech recognition network that recognizes ten different words Google Open In Colab 28.12.2022
Deep RL Course The Hugging Face Deep Reinforcement Learning Course Open In Colab 24.12.2022
Pix2Pix This notebook demonstrates image to image translation using conditional GAN's Billy Lamberta Open In Colab 19.12.2022
Actor-Critic This tutorial demonstrates how to implement the Actor-Critic method using TensorFlow to train an agent on the Open AI Gym CartPole-V0 environment Mark Daoust Open In Colab 15.12.2022
Detectron2 FAIR's next-generation platform for object detection and segmentation Yuxin Wu Open In Colab 14.12.2022
PyG Library built upon PyTorch to easily write and train Graph Neural Networks for a wide range of applications related to structured data
  • arxiv, arxiv, arxiv, arxiv, arxiv, arxiv, arxiv, arxiv
  • docs
  • git, git, git, git, git, git
  • neurips, neurips, neurips
  • pt
  • youtube, youtube, youtube
 Open In Colab 08.12.2022
dm_control DeepMind Infrastructure for Physics-Based Simulation Open In Colab 07.12.2022
MuJoCo A general purpose physics engine that aims to facilitate research and development in robotics, biomechanics, graphics and animation, machine learning, and other areas which demand fast and accurate simulation of articulated structures interacting with their environment Open In Colab 07.12.2022
MMAction2 An open-source toolbox for video understanding based on PyTorch MMAction2 Contributors Open In Colab 07.12.2022
ruGPT3 Example of inference of RuGPT3XL Anton Emelyanov Open In Colab 07.12.2022
Stable Diffusion Videos Create videos with Stable Diffusion by exploring the latent space and morphing between text prompts Nathan Raw
  • git, git
 Open In Colab 05.12.2022
TTS A library for advanced Text-to-Speech generation, built on the latest research, was designed to achieve the best trade-off among ease-of-training, speed and quality Open In Colab 21.11.2022
Transformer This tutorial trains a Transformer model to translate Portuguese to English Billy Lamberta Open In Colab 07.11.2022
NMT with attention This notebook trains a seq2seq model for Spanish to English translation Billy Lamberta Open In Colab 07.11.2022
Image classification This tutorial shows how to classify images of flowers Billy Lamberta
  • paperswithcode
 Open In Colab 26.10.2022
Image captioning Given an image our goal is to generate a caption Billy Lamberta Open In Colab 26.10.2022
Mubert Prompt-based music generation via Mubert API Ilya Belikov Open In Colab 18.10.2022
Feast An open source feature store for machine learning Open In Colab 04.10.2022
The Autodiff Cookbook You'll go through a whole bunch of neat autodiff ideas that you can cherry pick for your own work, starting with the basics Open In Colab 03.10.2022
SAHI A lightweight vision library for performing large scale object detection & instance segmentation
  • arxiv
  • git
  • huggingface
  • kaggle
  • medium, medium
 Open In Colab 27.09.2022
Neural style transfer This tutorial uses deep learning to compose one image in the style of another image Billy Lamberta
  • arxiv
 Open In Colab 26.09.2022
ACME A library of reinforcement learning components and agents Open In Colab 26.09.2022
highway-env A collection of environments for autonomous driving and tactical decision-making tasks Edouard Leurent
  • arxiv, arxiv, arxiv
  • docs
  • git, git, git
 Open In Colab 25.09.2022
Word2Vec Word2Vec is not a singular algorithm, rather, it is a family of model architectures and optimizations that can be used to learn word embeddings from large datasets Google Open In Colab 23.09.2022
NetKet Open-source project delivering cutting-edge methods for the study of many-body quantum systems with artificial neural networks and machine learning techniques Open In Colab 15.09.2022
pymdp Package for simulating Active Inference agents in Markov Decision Process environments
  • arxiv
  • docs
 Open In Colab 24.08.2022
MyoSuite A collection of musculoskeletal environments and tasks simulated with the MuJoCo physics engine and wrapped in the OpenAI gym API to enable the application of Machine Learning to bio-mechanic control problems
  • arxiv
  • docs
 Open In Colab 13.08.2022
Haiku A library built on top of JAX designed to provide simple, composable abstractions for machine learning research Open In Colab 11.08.2022
Stable Diffusion A latent text-to-image diffusion model
  • arxiv, arxiv, arxiv, arxiv
  • git, git, git, git, [<img src="images/git.svg" alt="git" height=20/

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Collection of google colaboratory notebooks for fast and easy experiments

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