Data Science Roadmap

My roadmap to study Data Science.

Data Science Foundation Courses

Title	Credential
Python for Data Science	IBM
Data Science Foundations - Level 1	IBM
Data Science Foundations - Level 2	IBM
Applied Data Science with Python - Level 2	IBM

Data Science Certification

Title	Credential
Data Science Masters Program	GreyAtom

Udacity Nanodegrees

Title	Credential
Deep Learning Nanodegree	Udacity
Data Engineering Nanodegree	Udacity

Machine learning and Deep Learning Courses

Title	Credential
Introduction to Machine Learning	Kaggle
Intermediate Machine Learning	Kaggle
Feature Engineering	Kaggle
Natural Language Processing	Kaggle
Machine Learning with PySpark	DataCamp
Deep Learning Fundamentals	IBM
Deep Learning	Kaggle
Introduction to Deep Learning with Keras	DataCamp
Introduction to TensorFlow in Python	DataCamp
AWS Machine Learning Foundation	Udacity
Using TensorFlow with AWS SageMaker	Coursera
Transfer Learning for NLP with TensorFlow Hub	Coursera
Fine Tune BERT for Text Classification with TensorFlow	Coursera
Tweet Emotion Recognition with TensorFlow	Coursera
Machine Learning Pipelines with Azure ML Studio	Coursera

MLOps and Generative AI Courses

Title	Credential
W&B 101	Weights & Biases
W&B Effective MLOps - Model Development	Weights & Biases
Train & Fine-Tune LLMs for Production	Activeloop
LangChain & Vector Databases in Production	Activeloop

SQL Courses

Title	Credential
Introduction to SQL	Kaggle
Advance SQL	Kaggle

NoSQL Courses

Title	Credential
MongoDB Basics	MongoDB University
MongoDB for Python Developers	MongoDB University

DevOps Courses

Title	Credential
DevOps for Data Scientists	LinkedIn
Docker for Data Scientists	LinkedIn

Analytics Courses

Title	Credential
Google Analytics for Beginners	Google
Advanced Google Analytics	Google

Project Management Courses

Title	Credential
Introduction to Project Management with ClickUp	Coursera
Business Analysis & Process Management	Coursera