- Published on
- Authors
- Name
- KAUSTUBH SHARMA
Overview - FASTEST WAY TO BECOME AI/ML Engineer
- This RoadMap suggest fastest way to become a AI/ML Engineer in sequential manner.
- Free Resources are available at the bottom of the page.
- NOTE: RoadMap will not work automatically, you have to work hard to become AI/ML Engineer, otherwise there are millions of people (now AI as well) to replace you.
If you want to purchase things without watching the price tag, then you have to work hard without watching the clock!!!
Table of Contents
Programming
- Python
- DSA (Python)
- SQL
Introduction to AI
- Introduction to AI
- Machine Learning Terminolgy and Process
- Fundamentals of Generative AI for Beginners
Cloud
- AWS (Preferred)
- Azure
Data Processing
- Data Collection
- Data Analysis
- Data PreProcessing
- Feature Engineering
Machine Learning
- Model Building
- Model Training
- Model Tuning
- Model Evaluation
MLOPS
- Blue/green, canary, A/B, shadow deployment/testing
- Inference pipeline
- Scheduler pipeline
- Model explainability
- Detect drift
- Model update pipeline
Projects
- Min. 3 Projects
Interviews
- Make sure you include all important keywords in Resume.
- Layout should be simple.
- Do a Certification.
- Start Applying and Give every Interview.
- Be Curious, Connect with People, real people or on LinkedIn.
If anyone followed same roadmap or want to provide some free material link to all those who are watching this video are welcomed to provide in the comments.
Free Resources Link
Learning Resource | Duration (in hrs) | Resource Link |
---|---|---|
Linear Algebra | 3 | Free Link |
Statistics | 3 | Free Link |
Differential Equations | 3 | Free Link |
Introduction to AI | 0.3 | Free Link |
Machine Learning Terminology and Process | 1 | Free Link |
Introduction to Generative AI: Art of the Possible | 1 | Free Link |
Fundamentals of Generative AI for Beginners | 3 | Free Link |
Planning a Generative AI Project | 1 | Free Link |
Introduction to Amazon SageMaker | 0.2 | Free Link |
Data Analysis | 3 | Free Link |
Amazon Bedrock Getting Started | 1 | Free Link |
Foundations of Prompt Engineering | 4 | Free Link |
Building Generative AI Applications using Amazon Bedrock | 4 | Free Link |
Building Language Models using AWS | 5.5 | Free Link |
Building Generative AI Applications using Amazon Bedrock | 4 | Free Link |
Generative AI Foundations on AWS | 8 | Free Link |
Amazon CodeWhisperer Getting Started | 0.5 | Free Link |
Getting Started with Amazon Kendra | 1.5 | Free Link |
Getting Started with Amazon Lex | 1 | Free Link |
Deep Learning Book | 3 | Free Link |