With increase debate on accuracy and explainability, the SHAP (SHapley Additive exPlanations) provides the game-theoretic approach to explain the output of any ML model.
SHAP was introduced in the research paper A Unified Approach to Interpreting Model Predictions by Scott M. Lundberg and Su-In Lee in 2017.
If you hate theory want to play with the code here is Google Colab for you.
For others who are interested in how SHAP works read the entire story.
To understand the mathematics behind shapely value generation, will take an example of baking cookies and apply SHAP to explain the contribution of the…
Microsoft Vision ResNet 50, transfer learning to classify fruit-360 data with 98% Accuracy
In this blog, I will be going through the Microsoft Vision model, how to achieve the transfer learning using that, and finally will move into implementation of the Microsoft Vision model for classifying fruit-360 with 98% test accuracy.
If you are interested in the script directly go to my Google Colab and you can play with it here.
For others who are interested in the full story, read the entire blog:
In practice, very few train the entire network from the scratch i.e., with random initial weights…
Multi-Arm Bandits is used by many companies like Stitchfix, Netflix, Microsoft, and other big companies for recommendations. There are tons of research going on the Multi-Arm Bandits and their application to real-time problems. This article is an attempt to apply Multi-Arm bandits.
If you are visiting the casino for the first time then I am sure you will be confused about which machine to play to get the jackpot as all seem identical, Right? Let's find out is there a way to solve this problem, Multi-Arm Bandit is inspired by the same problem.
Imagine a gambler, gambling at a casino…
One of the most intresting fields of AI is Reinforcement learning, which came into popularity in 2016 when the computer AlphaGO into the light.
AlphaGo is the first computer program to defeat a professional human Go player Leo Sedol.
Before going to Trading let's define some of the important terms in Reinforcement Learning
Amazon EC2(Elastic Compute Cloud) provides secure, resizable compute capacity in the cloud, eliminating the need to invest in hardware.
To create a new account first navigate to aws.amazon.com/free and then click Create a Free Account. …
GPU-quickened CUDA libraries empower the speeding up over numerous spaces such as linear algebra, image and video processing and deep learning.
Aim of this article is to provide easy steps to install CUDA and get it up and running for the project and other applications
Requirements for CUDA are : -
Uninstall the Nvidia driver from the control panel and restart the system.
Yes it seems odd to do it but trust me, it will help you install CUDA without any errors. …
FastAPI is a modern, fast (high-performance), a web framework for building APIs with Python 3.6+ based on standard Python type hints.
FastAPI stands on the shoulders of giants: