Blog | Your Data Science Mentor - Mohsen Davarynejad

Blog

AI as System #1: Smarter Search with RQ-RAG

AI as System #1: Smarter Search with RQ-RAG

Teach Your Model to Ask Better Questions - Query Refinement in RAG

Mohsen Davarynejad

• Apr 8, 2025

Transforming Mobility Intelligence - Meet TransGPT

Transforming Mobility Intelligence - Meet TransGPT

This generative pre-trained transformer is specifically designed to tackle complex transportation challenges. TransGPT leverages the power of large language models to analyze and interpret structured transportation data, enabling a new era of smart mobility systems.

Mohsen Davarynejad

• Apr 7, 2025

Optimizing Query Context Handling in RAG Systems- Embedding vs. LLM Rewriting

Optimizing Query Context Handling in RAG Systems- Embedding vs. LLM Rewriting

A deep dive into enhancing retrieval accuracy in Retrieval-Augmented Generation (RAG) systems by comparing the practice of embedding full query contexts with using an LLM to rewrite ambiguous follow-up queries. Explore the trade-offs in speed, precision, and complexity of each approach.

Mohsen Davarynejad

• Mar 28, 2025

Dockerizing Your Gradio App for Consistent Endpoints; A Seamless Deployment

Dockerizing Your Gradio App for Consistent Endpoints; A Seamless Deployment

Dockerizing a Gradio app solves the headache of random, temporary URLs generated by share=True. This setup streamlines deployment and ensures consistent access for users or external services. You can build and launch your container effortlessly, leveraging a stable, production-ready approach to ML model hosting.

Mohsen Davarynejad

• Mar 13, 2025

Setting Up an API to Provide the Gradio URL

Setting Up an API to Provide the Gradio URL

Learn how to set up a simple API that dynamically provides the Gradio app URL for use in HugoBlox.

Mohsen Davarynejad

• Mar 12, 2025

Building and Testing Gradio Apps with CodeSandbox

Building and Testing Gradio Apps with CodeSandbox

Use CodeSandbox to quickly build, test, and deploy Gradio apps without local setup. This cloud-based approach enables seamless prototyping, collaboration, and sharing of interactive ML applications.

Mohsen Davarynejad

• Mar 11, 2025

How to Embed a Dynamic Gradio App in Your HugoBlox Site

How to Embed a Dynamic Gradio App in Your HugoBlox Site

Learn how to dynamically embed a Gradio app in HugoBlox using an API-based approach.

Mohsen Davarynejad

• Mar 11, 2025

Building Interactive Machine Learning Applications with Gradio

Building Interactive Machine Learning Applications with Gradio

Gradio enables quick and easy creation of interactive UIs for ML models, making them accessible to stakeholders and non-technical users. This guide walks through building a simple Gradio app and enhancing it with advanced features.

Mohsen Davarynejad

• Mar 10, 2025

Building Agentic AI Solutions with DeepSeek-R1, CrewAI, and Cloud-Agnostic Deployment on Ubuntu

Building Agentic AI Solutions with DeepSeek-R1, CrewAI, and Cloud-Agnostic Deployment on Ubuntu

Agentic systems, powered by LLMs, surpass traditional software by autonomously learning, adapting, and making context-aware decisions. They enhance flexibility, efficiency, and automation in complex, dynamic environments like supply chain management and customer service.

Mohsen Davarynejad

• Mar 9, 2025

Deploying DeepSeek-R1 Locally with vLLM on Ubuntu

Deploying DeepSeek-R1 Locally with vLLM on Ubuntu

Learn how to deploy DeepSeek-R1 locally on Ubuntu for a fast, secure, and cost-efficient AI inference. This step-by-step guide covers installation, GPU optimization, and troubleshooting for seamless AI model deployment.

Mohsen Davarynejad

• Mar 8, 2025

Decoding a Million Emails - Agentic AI for Analysis of Elon Musk's Challenge

Decoding a Million Emails - Agentic AI for Analysis of Elon Musk's Challenge

We analyzed over a million self-reported work updates from federal employees to uncover key trends and insights. The catch - I don’t have access to the data—yet. But that didn’t stop me from outlining my approach to extracting patterns from massive unstructured text.

Mohsen Davarynejad

• Mar 5, 2025

Orchestrating AI Agents with CrewAI and Local DeepSeek API

Orchestrating AI Agents with CrewAI and Local DeepSeek API

Unlock the power of AI collaboration with CrewAI + DeepSeek R1; where autonomous agents analyze, delegate, and act seamlessly. Transform static AI into dynamic problem-solvers; boost automation, intelligence, and efficiency today! 🚀

Mohsen Davarynejad

• Feb 27, 2025

Running DeepSeek R1 Locally with vLLM & Ray Dashboard

Running DeepSeek R1 Locally with vLLM & Ray Dashboard

Run DeepSeek R1 Distill Qwen-1.5B blazing fast on your local machine with vLLM for optimized inference and Ray Dashboard for real-time monitoring! Say goodbye to high cloud costs and latency; unlock powerful, on-premise AI with full control today! 🚀

Mohsen Davarynejad

• Feb 26, 2025

Useful links

Useful links

Mohsen Davarynejad

• Feb 21, 2025

A Data Scientist's Chronicle of Lessons Learned and Strategies for Success

DataScienceWisdom

A Data Scientist's Chronicle of Lessons Learned and Strategies for Success

The Art of Mastery in landscapes of corporate challenges

Mohsen Davarynejad

• Sep 11, 2024

Applying Conway's Law - A Blueprint for Successful Projects

ProjectManagement

Applying Conway's Law - A Blueprint for Successful Projects

Explore the impact of Conway's Law on student project success by aligning team structure and communication with project outcomes.

Mohsen Davarynejad

• Aug 26, 2024

Explainable boosting machine

Explainable boosting machine

What is an Explainable boosting machine? Why do we need them?

Mohsen Davarynejad

• Aug 5, 2024

11 must-know Python Pandas tips and tricks for data scientists

11 must-know Python Pandas tips and tricks for data scientists

Pands is a Flexible and powerful data analysis / manipulation library for Python, providing labeled data structures.

Mohsen Davarynejad

• Aug 1, 2024

Enhance Your Thinking with an AI-Powered Second Brain

Enhance Your Thinking with an AI-Powered Second Brain

Build a personal knowledge base, leverage AI-driven insights, and collaborate seamlessly with your peers.

Mohsen Davarynejad

• Feb 2, 2024

Revolutionize Academic Teaching with AI & Data-Driven Insights

Revolutionize Academic Teaching with AI & Data-Driven Insights

Enhance Learning with Multimedia, AI, and Advanced Analytics

Mohsen Davarynejad

• Jan 29, 2024

🎉 Easily create your own simple yet highly customizable blog - Shorts

🎉 Easily create your own simple yet highly customizable blog - Shorts

Take full control of your personal brand and privacy by migrating away from the big tech platforms!

Mohsen Davarynejad

• Oct 27, 2023