| Application | Model Tool |
From scratch, with training | Pretrained | API |
| Introduction | Colab Python Minimum of a function | |||
| Optimization | Learning rate scheduler Optuna |
Colab
Python
Manual parameter optimization
Colab Python Learning rate scheduling with PyTorch Colab Python Learning rate scheduling with Gluon Colab Python Hyperparameter optimization with Optuna : MNIST Colab Python Hyperparameter optimization with Optuna : Ants vs Bees Colab Python Automated hyper-parameter tuning in TensorFlow |
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| Transfer learning | Colab Python PyTorch transfer learning | |||
| Universal | Hopfield Boltzmann |
Colab Python Universal model | ||
| Image recognition | LinearConvolution ResNet |
Colab
Python
Tensorflow example
Colab Python Digit recognition (MNIST) Colab Python Digit recognition - "pretenders" version Colab Python Custom loss Colab Python Digit recognition with TensorFlow/Keras and PyTorch Colab Python Convolution (MNIST) Colab Python LeNet convolution Colab Python Convolution (CIFAR10) Colab Python ResNet Colab Python Recognition of clothes and shoes with TensorFlow |
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| Image classification | SimCLR | Colab Python Self-supervised contrastive learning with SimCLR | ||
| Object detection | U-Net ResNet NAS DINO LVM |
Colab Python U-Net |
Colab
Python
ResNet
Colab Python Grounding DINO Colab Python Zero-Shot Object Detection with Grounding DINO Colab Python Florence-2-large LVM Colab Python How to use Florence-2 Colab Python Fine-tuning Florence-2 on Object Detection Dataset | |
| Image analysis Depth |
MiDaS | Colab Python Image depth with MiDaS | ||
| Image description Image to text |
Colab
Python
Florence-2-large LVM
Colab Python Image description with LLaVa |
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| Image generation Text to image |
Linear autoencoder Convolutional autoencoder Variational autoencoder GAN U-Net Embedding VAED |
Colab
Python
Linear autoencoder
Colab Python Convolutional autoencoder Colab Python Variational autoencoder Colab Python VAE with TensorFlow Colab Python Convolutional Variational Autoencoder with TensorFlow Colab Python Probabilistic Layers VAE with TensorFlow Colab Python GAN Colab Python GAN with generator with 10 inputs for digits to generate Colab Python GAN with 10 generators and 1 optimizer Colab Python GAN with 10 generators and 10 optimizers Colab Python Deep Convolutional Generative Adversarial Network with TensorFlow Colab Python CycleGAN with TensorFlow |
Colab
Python
Stable Diffusion
Colab Python Analysis of Stable Diffusion Colab Python Experiments with Stable Diffusion Colab Python Stable Diffusion pipeline Colab Python OpenDalle pipeline Colab Python SDXL pipeline |
|
| Image to image Style transfer Deep dream |
Colab
Python
Style transfer with PyTorch
Colab Python Style transfer with TensorFlow Colab Python Deep dream with PyTorch Colab Python Deep dream with TensorFlow |
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| Sequence prediction | RNN LSTM GRU ELMO |
Colab
Python
RNN for time series prediction, first example
Colab Python RNN for time series prediction, second example Colab Python LSTM example Colab Python LSTM for prediction of number of passengers Colab Python LSTM for stock market prediction Colab Python Time series forecasting with TensorFlow |
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| Text recognition Sentiment analysis Semantic map |
Embedding |
Colab
rnn.py
idlmam.py
Guess nationality of first name with embedding and RNN
Colab Python Sentiment analysis Colab Python BERTopic - Map of mathematics Colab Python BERTopic - Newsgroups Colab Python BERTopic - Umap Colab Python BERTopic - Best practices Colab Python Basic text classification with TensorFlow Colab Python Word embeddings with TensorFlow Colab Python Word embeddings with TensorFlow |
Colab Python Word embedding | |
| Text generation Text to text Translation Summary Chat Code generation |
LSTM Transformer Embedding |
Colab
Python
Translation without attention
Colan Python New version Colab Python Translation with attention Colab Python New version Colab Python Translation from German to English Colab Python Translation from English to French Colab Python Translation from French to English Colab Python Translation from English to Spanish Colab Python Translation from German to English with sequence to sequence from scratch Colab Python Text generation Colab Python GPT from scratch Colab Python Constructing a Text Generation Model with TensorFlow |
Colab
Python
Translation between English and French
Colab Python Question answering with TinyLlama Colab Python Text generation with SOLAR-10.7B Colab Python SOLAR-10.7B-Instruct Colab Python Text generation with LangChain Colab Python Answer to questions about a text with LangChain Colab Python CamemBERT model Colab Python Code generation with phi-2 model |
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| Speech recognition | Colab Python Whisper-large-v3 | |||
| Speech generation | ||||
| Music generation | Colab Python MusicGen | |||
| Miscellaneous |
Colab
Python
OpenAI API
Colab Python Gemini API |
APIs :