Technical Expertise

Comprehensive breakdown of technical skills and competencies

Machine Learning & AI

Deep Learning & Neural Networks

Natural Language Processing (NLP)

Large Language Models (LLMs)

Computer Vision

Generative AI

Transformer Architecture

Transfer Learning

Model Fine-tuning

Data Engineering

Data Pipeline Development

ETL Processes

Data Warehousing

Big Data Processing

Data Modeling

Data Lake Architecture

Stream Processing

Data Quality Management

Core Technologies

Python Advanced

PyTorch

TensorFlow

Scikit-learn

Pandas & NumPy

CUDA Programming

Distributed Computing

Algorithm Optimization

Cloud & MLOps

AWS Services (SageMaker, EC2, S3)

Docker Containerization

Kubernetes Orchestration

CI/CD Pipelines

Model Deployment

Infrastructure as Code

Monitoring & Logging

Cost Optimization

Analytics & Visualization

Statistical Analysis

A/B Testing

Data Visualization

Business Intelligence

Reporting Automation

Dashboard Development

Metric Definition

Performance Analysis

AI Frameworks & Libraries

HuggingFace Transformers

LangChain

FastAPI

Streamlit

MLflow

Ray

Weights & Biases

OpenAI API

Development & Version Control

Git & GitHub

VS Code

Jupyter Lab

DVC

Model Version Control

Code Review

Documentation

Best Practices

System Architecture

Microservices Design

RESTful APIs

System Integration

Scalable Architecture

Performance Optimization

Security Best Practices

Error Handling

Load Balancing

DevOps & Tools

Linux/Unix Systems

Shell Scripting

SQL & NoSQL

Monitoring Tools

Log Analysis

Automation Scripts

Configuration Management

Troubleshooting

Project Management

Agile Methodologies

Technical Leadership

Team Collaboration

Project Planning

Risk Management

Stakeholder Communication

Resource Optimization

Timeline Management