Perfect Roadmap To Learn Data Science In 2024

Work Of Data Scientist?

Companies:

1. Tredence
2. Tiger Analytics
3. Fractal
4. Quantiphi

1. Python Programming Language -1 Month

1. Complete Python Playlist In English (58 videos):
2. Complete Python Playlist In Hindi:

What's New In Python 3.12.0: https://docs.python.org/release/3.12.0/

2. Statistics

1. English: 7 Days Statistics Live Session : - DONE
2. Statistics in ML(43 videos):
3. Stats Hindi Playlist:

Feature Engineering

1. Complete Detailed Feature Engineering (16 videos):

EDA

1. EDA Live (5 videos) :
2. Complete Exploratory Data Analysis And Feature Engineering In 3 Hours: - DONE
3. EDA Detailed Playlist (15 videos):

3. Machine Learning

1. Machine Learning 2024 (17 videos):
2. Live ML Playlist (10 videos):
3. Complete ML Playlist (153 videos):
4. Hindi: ML Playlist:

4. Deep Learning Playlist:

1. Live Deep Learning Playlist (5 videos):
2. Complete Deep Learning Playlist (88 videos):
3. Deep Learning Playlist In Hindi:

5. NLP Playlist:

1. Live NLP Playlist (18 videos):
2. Complete NLP Playlist (31 videos):

6. Databases

1. MySQL (11 videos):
2. Practice SQL: https://www.sql-practice.com/
3. Mongodb (7 videos):
4. Apache Cassandra Database:

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7. Web Scraping

8. Important Frameworks for Production Deployments

Different Ways Of Creating Python Environment In Data Science Projects- Conda,Virtualenv,Python:

• Flask Detailed Playlist In English (10 videos):
• Flask One Shot Hindi:
• Fast API Tutorials (2 videos):
• Gradio Framework (1 video):
• BentoML (1 video):
• MLflow and Dagshub (1 video):

9. MLOPS (Machine Learning Operation)

Live MLOPS Playlist :

1. Github Action CI/CD pipelines (text summarization)
2. Circle CI
3. Kubeflow
4. MLflow (1 video)
5. Evidently AI (1 video)
6. Grafana(Monitoring)
7. AirFlow
8. BentoML (1 video)
9. AWS Sagemaker (1 video)
10. DVC (1 video)
11. Complete Dockers For Data Science Tutorial In One Shot (1 video)

10. Detailed Generative AI And LLM Playlist

• Generative AI On AWS:
• Finetuning LLM:
• Updated Langchain (tutorials) (15 videos):
• LangChain (tuts+projects) (17 videos):
• Live Generative AI Playlist (iNeuron course- 17 videos):
• OPENAI Playlist English :
• AWS Bedrock (2 videos):
• Llamindex (3 videos):
• Google Gemini (12 videos):
• Complete Langchain Course For Generative AI In 3 Hours:
  
  

11. Machine Learning, Deep Learning, and NLP Projects

End To End ML Projects Playlist In English (21 videos):
End To End Data Science Projects Hindi (used templates etc):
Complete End to End Deep Learning Project With MLFLOW,DVC And Deployment (Kidney Disease Classification)

1. End-to-End ML Project Implementation with Dockers, GitHub Action (deployed to Heroku)
2. Langchain Open AI Project

12. Data Science Interview

1. Data Science interview questions (76 videos):
2. How To Write Data Science Project Description In Resumes:
3. How Should You Explain Your Data Science Projects To Recruiters?:
4. Product Sense/metric interview questions

14. Github Profile

1. Amazing Guidelines For Creating GitHub Profiles For Data Scientist:
2. What Should Be A Proper Structure Of Your Data Science Projects In Github?: