βοΈ Data Science Roadmap
π Python Programming (Basics, NumPy, Pandas)
βπ Mathematics (Linear Algebra, Calculus, Probability)
βπ Statistics (Hypothesis Testing, Distributions)
βπ SQL & Data Manipulation
βπ Data Visualization (Matplotlib, Seaborn, Tableau)
βπ Exploratory Data Analysis (EDA)
βπ Machine Learning (Scikit-learn: Regression, Classification)
βπ Model Evaluation (Cross-Validation, Metrics)
βπ Feature Engineering & Selection
βπ Unsupervised Learning (Clustering, PCA)
βπ Deep Learning (TensorFlow/PyTorch Basics)
βπ Big Data Tools (Spark, Hadoop - Optional)
βπ Model Deployment (Streamlit, Flask APIs)
βπ Projects (Kaggle Competitions, End-to-End ML)
ββ
Apply for Data Scientist / ML Engineer Roles
π¬ Tap β€οΈ for more!
Post #2264
6.57K
- β€ 27
- π 4