AI Engineer Roadmap 2025

What Does An AI Engineer Do?

AI Engineer Job Description

1. Python Programming Language -1 Month

Python:

• Complete Python Playlist In English:

• Complete Python Playlist In Hindi:
• Flask Playlist:

Final Goal Outcome:

• Basic To Intermediate Python With various knowledge of various Data structures like numpy,pandas,matplotlib and many more.
• Knowledge of performing EDA,Feature Engineering and creating visualization charts using python
• Atleast Make some python projects using Frameworks such as Flask with deployment Eg: Web Scrapping Projects

What's New In Python 3.12.0

2. Statistics

• English: 7 Days Statistics Live Session :

• Statistics in ML(43 videos):

• Stats Hindi Playlist:

Free Courses On Linear Algebra, Stats

• Linear Algebra: https://www.khanacademy.org/math/linear-algebra
• Statistics: https://www.khanacademy.org/math/statistics-probability
• Differential Equations: https://www.khanacademy.org/math/differential-equations

EDA

• EDA Live

• EDA Detailed Playlist:

Feature Engineering

• Complete Detailed Feature Engineering:

• Live EDA Feature Engineering Playlist:

Final Goal Outcome:

• Techniques to Perform Statistical Analysis
• Familiar with all concepts which will be important for Machine Learning

3. Databases

• Mongodb:

• Mysql:
• Apache Cassandra Database:

4. Machine Learning

• Live ML Playlist:
• Complete ML Playlist:
• Hindi: ML Playlist:

5. Deep Learning Playlist:

• 5 Days Live Deep Learning Playlist:

• Complete Deep Learning Playlist:
• Deep Learning Playlist In Hindi:

6. NLP Playlist:

• English: Live NLP Playlist:
• Complete NLP Playlist:

Important Frameworks for Production Deployments

• Flask Detailed Playlist In English:
• Flask One Shot Hindi:
• Gradio Framework:
• BentoML:
• MLflow and Dagshub:

7. MLOPS (Machine Learning Operation)

Live MLOPS Playlist :

• Github Action CI/CD pipelines
• Circle CI
• Kubeflow
• MLflow
• Deployment Technqiues In AWS,AZURE, GCP,Dockers And Kubernetes
• Evidently AI
• Grafana(Monitoring)
• AirFlow
• BentoML
• AWS Sagemaker
• DVC
• Dockers

Agile Software Development And Data Science Project Development Life Cycle

End To End ML,DL,NLP Projects With MLOPS With Deployment And Open Source Tools

• End To End ML Projects Playlist In English:
• End To End ML Playlist In Hindi:

Machine Learning, Deep Learning, and NLP Projects

• First End-To-End ML Project for Starters [Student Performance Prediction]

• End-to-End NLP Project with GitHub Action, MLOps, and Deployment [Text Summarization]

• End-to-End ML Project Implementation Using AWS Sagemaker

• Computer Vision: End-to-End Cell Segmentation Using Yolo V8

• Deep Learning Project with Deployment, MLOps, and DVC [Chicken Disease Classification]

• End-to-End ML Project with MLFLOW

• End-to-End ML Project Implementation with Dockers, GitHub Action
• Langchain Open AI Project
• Kidney Disease Classification

Roadmap To Generative AI

• Updated Langchain Playlist:
• Finetuning Techniques LLM
• AWS Bedrock:
• Llamaindex Playlist:
• Google Gemini Playlist With Projects
• Langchain Playlist:

Special Mention [Good To Have Skills]

• Knowledge Of Big Data Engineering
• Knowledge On Cloud Engineering[AWS,GCP,Azure]

Internships:

iNeuron Internships: https://internship.ineuron.ai/

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