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in the ML Showcase

Genetic Algorithm with PyGAD

Easily implement the genetic algorithm

• Genetic Algorithm

Play Super Mario Bros with a Double Deep Q-Network

Train an Agent to Play Super Mario Bros

Build an Autoencoder from Scratch in Keras

Build a VAE in Keras that can encode and decode images

• Autoencoder

TensorFlow Callback Functions

The 10 essential callback functions in TensorFlow

• TensorFlow

Image Super-Resolution

Make low resolution images high resolution using ESPCN

• Image Processing

Attention Mechanisms in Computer Vision

Various models with attention mechanisms

• CNN

Optimizers in Deep Learning

Visualize and compare different optimizers like Adam, AdaGrad, and more.

• PyTorch

Funnel Activation (FReLU) for Visual Recognition

See the novel FReLU activation function in action with PyTorch

• CNN

Working with Data in PyTorch

Master the Dataloader Class in PyTorch

• PyTorch

Fine-Tuning Shallow Neural Networks with Keras

Achieve state-of-the-art image classification without the long training times

• Keras

Answer COVID-19 Questions Using BERT

Train Bio-BERT to answer questions regarding COVID-19

• PyTorch

Time Series Analysis and Forecasting

Stationarity, autoregressive models, LSTM, and more

• LSTM

Guide to TensorFlow and Keras

Learn how to work with these fundamental DL frameworks

• TensorFlow

Text Summarization With Seq2Seq Models

Summarize long texts using seq2seq models with Keras

Object Detection With Detectron2

Train Detectron2 on custom object detection data

• Classification

Neural Machine Translation With Keras

Use an RNN with attention to translate French to English

• Language

Question-Answering Models

Run and compare different QA models with Hugging Face

• Language

YOLOv5

Train YOLOv5 on your own custom data

• Image Processing