t-SNE Dimensionality Reduction with Scikit-Learn 

no one explains t-sne thank you that's a rare video !!!!

That is amazing! May I know do we have the link for the jupyter notebook or google colab file?

Detailed Summary: [00:00](ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-DtFQAJmlID0.html) Tutorial on dimensionality reduction using t-SNE with scikit-learn - Using stacked autoencoders to obtain codings for input images - Visualizing the reduced dimensions with t-SNE and plotting for understanding similarities [09:23](ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-DtFQAJmlID0.html) Loading and processing small image dataset in TensorFlow. - Data gets deleted when the runtime is recycled on Colab. - Process small image dataset using TensorFlow and load in the same format as larger dataset. [17:00](ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-DtFQAJmlID0.html) Loading and preprocessing dataset for dimensionality reduction - Batching and converting RGB images to grayscale - Loading manually using Glob and PIL libraries [24:08](ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-DtFQAJmlID0.html) Implemented encoder-decoder architecture for image classification - Trained the model with 40 epochs and achieved 98.16% accuracy - Generated images using the trained model and plotted input and output images [31:09](ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-DtFQAJmlID0.html) Implemented and trained a deep learning model for image generation - The model was trained on a custom dataset and achieved 99.32% accuracy - Generated images using the trained decoder and observed changes in codings [37:29](ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-DtFQAJmlID0.html) Generative model trained for longer refines results - Training for more epochs shows improvements in codings - Small changes in codings significantly alter resulting image [44:08](ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-DtFQAJmlID0.html) Testing clustering and dimensionality reduction algorithms - Experimented with t-SNE and plotted results in scatterplot - Visualized scatterplot with images to see clustering of drawings [51:23](ru-vid.com/video/%D0%B2%D0%B8%D0%B4%D0%B5%D0%BE-DtFQAJmlID0.html) Visualizing similarity on Fashion MNIST - t-SNE plots can group similar images together - This can be used for recommendation systems