AI/ML Full Stack Tech Stack
(1) Foundations
Programming
Math
Statistics
(2) Data Engineering & Data Infrastructure
Data Engineering
Data Storage
Data Pipeline
Data Visualization
Big Data & Distributed Computing
Caching & High-Speed In-Memory Stores
Data Streaming & Event-Driven Architecture
(3) Core AI/ML Model
Machine Learning
Time Series Analysis & Forecasting
Reinforcement Learning
Recommendation Systems
Deep Learning
Natural Language Processing
Computer Vision
(4) Generative AI
Large Language Models
Prompt Engineering
Vector Databases & Embeddings
Knowledge Graphs
Fine Tuning & Customization
Enterprise RAG
Model Evaluation & Quality
Deployment & Serving
Safety & Guardrails
Generative AI Beyond Text
(4) Agentic AI
Agent Architecture & Reasoning
Multi-Agent Systems & Orchestration
Tool Use & Function Calling
Memory Systems
Frameworks & Development
Enterprise Integration
Governance & Safety
Evaluation & Observability
Deployment Patterns
(5) Software & Systems Engineering
Software Engineering
Front End Technology
System Design & Distributed Systems Architecture
Model Serving & Inference Optimization
(6) Cloud & Platform Engineering
Cloud Expertise
DevOps
MLOps
(7) Trust, Quality & Operations
Model Evaluation & Experimentation
Observability & Monitoring
Responsible AI & Security
Model Interpretability & Explainability (XAI)
Data Governance & Quality