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data-science

Data science is a huge domain and it is easy to get lost in the domain while exploring!

This repo is to keep track the things explored in the journey of data science...

Cloud

Content Link
AWS Certified: AWS ML Specialty click here
AWS Certified: AWS Cloud Practitioner click here
Microsoft Certified: AI-900 Microsoft Azure AI Fundamentals click here
Microsoft Certified: AI-102 Microsoft Azure AI Engineer Associate click here
Dataiku Core Designer Certificate click here
Dataiku ML Practitioner Certificate click here

Generative AI

Repo Link
Gen AI click here

Machine Learning

Machine Learning Blog Link Code Link
Python NA Code
Data Analysis NA Pandas, Numpy
EDA NA Code
Feature Engineering NA Code
Machine learning Models NA KNN, NB, Logistic Regression, Linear Regression
Ensemble Learning NA Code
Hyperparameter Optimization NA Code
Optimization NA NA
Software Engineering Practices for Data Science NA Code

Deployment

Name Blog Link Code Link
Deploy Deep learning/Machine learning application in AWS ubuntu instance NA Code, Youtube
Deploy ML models using docker NA Code
Deploy ML application to Heroku cloud platform Blog Code

Math

Math Code Link
Linear Algebra Code
Stats Code

Machine Learning Applications

Application Name Demo Link Code Link
Car Price Prediction live demo Code
Student Admission Prediction NA Code
Quora Duplicate Question Prediction demo Code
Air Quality Index Prediction demo Code
Redefining Cancer Treatment NA Code
Human Activity Recognition NA Code
NLP Text Classification NA Code

Deep Learning Applications

Application Name Demo Link Code Link
Cotton Plant Disease Prediction demo Code
Car Brand Name Prediction NA Code
Sentiment Classification NA Code
Pnemonia Detection NA Code

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data science umbrella & tracking!

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