Data Science & Advanced Analytics Roadmap
Step by step guide to becoming an Data Science & Advanced Analytics Developer.
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1 Foundations
Math & Statistics
Programming
Core Libraries
2 Data Processing & Analysis
Data Collection
Data Cleaning
Exploratory Data Analysis (EDA)
3 Machine Learning
Supervised Learning
Unsupervised Learning
Feature Engineering
Model Evaluation
4 Deep Learning & Specialization
Deep Learning Foundations
Natural Language Processing (NLP)
Computer Vision
5 Big Data
Hadoop & Spark Ecosystem
Data Warehousing
Stream Processing
6 Operations & Deployment
Cloud Platforms
Model Deployment
MLOps
7 Data Storytelling & Advanced Analytics
Data Storytelling
BI Tools
Causal Inference
AI Ethics