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Run AI Models Using Replicate’s API Service

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@replicate

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03 June 2024 19h06

Run AI with an API on Replicate (you didn't forget, did you?)

Implementing Transform and Inverse Transform Methods for PCA

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03 June 2024 16h05

Now define the "transform" method that transforms the input data into a lower-dimensional representation using the calculated eigenvectors. Finally the "inverse_transform" method to reconstructs the reduced data back to the original space using eigenvectors and mean.

Implementing PCA: Fit Method with Eigenvalue and Eigenvector Computation

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03 June 2024 16h05

Now define the "fit" method that takes in that data and calculates the mean, normalizes the data, computes the covariance matrix, eigenvalues, and eigenvectors. Then the Eigenvectors are sorted based on eigenvalues. You may ask how, eigen vectors does dimensionality reduction?

Initialize PCA Class with NumPy for Dimensionality Reduction

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03 June 2024 16h05

First Import numpy and define a class named "PCA" to encapsulate the operations. In the __init__ constructor let's initialize the number of components to reduce to, which is n_components, and similarly create placeholders for mean and eigenvectors.

Principal Component Analysis PCA Explained and Implemented from Scratch

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03 June 2024 16h04

Princiapal Component Analysis (PCA) clearly explained and implemented from scratch in Python:

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YOLOv9 Optimization for Aerial Small Object Detection

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@learnopencv

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03 June 2024 15h34

In this video, we explore the process of optimizing YOLOv9 for aerial small object detection using the SkyFusion dataset. Discover the experiments, insights, and results that make YOLOv9 a standout model. https://t.co/agJtPhQWFk

Watch now and elevate your AI skills!#YOLOv9… pic.twitter.com/M3bpQnCLp4
— Satya Mallick (@LearnOpenCV) 3 juin 2024

In this video, we explore the process of optimizing YOLOv9 for aerial small object detection using the SkyFusion dataset. Discover the experiments, insights, and results that make YOLOv9 a standout model. https://
youtube.com/watch?v=phcHDe
qAbkw
… Watch now and elevate your AI skills! #YOLOv9