Machine Learning by Japkeerat Singh

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I finally built my first MCP Server. I expected magic, I got glorified API endpoints

Aug 16, 20258 min read

Let's talk about Perplexity

Jan 2, 20256 min read

Building Production-Ready Agentic Systems: Lessons from Real Implementation

Most articles about agentic systems show you the glossy marketing version. Multi-agent orchestration! Intelligent decision making! Autonomous task execution! The reality is more nuanced. After building a production agentic system that handles real El...

Aug 27, 202513 min read

What I learned about PyPi from maintaining an Open-Source Package

Dec 26, 20246 min read

Is the Model making right predictions? - Part 5 of 5 on Evaluation of Machine Learning Models

Dec 23, 20245 min read

Is the Model making right predictions? - Part 4 of 5 on Evaluation of Machine Learning Models

When it comes to evaluating regression-based machine learning models, picking the right metric is like picking the right seasoning for your dish—the wrong choice could leave a bitter taste. We have already previously covered the metrics which you can...

Dec 14, 20246 min read

Is the Model making right predictions? - Part 3 of 5 on Evaluation of Machine Learning Models

When it comes to evaluating machine learning models, picking the right metric is like picking the right outfit for an occasion—it can make or break your impression. Sure, accuracy and precision-recall are great, but they sometimes fall short. AUC-ROC...

Dec 11, 20245 min read

Is the Model making right predictions? - Part 2 of 5 on Evaluation of Machine Learning Models

We have already discussed accuracy as a metric, its limitations and confusion matrix in the previous post in the series. This post will cover the metrics that we can derive from confusion matrix and how they serve as a better alternative than looking...

Dec 9, 20244 min read

Is the Model making right predictions? - Part 1 of 5 on Evaluation of Machine Learning Models

A student has exams after their training is done. So does the model. There are certain algorithms (now here we don’t mean machine learning models) that are used depending on the problem you have trained the machine learning model for. This is an extr...

Oct 12, 20245 min read

Introduction to Machine Learning

Let’s take an example. You are designing an automation script to perform a particular activity. To develop an automation, you first need the data and the well defined set of rules to follow to reach the desired output. In Machine Learning, things ar...

Oct 12, 20246 min read

A Beginner's Guide to Ollama

Get LLMs to work on your own laptop

Sep 19, 20244 min read

Command Palette

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