I'm an AI/Data Engineer, and I'm interested in everything ML/AI

🌱 I’m currently Improving my statistical inferences with the help of wonderful Daniel Lakens

• LLM-powered Question Answering Slack bot (Ongoing)
• End-to-end ML Vision Project on Blood Vessel Segmentation
• Diabetes classification model training and deployment
• End-to-end MLOps Pipeline
• Climate change-related news articles Scientific verification (NLP-powered project for Omdena)

Zoomcamp QA Bot

Connecting the dots
Llamaindex
Vertor DB
Milvus and Zilliz (Cloud-Native Milvus)
Orchestration
Prefect
Embeddings
BAAI/bge-small-en-v1.5
Re-ranker
Cohere re-ranker

Fine-tune Ultralytics YOLOv8 segmentation model on 3D Hierarchical Phase-Contrast Tomography (HiP-CT) data from human kidneys to segment blood vessels.

Hacking the Human Vasculature

EDA => Training => Hyperparameter tuning => Deployment as a service (FastAPI) => Containerization => Deployment to AWS EKS

MLZoomcamp Midterm project

• Trained several models
  • Logistic regression
  • Random Forest
  • XGBoost
• Hyperparameter finetuning with
  • Optuna
  • Hyperopt
  • Wandb Sweeps
• Deploy containerized model with FastAPI on AWS Elastic Beanstalk

1. Training pipeline
2. Prediction web service
3. Prediction web service IAC

A tool and an API for Climate change-related news articles Scientific verification and Global warming stance detection

NLP Framework
Haystack
Vertor DB
FAISS
API
FastAPI
UI
Streamlit
Semantic Search
Sentence Transformers

developed as a part of Omdena's Detecting Bias in Climate Reporting in English and German Language News Media Local Chapter Challenge

1. WebApp repo
2. API repo
3. Auxiliary repo 1 Auxiliary repo 2