Welcome tomy site
Welcome tomy site
@farooq-azam-khan
Machine
Learning
Engineer
MLE specializing in
delivering scalable AI solutions.
with VLLMs, Ollama, and NVIDIA TensorRT for optimized model serving pipelines.
interested in
(
graph algorithms
reinforcement learning algorithms
)
Enhanced LLM Agents
Bridging best parts of theory and practice to create impactful, intelligent systems.
Blog Highlights
Importance of Maximum Likelihood Estimation for Machine Learning
Learn about the Maximum Likelihood Estimator and the Gradient Descent Algorithm.
Scaling LLMs with Triton Inference Server: A Hands-on Guide
Get hands-on experience with deploying Large Language Models
(LLMs) at scale using NVIDIA's Triton Inference Server.
Term Frequency-Inverse Document Frequency
In this tutorial we will look at what TF and IDF are and how they
can be use to process text data for Machine learning.
Large Scale Vector Comparison
In this post, we will look at the quora qna dataset and aim to
encode and compare all question pairs. The purpose of is to look
at a real dataset.
Comparing Vectors with Cosine Simlarity Function
This tutorial will focus on the math behind text vector similarity
using numpy, pytorch, and stentence-transformers libraries in
python.
Personal AI Projects
Race Car RL Agent
Using Deep Q Learning to create a self driving car.
Garbage Classification with CNN
Efficient Net finetuned on Classifying different types of Garbage.
Additional Projects
Chat App
A Chat application built to explore web socket connections and
server client relations with the protocol. App built with elm,
expressjs, and websockets.
2025 VISON
Books
Software Engineering
{ TypeScript, Rust, Python } x { Graph Database, Postgres DB } x { MLOps, DevOps } => Solve Problems